FileBase /isis1/Yuta/YutaData/YutaMouse21-140609/YutaMouse21-140609/YutaMouse21-140609 ElecNo 2 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 1315857 data points of dimension 48. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 438619 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23390 members Mstep: Class 2 contains 22988 members Mstep: Class 3 contains 23054 members Mstep: Class 4 contains 23166 members Mstep: Class 5 contains 23053 members Mstep: Class 6 contains 23269 members Mstep: Class 7 contains 22791 members Mstep: Class 8 contains 22955 members Mstep: Class 9 contains 23093 members Mstep: Class 10 contains 22994 members Mstep: Class 11 contains 23222 members Mstep: Class 12 contains 22907 members Mstep: Class 13 contains 23087 members Mstep: Class 14 contains 23078 members Mstep: Class 15 contains 23233 members Mstep: Class 16 contains 23077 members Mstep: Class 17 contains 23153 members Mstep: Class 18 contains 23120 members Mstep: Class 19 contains 22989 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1001.120850 but Gain 7957.234375 Score: -96425664.000000 Penalty: 143230.031250 Iteration 0F: 19 clusters Score -9.642566e+07 nChanged 410754 Entering Unmasked Mstep Mstep: Class 0 contains 1751 members Mstep: Class 1 contains 19206 members Mstep: Class 2 contains 55323 members Mstep: Class 3 contains 41425 members Mstep: Class 4 contains 15055 members Mstep: Class 5 contains 81258 members Mstep: Class 6 contains 17957 members Mstep: Class 7 contains 28879 members Mstep: Class 8 contains 4610 members Mstep: Class 10 contains 20731 members Mstep: Class 11 contains 12255 members Mstep: Class 12 contains 33751 members Mstep: Class 13 contains 15189 members Mstep: Class 14 contains 25286 members Mstep: Class 15 contains 6579 members Mstep: Class 16 contains 15775 members Mstep: Class 17 contains 18255 members Mstep: Class 18 contains 15971 members Mstep: Class 19 contains 9363 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 4909.248535 but Gain 7957.218750 Score: -99818232.000000 Penalty: 135272.812500 Iteration 1F: 18 clusters Score -9.981823e+07 nChanged 208403 Entering Unmasked Mstep Mstep: Class 0 contains 1402 members Mstep: Class 1 contains 17159 members Mstep: Class 2 contains 51398 members Mstep: Class 3 contains 47535 members Mstep: Class 4 contains 9801 members Mstep: Class 5 contains 149889 members Mstep: Class 6 contains 24021 members Mstep: Class 7 contains 5800 members Mstep: Class 8 contains 2653 members Mstep: Class 10 contains 16909 members Mstep: Class 11 contains 10765 members Mstep: Class 12 contains 41954 members Mstep: Class 13 contains 5702 members Mstep: Class 14 contains 6936 members Mstep: Class 15 contains 3737 members Mstep: Class 16 contains 9427 members Mstep: Class 17 contains 18523 members Mstep: Class 18 contains 15008 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 5490.353516 but Gain 7957.226562 Score: -100585672.000000 Penalty: 127315.585938 Iteration 2F: 17 clusters Score -1.005857e+08 nChanged 139560 Entering Unmasked Mstep Mstep: Class 0 contains 963 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 81653 members Mstep: Class 3 contains 34148 members Mstep: Class 4 contains 3826 members Mstep: Class 5 contains 156654 members Mstep: Class 6 contains 33122 members Mstep: Class 7 contains 1930 members Mstep: Class 8 contains 2612 members Mstep: Class 10 contains 14183 members Mstep: Class 11 contains 8625 members Mstep: Class 12 contains 47312 members Mstep: Class 13 contains 2247 members Mstep: Class 14 contains 4221 members Mstep: Class 16 contains 7598 members Mstep: Class 17 contains 17048 members Mstep: Class 18 contains 13484 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 6172.259766 but Gain 7957.226562 Score: -101017352.000000 Penalty: 119358.359375 Iteration 3F: 16 clusters Score -1.010174e+08 nChanged 94680 Entering Unmasked Mstep Mstep: Class 0 contains 762 members Mstep: Class 2 contains 108028 members Mstep: Class 3 contains 29525 members Mstep: Class 4 contains 1321 members Mstep: Class 5 contains 143896 members Mstep: Class 6 contains 39981 members Mstep: Class 7 contains 1361 members Mstep: Class 8 contains 2749 members Mstep: Class 10 contains 11505 members Mstep: Class 11 contains 9354 members Mstep: Class 12 contains 50978 members Mstep: Class 13 contains 970 members Mstep: Class 14 contains 2814 members Mstep: Class 16 contains 8019 members Mstep: Class 17 contains 18451 members Mstep: Class 18 contains 8905 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 5964.814453 but Gain 7957.218750 Score: -101232952.000000 Penalty: 111401.140625 Iteration 4F: 15 clusters Score -1.01233e+08 nChanged 55612 Entering Unmasked Mstep Mstep: Class 0 contains 465 members Mstep: Class 2 contains 117061 members Mstep: Class 3 contains 30310 members Mstep: Class 4 contains 1354 members Mstep: Class 5 contains 127149 members Mstep: Class 6 contains 42447 members Mstep: Class 7 contains 1413 members Mstep: Class 8 contains 3058 members Mstep: Class 10 contains 10067 members Mstep: Class 11 contains 12145 members Mstep: Class 12 contains 53737 members Mstep: Class 14 contains 2058 members Mstep: Class 16 contains 8983 members Mstep: Class 17 contains 18849 members Mstep: Class 18 contains 9523 members Entering Unmasked Estep ConsiderDeletion Score: -101454952.000000 Penalty: 111401.140625 Iteration 5F: 15 clusters Score -1.01455e+08 nChanged 37653 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 2 contains 122893 members Mstep: Class 3 contains 30667 members Mstep: Class 4 contains 1334 members Mstep: Class 5 contains 115146 members Mstep: Class 6 contains 42616 members Mstep: Class 7 contains 1446 members Mstep: Class 8 contains 3609 members Mstep: Class 10 contains 10380 members Mstep: Class 11 contains 16260 members Mstep: Class 12 contains 54064 members Mstep: Class 14 contains 1858 members Mstep: Class 16 contains 9850 members Mstep: Class 17 contains 18215 members Mstep: Class 18 contains 10236 members Entering Unmasked Estep ConsiderDeletion Score: -101516152.000000 Penalty: 111401.140625 Iteration 6F: 15 clusters Score -1.015162e+08 nChanged 26405 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 2 contains 126338 members Mstep: Class 3 contains 30523 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 107281 members Mstep: Class 6 contains 41569 members Mstep: Class 7 contains 1451 members Mstep: Class 8 contains 3970 members Mstep: Class 10 contains 11728 members Mstep: Class 11 contains 19835 members Mstep: Class 12 contains 53739 members Mstep: Class 14 contains 1650 members Mstep: Class 16 contains 10645 members Mstep: Class 17 contains 17224 members Mstep: Class 18 contains 11300 members Entering Unmasked Estep ConsiderDeletion Score: -101550144.000000 Penalty: 111401.140625 Iteration 7F: 15 clusters Score -1.015501e+08 nChanged 20935 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 128285 members Mstep: Class 3 contains 30927 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 101354 members Mstep: Class 6 contains 39862 members Mstep: Class 7 contains 1451 members Mstep: Class 8 contains 4153 members Mstep: Class 10 contains 13158 members Mstep: Class 11 contains 22876 members Mstep: Class 12 contains 53510 members Mstep: Class 14 contains 1556 members Mstep: Class 16 contains 11474 members Mstep: Class 17 contains 16307 members Mstep: Class 18 contains 12346 members Entering Unmasked Estep ConsiderDeletion Score: -101575704.000000 Penalty: 111401.140625 Iteration 8Q: 15 clusters Score -1.015757e+08 nChanged 17478 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 129063 members Mstep: Class 3 contains 32005 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 96523 members Mstep: Class 6 contains 37748 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4235 members Mstep: Class 10 contains 14116 members Mstep: Class 11 contains 25965 members Mstep: Class 12 contains 53442 members Mstep: Class 14 contains 1527 members Mstep: Class 16 contains 12315 members Mstep: Class 17 contains 15572 members Mstep: Class 18 contains 13293 members Entering Unmasked Estep ConsiderDeletion Score: -101598608.000000 Penalty: 111401.140625 Iteration 9Q: 15 clusters Score -1.015986e+08 nChanged 15432 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 128631 members Mstep: Class 3 contains 33241 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 92831 members Mstep: Class 6 contains 35470 members Mstep: Class 7 contains 1458 members Mstep: Class 8 contains 4278 members Mstep: Class 10 contains 14567 members Mstep: Class 11 contains 29361 members Mstep: Class 12 contains 53376 members Mstep: Class 14 contains 1515 members Mstep: Class 16 contains 13323 members Mstep: Class 17 contains 15068 members Mstep: Class 18 contains 14140 members Entering Unmasked Estep ConsiderDeletion Score: -101618840.000000 Penalty: 111401.140625 Iteration 10Q: 15 clusters Score -1.016188e+08 nChanged 13301 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 127198 members Mstep: Class 3 contains 34277 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 90541 members Mstep: Class 6 contains 33400 members Mstep: Class 7 contains 1459 members Mstep: Class 8 contains 4305 members Mstep: Class 10 contains 14604 members Mstep: Class 11 contains 32632 members Mstep: Class 12 contains 53252 members Mstep: Class 14 contains 1503 members Mstep: Class 16 contains 14508 members Mstep: Class 17 contains 14672 members Mstep: Class 18 contains 14908 members Entering Unmasked Estep ConsiderDeletion Score: -101632320.000000 Penalty: 111401.140625 Iteration 11Q: 15 clusters Score -1.016323e+08 nChanged 10101 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 125747 members Mstep: Class 3 contains 34880 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 89022 members Mstep: Class 6 contains 32179 members Mstep: Class 7 contains 1459 members Mstep: Class 8 contains 4317 members Mstep: Class 10 contains 14540 members Mstep: Class 11 contains 35035 members Mstep: Class 12 contains 53000 members Mstep: Class 14 contains 1497 members Mstep: Class 16 contains 15722 members Mstep: Class 17 contains 14324 members Mstep: Class 18 contains 15537 members Entering Unmasked Estep ConsiderDeletion Score: -101639952.000000 Penalty: 111401.140625 Iteration 12Q: 15 clusters Score -1.0164e+08 nChanged 7343 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 124593 members Mstep: Class 3 contains 35324 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 88024 members Mstep: Class 6 contains 31602 members Mstep: Class 7 contains 1453 members Mstep: Class 8 contains 4329 members Mstep: Class 10 contains 14409 members Mstep: Class 11 contains 36754 members Mstep: Class 12 contains 52425 members Mstep: Class 14 contains 1493 members Mstep: Class 16 contains 16830 members Mstep: Class 17 contains 13964 members Mstep: Class 18 contains 16059 members Entering Unmasked Estep ConsiderDeletion Score: -101643760.000000 Penalty: 111401.140625 Iteration 13Q: 15 clusters Score -1.016438e+08 nChanged 5567 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 123787 members Mstep: Class 3 contains 35781 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 87311 members Mstep: Class 6 contains 31350 members Mstep: Class 7 contains 1453 members Mstep: Class 8 contains 4343 members Mstep: Class 10 contains 14226 members Mstep: Class 11 contains 38022 members Mstep: Class 12 contains 51690 members Mstep: Class 14 contains 1491 members Mstep: Class 16 contains 17763 members Mstep: Class 17 contains 13586 members Mstep: Class 18 contains 16456 members Entering Unmasked Estep ConsiderDeletion Score: -101647296.000000 Penalty: 111401.140625 Iteration 14Q: 15 clusters Score -1.016473e+08 nChanged 4404 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 123135 members Mstep: Class 3 contains 36282 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 86804 members Mstep: Class 6 contains 31236 members Mstep: Class 7 contains 1453 members Mstep: Class 8 contains 4355 members Mstep: Class 10 contains 14043 members Mstep: Class 11 contains 38975 members Mstep: Class 12 contains 51006 members Mstep: Class 14 contains 1490 members Mstep: Class 16 contains 18536 members Mstep: Class 17 contains 13164 members Mstep: Class 18 contains 16780 members Entering Unmasked Estep ConsiderDeletion Score: -101649488.000000 Penalty: 111401.140625 Iteration 15Q: 15 clusters Score -1.016495e+08 nChanged 3545 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 122642 members Mstep: Class 3 contains 36770 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 86441 members Mstep: Class 6 contains 31179 members Mstep: Class 7 contains 1453 members Mstep: Class 8 contains 4377 members Mstep: Class 10 contains 13899 members Mstep: Class 11 contains 39687 members Mstep: Class 12 contains 50315 members Mstep: Class 14 contains 1489 members Mstep: Class 16 contains 19180 members Mstep: Class 17 contains 12773 members Mstep: Class 18 contains 17054 members Entering Unmasked Estep ConsiderDeletion Score: -101651352.000000 Penalty: 111401.140625 Iteration 16Q: 15 clusters Score -1.016514e+08 nChanged 2785 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 122312 members Mstep: Class 3 contains 37189 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 86226 members Mstep: Class 6 contains 31147 members Mstep: Class 7 contains 1453 members Mstep: Class 8 contains 4392 members Mstep: Class 10 contains 13739 members Mstep: Class 11 contains 40189 members Mstep: Class 12 contains 49740 members Mstep: Class 14 contains 1486 members Mstep: Class 16 contains 19679 members Mstep: Class 17 contains 12423 members Mstep: Class 18 contains 17284 members Entering Unmasked Estep ConsiderDeletion Score: -101652192.000000 Penalty: 111401.140625 Iteration 17Q: 15 clusters Score -1.016522e+08 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 122034 members Mstep: Class 3 contains 37541 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 86014 members Mstep: Class 6 contains 31137 members Mstep: Class 7 contains 1452 members Mstep: Class 8 contains 4404 members Mstep: Class 10 contains 13600 members Mstep: Class 11 contains 40576 members Mstep: Class 12 contains 49267 members Mstep: Class 14 contains 1483 members Mstep: Class 16 contains 20132 members Mstep: Class 17 contains 12141 members Mstep: Class 18 contains 17478 members Entering Unmasked Estep ConsiderDeletion Score: -101653064.000000 Penalty: 111401.140625 Iteration 18Q: 15 clusters Score -1.016531e+08 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 121796 members Mstep: Class 3 contains 37781 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 85861 members Mstep: Class 6 contains 31142 members Mstep: Class 7 contains 1452 members Mstep: Class 8 contains 4407 members Mstep: Class 10 contains 13481 members Mstep: Class 11 contains 40909 members Mstep: Class 12 contains 48894 members Mstep: Class 14 contains 1482 members Mstep: Class 16 contains 20525 members Mstep: Class 17 contains 11878 members Mstep: Class 18 contains 17651 members Entering Unmasked Estep ConsiderDeletion Score: -101653608.000000 Penalty: 111401.140625 Iteration 19Q: 15 clusters Score -1.016536e+08 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 121613 members Mstep: Class 3 contains 37933 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 85720 members Mstep: Class 6 contains 31141 members Mstep: Class 7 contains 1454 members Mstep: Class 8 contains 4415 members Mstep: Class 10 contains 13380 members Mstep: Class 11 contains 41157 members Mstep: Class 12 contains 48637 members Mstep: Class 14 contains 1477 members Mstep: Class 16 contains 20904 members Mstep: Class 17 contains 11630 members Mstep: Class 18 contains 17797 members Entering Unmasked Estep ConsiderDeletion Score: -101654936.000000 Penalty: 111401.140625 Iteration 20F: 15 clusters Score -1.016549e+08 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 2 contains 121414 members Mstep: Class 3 contains 38023 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 85604 members Mstep: Class 6 contains 31140 members Mstep: Class 7 contains 1454 members Mstep: Class 8 contains 4430 members Mstep: Class 10 contains 13278 members Mstep: Class 11 contains 41457 members Mstep: Class 12 contains 48406 members Mstep: Class 14 contains 1467 members Mstep: Class 16 contains 21278 members Mstep: Class 17 contains 11388 members Mstep: Class 18 contains 17921 members Entering Unmasked Estep ConsiderDeletion Score: -101655144.000000 Penalty: 111401.140625 Iteration 21Q: 15 clusters Score -1.016551e+08 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 2 contains 121253 members Mstep: Class 3 contains 38107 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 85497 members Mstep: Class 6 contains 31144 members Mstep: Class 7 contains 1454 members Mstep: Class 8 contains 4437 members Mstep: Class 10 contains 13192 members Mstep: Class 11 contains 41700 members Mstep: Class 12 contains 48206 members Mstep: Class 14 contains 1462 members Mstep: Class 16 contains 21628 members Mstep: Class 17 contains 11148 members Mstep: Class 18 contains 18032 members Entering Unmasked Estep ConsiderDeletion Score: -101655744.000000 Penalty: 111401.140625 Iteration 22Q: 15 clusters Score -1.016557e+08 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 2 contains 121113 members Mstep: Class 3 contains 38149 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 85401 members Mstep: Class 6 contains 31151 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4438 members Mstep: Class 10 contains 13109 members Mstep: Class 11 contains 41884 members Mstep: Class 12 contains 48092 members Mstep: Class 14 contains 1460 members Mstep: Class 16 contains 21978 members Mstep: Class 17 contains 10904 members Mstep: Class 18 contains 18125 members Entering Unmasked Estep ConsiderDeletion Score: -101656208.000000 Penalty: 111401.140625 Iteration 23Q: 15 clusters Score -1.016562e+08 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 121016 members Mstep: Class 3 contains 38183 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 85268 members Mstep: Class 6 contains 31152 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4441 members Mstep: Class 10 contains 13033 members Mstep: Class 11 contains 42013 members Mstep: Class 12 contains 48031 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 22363 members Mstep: Class 17 contains 10642 members Mstep: Class 18 contains 18202 members Entering Unmasked Estep ConsiderDeletion Score: -101656544.000000 Penalty: 111401.140625 Iteration 24Q: 15 clusters Score -1.016565e+08 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120944 members Mstep: Class 3 contains 38201 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 85116 members Mstep: Class 6 contains 31159 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4441 members Mstep: Class 10 contains 12962 members Mstep: Class 11 contains 42130 members Mstep: Class 12 contains 47957 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 22771 members Mstep: Class 17 contains 10384 members Mstep: Class 18 contains 18279 members Entering Unmasked Estep ConsiderDeletion Score: -101657248.000000 Penalty: 111401.140625 Iteration 25Q: 15 clusters Score -1.016572e+08 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120890 members Mstep: Class 3 contains 38217 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84996 members Mstep: Class 6 contains 31162 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4441 members Mstep: Class 10 contains 12888 members Mstep: Class 11 contains 42217 members Mstep: Class 12 contains 47913 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 23114 members Mstep: Class 17 contains 10154 members Mstep: Class 18 contains 18352 members Entering Unmasked Estep ConsiderDeletion Score: -101657536.000000 Penalty: 111401.140625 Iteration 26Q: 15 clusters Score -1.016575e+08 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120862 members Mstep: Class 3 contains 38209 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84876 members Mstep: Class 6 contains 31166 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4441 members Mstep: Class 10 contains 12832 members Mstep: Class 11 contains 42291 members Mstep: Class 12 contains 47840 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 23421 members Mstep: Class 17 contains 10001 members Mstep: Class 18 contains 18405 members Entering Unmasked Estep ConsiderDeletion Score: -101657624.000000 Penalty: 111401.140625 Iteration 27Q: 15 clusters Score -1.016576e+08 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120797 members Mstep: Class 3 contains 38206 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84779 members Mstep: Class 6 contains 31171 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4441 members Mstep: Class 10 contains 12800 members Mstep: Class 11 contains 42354 members Mstep: Class 12 contains 47768 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 23637 members Mstep: Class 17 contains 9935 members Mstep: Class 18 contains 18456 members Entering Unmasked Estep ConsiderDeletion Score: -101657784.000000 Penalty: 111401.140625 Iteration 28Q: 15 clusters Score -1.016578e+08 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120760 members Mstep: Class 3 contains 38196 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84713 members Mstep: Class 6 contains 31174 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12759 members Mstep: Class 11 contains 42388 members Mstep: Class 12 contains 47703 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 23796 members Mstep: Class 17 contains 9906 members Mstep: Class 18 contains 18507 members Entering Unmasked Estep ConsiderDeletion Score: -101658024.000000 Penalty: 111401.140625 Iteration 29Q: 15 clusters Score -1.01658e+08 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120748 members Mstep: Class 3 contains 38196 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84671 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4441 members Mstep: Class 10 contains 12711 members Mstep: Class 11 contains 42411 members Mstep: Class 12 contains 47659 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 23898 members Mstep: Class 17 contains 9896 members Mstep: Class 18 contains 18537 members Entering Unmasked Estep ConsiderDeletion Score: -101658176.000000 Penalty: 111401.140625 Iteration 30Q: 15 clusters Score -1.016582e+08 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120721 members Mstep: Class 3 contains 38191 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84634 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4443 members Mstep: Class 10 contains 12667 members Mstep: Class 11 contains 42440 members Mstep: Class 12 contains 47625 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 23980 members Mstep: Class 17 contains 9890 members Mstep: Class 18 contains 18577 members Entering Unmasked Estep ConsiderDeletion Score: -101657864.000000 Penalty: 111401.140625 Iteration 31Q: 15 clusters Score -1.016579e+08 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120706 members Mstep: Class 3 contains 38188 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84594 members Mstep: Class 6 contains 31175 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12632 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 47599 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24051 members Mstep: Class 17 contains 9889 members Mstep: Class 18 contains 18610 members Entering Unmasked Estep ConsiderDeletion Score: -101657856.000000 Penalty: 111401.140625 Iteration 32Q: 15 clusters Score -1.016579e+08 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120703 members Mstep: Class 3 contains 38186 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84554 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12604 members Mstep: Class 11 contains 42468 members Mstep: Class 12 contains 47580 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24109 members Mstep: Class 17 contains 9888 members Mstep: Class 18 contains 18634 members Entering Unmasked Estep ConsiderDeletion Score: -101657984.000000 Penalty: 111401.140625 Iteration 33Q: 15 clusters Score -1.01658e+08 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120694 members Mstep: Class 3 contains 38178 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84525 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12586 members Mstep: Class 11 contains 42476 members Mstep: Class 12 contains 47570 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24153 members Mstep: Class 17 contains 9887 members Mstep: Class 18 contains 18657 members Entering Unmasked Estep ConsiderDeletion Score: -101658048.000000 Penalty: 111401.140625 Iteration 34Q: 15 clusters Score -1.01658e+08 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120678 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84507 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12574 members Mstep: Class 11 contains 42481 members Mstep: Class 12 contains 47566 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24178 members Mstep: Class 17 contains 9886 members Mstep: Class 18 contains 18679 members Entering Unmasked Estep ConsiderDeletion Score: -101658104.000000 Penalty: 111401.140625 Iteration 35Q: 15 clusters Score -1.016581e+08 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120660 members Mstep: Class 3 contains 38175 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84498 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12564 members Mstep: Class 11 contains 42487 members Mstep: Class 12 contains 47561 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24202 members Mstep: Class 17 contains 9886 members Mstep: Class 18 contains 18693 members Entering Unmasked Estep ConsiderDeletion Score: -101658144.000000 Penalty: 111401.140625 Iteration 36Q: 15 clusters Score -1.016581e+08 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120653 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84484 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12556 members Mstep: Class 11 contains 42490 members Mstep: Class 12 contains 47554 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24221 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18706 members Entering Unmasked Estep ConsiderDeletion Score: -101658160.000000 Penalty: 111401.140625 Iteration 37Q: 15 clusters Score -1.016582e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120645 members Mstep: Class 3 contains 38176 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84474 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12551 members Mstep: Class 11 contains 42494 members Mstep: Class 12 contains 47546 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24237 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18718 members Entering Unmasked Estep ConsiderDeletion Score: -101658160.000000 Penalty: 111401.140625 Iteration 38Q: 15 clusters Score -1.016582e+08 nChanged 32 Entering ConstructFrom: Score: -101658160.000000 Penalty: 111401.140625 Entering ConstructFrom: Trying to split cluster 2 (120639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120639 members Entering Unmasked Estep Score: -28382618.000000 Penalty: 7166.591797 Iteration 0F: 2 clusters Score -2.838262e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60375 members Mstep: Class 2 contains 60264 members Entering Unmasked Estep Score: -28302180.000000 Penalty: 14333.183594 Iteration 0F: 3 clusters Score -2.830218e+07 nChanged 55609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60234 members Mstep: Class 2 contains 60405 members Entering Unmasked Estep Score: -28332806.000000 Penalty: 14333.183594 Iteration 1F: 3 clusters Score -2.833281e+07 nChanged 4472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60072 members Mstep: Class 2 contains 60567 members Entering Unmasked Estep Score: -28333840.000000 Penalty: 14333.183594 Iteration 2Q: 3 clusters Score -2.833384e+07 nChanged 4222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59656 members Mstep: Class 2 contains 60983 members Entering Unmasked Estep Score: -28335068.000000 Penalty: 14333.183594 Iteration 3Q: 3 clusters Score -2.833507e+07 nChanged 4197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59067 members Mstep: Class 2 contains 61572 members Entering Unmasked Estep Score: -28336068.000000 Penalty: 14333.183594 Iteration 4Q: 3 clusters Score -2.833607e+07 nChanged 4470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58083 members Mstep: Class 2 contains 62556 members Entering Unmasked Estep Score: -28337766.000000 Penalty: 14333.183594 Iteration 5Q: 3 clusters Score -2.833777e+07 nChanged 4976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56659 members Mstep: Class 2 contains 63980 members Entering Unmasked Estep Score: -28339808.000000 Penalty: 14333.183594 Iteration 6Q: 3 clusters Score -2.833981e+07 nChanged 5984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54643 members Mstep: Class 2 contains 65996 members Entering Unmasked Estep Score: -28342738.000000 Penalty: 14333.183594 Iteration 7Q: 3 clusters Score -2.834274e+07 nChanged 6494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51997 members Mstep: Class 2 contains 68642 members Entering Unmasked Estep Score: -28345908.000000 Penalty: 14333.183594 Iteration 8F: 3 clusters Score -2.834591e+07 nChanged 6852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48667 members Mstep: Class 2 contains 71972 members Entering Unmasked Estep Score: -28349562.000000 Penalty: 14333.183594 Iteration 9F: 3 clusters Score -2.834956e+07 nChanged 6589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44812 members Mstep: Class 2 contains 75827 members Entering Unmasked Estep Score: -28352902.000000 Penalty: 14333.183594 Iteration 10F: 3 clusters Score -2.83529e+07 nChanged 6069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40421 members Mstep: Class 2 contains 80218 members Entering Unmasked Estep Score: -28355942.000000 Penalty: 14333.183594 Iteration 11F: 3 clusters Score -2.835594e+07 nChanged 5831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35474 members Mstep: Class 2 contains 85165 members Entering Unmasked Estep Score: -28359002.000000 Penalty: 14333.183594 Iteration 12Q: 3 clusters Score -2.8359e+07 nChanged 5448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30284 members Mstep: Class 2 contains 90355 members Entering Unmasked Estep Score: -28361914.000000 Penalty: 14333.183594 Iteration 13Q: 3 clusters Score -2.836191e+07 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24979 members Mstep: Class 2 contains 95660 members Entering Unmasked Estep Score: -28364842.000000 Penalty: 14333.183594 Iteration 14Q: 3 clusters Score -2.836484e+07 nChanged 5086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19903 members Mstep: Class 2 contains 100736 members Entering Unmasked Estep Score: -28367784.000000 Penalty: 14333.183594 Iteration 15Q: 3 clusters Score -2.836778e+07 nChanged 4614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15297 members Mstep: Class 2 contains 105342 members Entering Unmasked Estep Score: -28370492.000000 Penalty: 14333.183594 Iteration 16Q: 3 clusters Score -2.837049e+07 nChanged 3935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 109265 members Entering Unmasked Estep Score: -28372984.000000 Penalty: 14333.183594 Iteration 17Q: 3 clusters Score -2.837298e+07 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 112237 members Entering Unmasked Estep Score: -28374788.000000 Penalty: 14333.183594 Iteration 18Q: 3 clusters Score -2.837479e+07 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 114333 members Entering Unmasked Estep Score: -28375916.000000 Penalty: 14333.183594 Iteration 19Q: 3 clusters Score -2.837592e+07 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 115634 members Entering Unmasked Estep Score: -28376524.000000 Penalty: 14333.183594 Iteration 20F: 3 clusters Score -2.837652e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 116527 members Entering Unmasked Estep Score: -28377044.000000 Penalty: 14333.183594 Iteration 21Q: 3 clusters Score -2.837704e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 117128 members Entering Unmasked Estep Score: -28377348.000000 Penalty: 14333.183594 Iteration 22Q: 3 clusters Score -2.837735e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 117514 members Entering Unmasked Estep Score: -28377494.000000 Penalty: 14333.183594 Iteration 23Q: 3 clusters Score -2.837749e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 117773 members Entering Unmasked Estep Score: -28377598.000000 Penalty: 14333.183594 Iteration 24Q: 3 clusters Score -2.83776e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 117921 members Entering Unmasked Estep Score: -28377660.000000 Penalty: 14333.183594 Iteration 25Q: 3 clusters Score -2.837766e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 118024 members Entering Unmasked Estep Score: -28377702.000000 Penalty: 14333.183594 Iteration 26Q: 3 clusters Score -2.83777e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 118107 members Entering Unmasked Estep Score: -28377758.000000 Penalty: 14333.183594 Iteration 27Q: 3 clusters Score -2.837776e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 118171 members Entering Unmasked Estep Score: -28377784.000000 Penalty: 14333.183594 Iteration 28Q: 3 clusters Score -2.837778e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 118223 members Entering Unmasked Estep Score: -28377790.000000 Penalty: 14333.183594 Iteration 29Q: 3 clusters Score -2.837779e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 118271 members Entering Unmasked Estep Score: -28377800.000000 Penalty: 14333.183594 Iteration 30Q: 3 clusters Score -2.83778e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 118302 members Entering Unmasked Estep Score: -28377844.000000 Penalty: 14333.183594 Iteration 31Q: 3 clusters Score -2.837784e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 118331 members Entering Unmasked Estep Score: -28377858.000000 Penalty: 14333.183594 Iteration 32Q: 3 clusters Score -2.837786e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 118354 members Entering Unmasked Estep Score: -28377882.000000 Penalty: 14333.183594 Iteration 33Q: 3 clusters Score -2.837788e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 118377 members Entering Unmasked Estep Score: -28377894.000000 Penalty: 14333.183594 Iteration 34Q: 3 clusters Score -2.837789e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 118390 members Entering Unmasked Estep Score: -28377896.000000 Penalty: 14333.183594 Iteration 35Q: 3 clusters Score -2.83779e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 118402 members Entering Unmasked Estep Score: -28377906.000000 Penalty: 14333.183594 Iteration 36Q: 3 clusters Score -2.837791e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 118409 members Entering Unmasked Estep Score: -28377910.000000 Penalty: 14333.183594 Iteration 37Q: 3 clusters Score -2.837791e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 118415 members Entering Unmasked Estep Score: -28377900.000000 Penalty: 14333.183594 Iteration 38Q: 3 clusters Score -2.83779e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 118421 members Entering Unmasked Estep Score: -28377908.000000 Penalty: 14333.183594 Iteration 39Q: 3 clusters Score -2.837791e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 118428 members Entering Unmasked Estep Score: -28377888.000000 Penalty: 14333.183594 Iteration 40F: 3 clusters Score -2.837789e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 118432 members Entering Unmasked Estep Score: -28377908.000000 Penalty: 14333.183594 Iteration 41Q: 3 clusters Score -2.837791e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 118435 members Entering Unmasked Estep Score: -28377916.000000 Penalty: 14333.183594 Iteration 42Q: 3 clusters Score -2.837792e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 118438 members Entering Unmasked Estep Score: -28377928.000000 Penalty: 14333.183594 Iteration 43Q: 3 clusters Score -2.837793e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 118439 members Entering Unmasked Estep Score: -28377930.000000 Penalty: 14333.183594 Iteration 44Q: 3 clusters Score -2.837793e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 118440 members Entering Unmasked Estep Score: -28377920.000000 Penalty: 14333.183594 Iteration 45Q: 3 clusters Score -2.837792e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 118441 members Entering Unmasked Estep Score: -28377920.000000 Penalty: 14333.183594 Iteration 46Q: 3 clusters Score -2.837792e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 118442 members Entering Unmasked Estep Score: -28377934.000000 Penalty: 14333.183594 Iteration 47Q: 3 clusters Score -2.837793e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 118444 members Entering Unmasked Estep Score: -28377932.000000 Penalty: 14333.183594 Iteration 48Q: 3 clusters Score -2.837793e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 118446 members Entering Unmasked Estep Score: -28377942.000000 Penalty: 14333.183594 Iteration 49Q: 3 clusters Score -2.837794e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 118446 members Entering Unmasked Estep Score: -28377942.000000 Penalty: 14333.183594 Iteration 50F: 3 clusters Score -2.837794e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (38177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38177 members Entering Unmasked Estep Score: -8820669.000000 Penalty: 6461.868164 Iteration 0F: 2 clusters Score -8820669 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19156 members Mstep: Class 2 contains 19021 members Entering Unmasked Estep Score: -8792570.000000 Penalty: 12923.736328 Iteration 0F: 3 clusters Score -8792570 nChanged 16442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19752 members Mstep: Class 2 contains 18425 members Entering Unmasked Estep Score: -8801546.000000 Penalty: 12923.736328 Iteration 1F: 3 clusters Score -8801546 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20386 members Mstep: Class 2 contains 17791 members Entering Unmasked Estep Score: -8803333.000000 Penalty: 12923.736328 Iteration 2F: 3 clusters Score -8803333 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21400 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -8805863.000000 Penalty: 12923.736328 Iteration 3F: 3 clusters Score -8805863 nChanged 3256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22692 members Mstep: Class 2 contains 15485 members Entering Unmasked Estep Score: -8808971.000000 Penalty: 12923.736328 Iteration 4F: 3 clusters Score -8808971 nChanged 3302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24172 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -8812183.000000 Penalty: 12923.736328 Iteration 5F: 3 clusters Score -8812183 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25345 members Mstep: Class 2 contains 12832 members Entering Unmasked Estep Score: -8814417.000000 Penalty: 12923.736328 Iteration 6F: 3 clusters Score -8814417 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26125 members Mstep: Class 2 contains 12052 members Entering Unmasked Estep Score: -8815616.000000 Penalty: 12923.736328 Iteration 7F: 3 clusters Score -8815616 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26663 members Mstep: Class 2 contains 11514 members Entering Unmasked Estep Score: -8816192.000000 Penalty: 12923.736328 Iteration 8Q: 3 clusters Score -8816192 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27083 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -8816503.000000 Penalty: 12923.736328 Iteration 9Q: 3 clusters Score -8816503 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27455 members Mstep: Class 2 contains 10722 members Entering Unmasked Estep Score: -8816681.000000 Penalty: 12923.736328 Iteration 10Q: 3 clusters Score -8816681 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27751 members Mstep: Class 2 contains 10426 members Entering Unmasked Estep Score: -8816765.000000 Penalty: 12923.736328 Iteration 11Q: 3 clusters Score -8816765 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28024 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -8816876.000000 Penalty: 12923.736328 Iteration 12Q: 3 clusters Score -8816876 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28268 members Mstep: Class 2 contains 9909 members Entering Unmasked Estep Score: -8816934.000000 Penalty: 12923.736328 Iteration 13Q: 3 clusters Score -8816934 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28493 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -8816995.000000 Penalty: 12923.736328 Iteration 14Q: 3 clusters Score -8816995 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28684 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -8816996.000000 Penalty: 12923.736328 Iteration 15Q: 3 clusters Score -8816996 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28852 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -8817044.000000 Penalty: 12923.736328 Iteration 16Q: 3 clusters Score -8817044 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29010 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -8817110.000000 Penalty: 12923.736328 Iteration 17Q: 3 clusters Score -8817110 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29156 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -8817166.000000 Penalty: 12923.736328 Iteration 18Q: 3 clusters Score -8817166 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29312 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -8817263.000000 Penalty: 12923.736328 Iteration 19Q: 3 clusters Score -8817263 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29469 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -8817348.000000 Penalty: 12923.736328 Iteration 20F: 3 clusters Score -8817348 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29639 members Mstep: Class 2 contains 8538 members Entering Unmasked Estep Score: -8817485.000000 Penalty: 12923.736328 Iteration 21Q: 3 clusters Score -8817485 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29810 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -8817768.000000 Penalty: 12923.736328 Iteration 22Q: 3 clusters Score -8817768 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29966 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -8818063.000000 Penalty: 12923.736328 Iteration 23Q: 3 clusters Score -8818063 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30053 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -8818206.000000 Penalty: 12923.736328 Iteration 24Q: 3 clusters Score -8818206 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30098 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -8818251.000000 Penalty: 12923.736328 Iteration 25Q: 3 clusters Score -8818251 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30140 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -8818300.000000 Penalty: 12923.736328 Iteration 26Q: 3 clusters Score -8818300 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30163 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -8818354.000000 Penalty: 12923.736328 Iteration 27Q: 3 clusters Score -8818354 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30179 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -8818366.000000 Penalty: 12923.736328 Iteration 28Q: 3 clusters Score -8818366 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30182 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -8818366.000000 Penalty: 12923.736328 Iteration 29Q: 3 clusters Score -8818366 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30191 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -8818397.000000 Penalty: 12923.736328 Iteration 30Q: 3 clusters Score -8818397 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30221 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -8818390.000000 Penalty: 12923.736328 Iteration 31Q: 3 clusters Score -8818390 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30246 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -8818427.000000 Penalty: 12923.736328 Iteration 32Q: 3 clusters Score -8818427 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30258 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -8818439.000000 Penalty: 12923.736328 Iteration 33Q: 3 clusters Score -8818439 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30274 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -8818471.000000 Penalty: 12923.736328 Iteration 34Q: 3 clusters Score -8818471 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30284 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -8818477.000000 Penalty: 12923.736328 Iteration 35Q: 3 clusters Score -8818477 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30283 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -8818523.000000 Penalty: 12923.736328 Iteration 36Q: 3 clusters Score -8818523 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30274 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -8818562.000000 Penalty: 12923.736328 Iteration 37Q: 3 clusters Score -8818562 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30259 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -8818555.000000 Penalty: 12923.736328 Iteration 38Q: 3 clusters Score -8818555 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30236 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -8818566.000000 Penalty: 12923.736328 Iteration 39Q: 3 clusters Score -8818566 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30212 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -8818579.000000 Penalty: 12923.736328 Iteration 40F: 3 clusters Score -8818579 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30202 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -8818632.000000 Penalty: 12923.736328 Iteration 41Q: 3 clusters Score -8818632 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30158 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -8818662.000000 Penalty: 12923.736328 Iteration 42Q: 3 clusters Score -8818662 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30110 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -8818690.000000 Penalty: 12923.736328 Iteration 43Q: 3 clusters Score -8818690 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30056 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -8818706.000000 Penalty: 12923.736328 Iteration 44Q: 3 clusters Score -8818706 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30003 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -8818710.000000 Penalty: 12923.736328 Iteration 45Q: 3 clusters Score -8818710 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29958 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -8818724.000000 Penalty: 12923.736328 Iteration 46Q: 3 clusters Score -8818724 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29905 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -8818718.000000 Penalty: 12923.736328 Iteration 47Q: 3 clusters Score -8818718 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29860 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -8818716.000000 Penalty: 12923.736328 Iteration 48Q: 3 clusters Score -8818716 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29815 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -8818717.000000 Penalty: 12923.736328 Iteration 49Q: 3 clusters Score -8818717 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29758 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -8818747.000000 Penalty: 12923.736328 Iteration 50Q: 3 clusters Score -8818747 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29711 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -8818750.000000 Penalty: 12923.736328 Iteration 51Q: 3 clusters Score -8818750 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29659 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -8818758.000000 Penalty: 12923.736328 Iteration 52Q: 3 clusters Score -8818758 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29618 members Mstep: Class 2 contains 8559 members Entering Unmasked Estep Score: -8818771.000000 Penalty: 12923.736328 Iteration 53Q: 3 clusters Score -8818771 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29586 members Mstep: Class 2 contains 8591 members Entering Unmasked Estep Score: -8818783.000000 Penalty: 12923.736328 Iteration 54Q: 3 clusters Score -8818783 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29537 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -8818778.000000 Penalty: 12923.736328 Iteration 55Q: 3 clusters Score -8818778 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29495 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -8818780.000000 Penalty: 12923.736328 Iteration 56Q: 3 clusters Score -8818780 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29449 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -8818781.000000 Penalty: 12923.736328 Iteration 57Q: 3 clusters Score -8818781 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29406 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -8818797.000000 Penalty: 12923.736328 Iteration 58Q: 3 clusters Score -8818797 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29366 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -8818811.000000 Penalty: 12923.736328 Iteration 59Q: 3 clusters Score -8818811 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29334 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -8818826.000000 Penalty: 12923.736328 Iteration 60F: 3 clusters Score -8818826 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29304 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -8818808.000000 Penalty: 12923.736328 Iteration 61Q: 3 clusters Score -8818808 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29273 members Mstep: Class 2 contains 8904 members Entering Unmasked Estep Score: -8818820.000000 Penalty: 12923.736328 Iteration 62Q: 3 clusters Score -8818820 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29260 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -8818825.000000 Penalty: 12923.736328 Iteration 63Q: 3 clusters Score -8818825 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29237 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -8818827.000000 Penalty: 12923.736328 Iteration 64Q: 3 clusters Score -8818827 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29212 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -8818849.000000 Penalty: 12923.736328 Iteration 65Q: 3 clusters Score -8818849 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29188 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -8818838.000000 Penalty: 12923.736328 Iteration 66Q: 3 clusters Score -8818838 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29165 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -8818834.000000 Penalty: 12923.736328 Iteration 67Q: 3 clusters Score -8818834 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29142 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -8818846.000000 Penalty: 12923.736328 Iteration 68Q: 3 clusters Score -8818846 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29118 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -8818849.000000 Penalty: 12923.736328 Iteration 69Q: 3 clusters Score -8818849 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29096 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -8818855.000000 Penalty: 12923.736328 Iteration 70Q: 3 clusters Score -8818855 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29075 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -8818864.000000 Penalty: 12923.736328 Iteration 71Q: 3 clusters Score -8818864 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29051 members Mstep: Class 2 contains 9126 members Entering Unmasked Estep Score: -8818843.000000 Penalty: 12923.736328 Iteration 72Q: 3 clusters Score -8818843 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29029 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -8818853.000000 Penalty: 12923.736328 Iteration 73Q: 3 clusters Score -8818853 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29009 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -8818848.000000 Penalty: 12923.736328 Iteration 74Q: 3 clusters Score -8818848 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28987 members Mstep: Class 2 contains 9190 members Entering Unmasked Estep Score: -8818854.000000 Penalty: 12923.736328 Iteration 75Q: 3 clusters Score -8818854 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28968 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -8818848.000000 Penalty: 12923.736328 Iteration 76Q: 3 clusters Score -8818848 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28945 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -8818855.000000 Penalty: 12923.736328 Iteration 77Q: 3 clusters Score -8818855 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28921 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -8818862.000000 Penalty: 12923.736328 Iteration 78Q: 3 clusters Score -8818862 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28888 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -8818871.000000 Penalty: 12923.736328 Iteration 79Q: 3 clusters Score -8818871 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28858 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -8818866.000000 Penalty: 12923.736328 Iteration 80F: 3 clusters Score -8818866 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28833 members Mstep: Class 2 contains 9344 members Entering Unmasked Estep Score: -8818859.000000 Penalty: 12923.736328 Iteration 81Q: 3 clusters Score -8818859 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28813 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -8818871.000000 Penalty: 12923.736328 Iteration 82Q: 3 clusters Score -8818871 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28795 members Mstep: Class 2 contains 9382 members Entering Unmasked Estep Score: -8818857.000000 Penalty: 12923.736328 Iteration 83Q: 3 clusters Score -8818857 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28773 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -8818864.000000 Penalty: 12923.736328 Iteration 84Q: 3 clusters Score -8818864 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28753 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -8818847.000000 Penalty: 12923.736328 Iteration 85Q: 3 clusters Score -8818847 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28728 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -8818854.000000 Penalty: 12923.736328 Iteration 86Q: 3 clusters Score -8818854 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28710 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -8818867.000000 Penalty: 12923.736328 Iteration 87Q: 3 clusters Score -8818867 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28694 members Mstep: Class 2 contains 9483 members Entering Unmasked Estep Score: -8818877.000000 Penalty: 12923.736328 Iteration 88Q: 3 clusters Score -8818877 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28683 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -8818883.000000 Penalty: 12923.736328 Iteration 89Q: 3 clusters Score -8818883 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28667 members Mstep: Class 2 contains 9510 members Entering Unmasked Estep Score: -8818871.000000 Penalty: 12923.736328 Iteration 90Q: 3 clusters Score -8818871 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28648 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -8818868.000000 Penalty: 12923.736328 Iteration 91Q: 3 clusters Score -8818868 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28629 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -8818860.000000 Penalty: 12923.736328 Iteration 92Q: 3 clusters Score -8818860 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28609 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -8818867.000000 Penalty: 12923.736328 Iteration 93Q: 3 clusters Score -8818867 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28576 members Mstep: Class 2 contains 9601 members Entering Unmasked Estep Score: -8818881.000000 Penalty: 12923.736328 Iteration 94Q: 3 clusters Score -8818881 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28551 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -8818879.000000 Penalty: 12923.736328 Iteration 95Q: 3 clusters Score -8818879 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28532 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -8818881.000000 Penalty: 12923.736328 Iteration 96Q: 3 clusters Score -8818881 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28508 members Mstep: Class 2 contains 9669 members Entering Unmasked Estep Score: -8818889.000000 Penalty: 12923.736328 Iteration 97Q: 3 clusters Score -8818889 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28488 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -8818893.000000 Penalty: 12923.736328 Iteration 98Q: 3 clusters Score -8818893 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28468 members Mstep: Class 2 contains 9709 members Entering Unmasked Estep Score: -8818907.000000 Penalty: 12923.736328 Iteration 99Q: 3 clusters Score -8818907 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28450 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -8818891.000000 Penalty: 12923.736328 Iteration 100F: 3 clusters Score -8818891 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28438 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -8818900.000000 Penalty: 12923.736328 Iteration 101Q: 3 clusters Score -8818900 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28422 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -8818898.000000 Penalty: 12923.736328 Iteration 102Q: 3 clusters Score -8818898 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28399 members Mstep: Class 2 contains 9778 members Entering Unmasked Estep Score: -8818901.000000 Penalty: 12923.736328 Iteration 103Q: 3 clusters Score -8818901 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28371 members Mstep: Class 2 contains 9806 members Entering Unmasked Estep Score: -8818914.000000 Penalty: 12923.736328 Iteration 104Q: 3 clusters Score -8818914 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28354 members Mstep: Class 2 contains 9823 members Entering Unmasked Estep Score: -8818915.000000 Penalty: 12923.736328 Iteration 105Q: 3 clusters Score -8818915 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28336 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -8818915.000000 Penalty: 12923.736328 Iteration 106Q: 3 clusters Score -8818915 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28317 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -8818915.000000 Penalty: 12923.736328 Iteration 107Q: 3 clusters Score -8818915 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28302 members Mstep: Class 2 contains 9875 members Entering Unmasked Estep Score: -8818922.000000 Penalty: 12923.736328 Iteration 108Q: 3 clusters Score -8818922 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28286 members Mstep: Class 2 contains 9891 members Entering Unmasked Estep Score: -8818930.000000 Penalty: 12923.736328 Iteration 109Q: 3 clusters Score -8818930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28274 members Mstep: Class 2 contains 9903 members Entering Unmasked Estep Score: -8818924.000000 Penalty: 12923.736328 Iteration 110Q: 3 clusters Score -8818924 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28266 members Mstep: Class 2 contains 9911 members Entering Unmasked Estep Score: -8818931.000000 Penalty: 12923.736328 Iteration 111Q: 3 clusters Score -8818931 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28257 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -8818932.000000 Penalty: 12923.736328 Iteration 112Q: 3 clusters Score -8818932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28251 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -8818934.000000 Penalty: 12923.736328 Iteration 113Q: 3 clusters Score -8818934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28243 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -8818940.000000 Penalty: 12923.736328 Iteration 114Q: 3 clusters Score -8818940 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28239 members Mstep: Class 2 contains 9938 members Entering Unmasked Estep Score: -8818936.000000 Penalty: 12923.736328 Iteration 115Q: 3 clusters Score -8818936 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28235 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -8818931.000000 Penalty: 12923.736328 Iteration 116Q: 3 clusters Score -8818931 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28231 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -8818931.000000 Penalty: 12923.736328 Iteration 117Q: 3 clusters Score -8818931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28228 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -8818938.000000 Penalty: 12923.736328 Iteration 118Q: 3 clusters Score -8818938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28225 members Mstep: Class 2 contains 9952 members Entering Unmasked Estep Score: -8818938.000000 Penalty: 12923.736328 Iteration 119Q: 3 clusters Score -8818938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28222 members Mstep: Class 2 contains 9955 members Entering Unmasked Estep Score: -8818939.000000 Penalty: 12923.736328 Iteration 120F: 3 clusters Score -8818939 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28217 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -8818943.000000 Penalty: 12923.736328 Iteration 121Q: 3 clusters Score -8818943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28215 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -8818940.000000 Penalty: 12923.736328 Iteration 122Q: 3 clusters Score -8818940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28213 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -8818946.000000 Penalty: 12923.736328 Iteration 123Q: 3 clusters Score -8818946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28211 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -8818948.000000 Penalty: 12923.736328 Iteration 124Q: 3 clusters Score -8818948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28208 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -8818954.000000 Penalty: 12923.736328 Iteration 125Q: 3 clusters Score -8818954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28206 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -8818950.000000 Penalty: 12923.736328 Iteration 126Q: 3 clusters Score -8818950 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28202 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -8818948.000000 Penalty: 12923.736328 Iteration 127Q: 3 clusters Score -8818948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28201 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -8818949.000000 Penalty: 12923.736328 Iteration 128Q: 3 clusters Score -8818949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28201 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -8818949.000000 Penalty: 12923.736328 Iteration 129F: 3 clusters Score -8818949 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Entering Unmasked Estep Score: -266933.750000 Penalty: 4403.827637 Iteration 0F: 2 clusters Score -266933.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -262852.625000 Penalty: 8807.655273 Iteration 0F: 3 clusters Score -262852.6 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -263847.281250 Penalty: 8807.655273 Iteration 1F: 3 clusters Score -263847.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -264493.937500 Penalty: 8807.655273 Iteration 2F: 3 clusters Score -264493.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -265250.718750 Penalty: 8807.655273 Iteration 3F: 3 clusters Score -265250.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -265704.281250 Penalty: 8807.655273 Iteration 4F: 3 clusters Score -265704.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -266178.468750 Penalty: 8807.655273 Iteration 5Q: 3 clusters Score -266178.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -266550.281250 Penalty: 8807.655273 Iteration 6Q: 3 clusters Score -266550.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -266773.218750 Penalty: 8807.655273 Iteration 7Q: 3 clusters Score -266773.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -266840.906250 Penalty: 8807.655273 Iteration 8Q: 3 clusters Score -266840.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -266907.343750 Penalty: 8807.655273 Iteration 9Q: 3 clusters Score -266907.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -266949.562500 Penalty: 8807.655273 Iteration 10Q: 3 clusters Score -266949.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -266976.500000 Penalty: 8807.655273 Iteration 11Q: 3 clusters Score -266976.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -267018.562500 Penalty: 8807.655273 Iteration 12Q: 3 clusters Score -267018.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -267086.250000 Penalty: 8807.655273 Iteration 13Q: 3 clusters Score -267086.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -267129.031250 Penalty: 8807.655273 Iteration 14Q: 3 clusters Score -267129 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -267141.781250 Penalty: 8807.655273 Iteration 15Q: 3 clusters Score -267141.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -267147.812500 Penalty: 8807.655273 Iteration 16Q: 3 clusters Score -267147.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -267150.531250 Penalty: 8807.655273 Iteration 17Q: 3 clusters Score -267150.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -267152.312500 Penalty: 8807.655273 Iteration 18Q: 3 clusters Score -267152.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -267152.312500 Penalty: 8807.655273 Iteration 19F: 3 clusters Score -267152.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 120639 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 843 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12542 members Mstep: Class 11 contains 42498 members Mstep: Class 12 contains 47541 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24244 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18729 members Entering Unmasked Estep Score: -101654816.000000 Penalty: 119358.359375 Splitting cluster 4 changes total score from -101658160.000000 to -101654816.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (84471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84471 members Entering Unmasked Estep Score: -20076598.000000 Penalty: 6948.300293 Iteration 0F: 2 clusters Score -2.00766e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42423 members Mstep: Class 2 contains 42048 members Entering Unmasked Estep Score: -20022676.000000 Penalty: 13896.600586 Iteration 0F: 3 clusters Score -2.002268e+07 nChanged 38428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43371 members Mstep: Class 2 contains 41100 members Entering Unmasked Estep Score: -20043538.000000 Penalty: 13896.600586 Iteration 1F: 3 clusters Score -2.004354e+07 nChanged 3691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43862 members Mstep: Class 2 contains 40609 members Entering Unmasked Estep Score: -20044568.000000 Penalty: 13896.600586 Iteration 2Q: 3 clusters Score -2.004457e+07 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44544 members Mstep: Class 2 contains 39927 members Entering Unmasked Estep Score: -20045668.000000 Penalty: 13896.600586 Iteration 3Q: 3 clusters Score -2.004567e+07 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45437 members Mstep: Class 2 contains 39034 members Entering Unmasked Estep Score: -20046952.000000 Penalty: 13896.600586 Iteration 4Q: 3 clusters Score -2.004695e+07 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46595 members Mstep: Class 2 contains 37876 members Entering Unmasked Estep Score: -20048436.000000 Penalty: 13896.600586 Iteration 5Q: 3 clusters Score -2.004844e+07 nChanged 3654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48049 members Mstep: Class 2 contains 36422 members Entering Unmasked Estep Score: -20050070.000000 Penalty: 13896.600586 Iteration 6Q: 3 clusters Score -2.005007e+07 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49966 members Mstep: Class 2 contains 34505 members Entering Unmasked Estep Score: -20052204.000000 Penalty: 13896.600586 Iteration 7Q: 3 clusters Score -2.00522e+07 nChanged 4161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52299 members Mstep: Class 2 contains 32172 members Entering Unmasked Estep Score: -20054614.000000 Penalty: 13896.600586 Iteration 8Q: 3 clusters Score -2.005461e+07 nChanged 4222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54951 members Mstep: Class 2 contains 29520 members Entering Unmasked Estep Score: -20057160.000000 Penalty: 13896.600586 Iteration 9Q: 3 clusters Score -2.005716e+07 nChanged 4044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57821 members Mstep: Class 2 contains 26650 members Entering Unmasked Estep Score: -20059684.000000 Penalty: 13896.600586 Iteration 10Q: 3 clusters Score -2.005968e+07 nChanged 3942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60905 members Mstep: Class 2 contains 23566 members Entering Unmasked Estep Score: -20062192.000000 Penalty: 13896.600586 Iteration 11Q: 3 clusters Score -2.006219e+07 nChanged 3714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64033 members Mstep: Class 2 contains 20438 members Entering Unmasked Estep Score: -20064480.000000 Penalty: 13896.600586 Iteration 12Q: 3 clusters Score -2.006448e+07 nChanged 3421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67072 members Mstep: Class 2 contains 17399 members Entering Unmasked Estep Score: -20066702.000000 Penalty: 13896.600586 Iteration 13Q: 3 clusters Score -2.00667e+07 nChanged 2955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69777 members Mstep: Class 2 contains 14694 members Entering Unmasked Estep Score: -20068546.000000 Penalty: 13896.600586 Iteration 14Q: 3 clusters Score -2.006855e+07 nChanged 2509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72126 members Mstep: Class 2 contains 12345 members Entering Unmasked Estep Score: -20069970.000000 Penalty: 13896.600586 Iteration 15Q: 3 clusters Score -2.006997e+07 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74096 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -20071086.000000 Penalty: 13896.600586 Iteration 16Q: 3 clusters Score -2.007109e+07 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75696 members Mstep: Class 2 contains 8775 members Entering Unmasked Estep Score: -20072008.000000 Penalty: 13896.600586 Iteration 17Q: 3 clusters Score -2.007201e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76947 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -20072378.000000 Penalty: 13896.600586 Iteration 18Q: 3 clusters Score -2.007238e+07 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77894 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -20072732.000000 Penalty: 13896.600586 Iteration 19Q: 3 clusters Score -2.007273e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78624 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -20072880.000000 Penalty: 13896.600586 Iteration 20F: 3 clusters Score -2.007288e+07 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79172 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -20072974.000000 Penalty: 13896.600586 Iteration 21Q: 3 clusters Score -2.007297e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79591 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -20072988.000000 Penalty: 13896.600586 Iteration 22Q: 3 clusters Score -2.007299e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79911 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -20073062.000000 Penalty: 13896.600586 Iteration 23Q: 3 clusters Score -2.007306e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80171 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -20073070.000000 Penalty: 13896.600586 Iteration 24Q: 3 clusters Score -2.007307e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80378 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -20073068.000000 Penalty: 13896.600586 Iteration 25Q: 3 clusters Score -2.007307e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80564 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -20073142.000000 Penalty: 13896.600586 Iteration 26Q: 3 clusters Score -2.007314e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80746 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -20073206.000000 Penalty: 13896.600586 Iteration 27Q: 3 clusters Score -2.007321e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80907 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -20073348.000000 Penalty: 13896.600586 Iteration 28Q: 3 clusters Score -2.007335e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81073 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -20073412.000000 Penalty: 13896.600586 Iteration 29Q: 3 clusters Score -2.007341e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81169 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -20073474.000000 Penalty: 13896.600586 Iteration 30Q: 3 clusters Score -2.007347e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81236 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -20073542.000000 Penalty: 13896.600586 Iteration 31Q: 3 clusters Score -2.007354e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81285 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -20073546.000000 Penalty: 13896.600586 Iteration 32Q: 3 clusters Score -2.007355e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81314 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -20073550.000000 Penalty: 13896.600586 Iteration 33Q: 3 clusters Score -2.007355e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81329 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -20073550.000000 Penalty: 13896.600586 Iteration 34Q: 3 clusters Score -2.007355e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81344 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -20073566.000000 Penalty: 13896.600586 Iteration 35Q: 3 clusters Score -2.007357e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81354 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -20073592.000000 Penalty: 13896.600586 Iteration 36Q: 3 clusters Score -2.007359e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81370 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -20073620.000000 Penalty: 13896.600586 Iteration 37Q: 3 clusters Score -2.007362e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81382 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -20073604.000000 Penalty: 13896.600586 Iteration 38Q: 3 clusters Score -2.00736e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81390 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -20073626.000000 Penalty: 13896.600586 Iteration 39Q: 3 clusters Score -2.007363e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81394 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -20073610.000000 Penalty: 13896.600586 Iteration 40F: 3 clusters Score -2.007361e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81394 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -20073622.000000 Penalty: 13896.600586 Iteration 41Q: 3 clusters Score -2.007362e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81397 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -20073628.000000 Penalty: 13896.600586 Iteration 42Q: 3 clusters Score -2.007363e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81396 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -20073630.000000 Penalty: 13896.600586 Iteration 43Q: 3 clusters Score -2.007363e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81395 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -20073646.000000 Penalty: 13896.600586 Iteration 44Q: 3 clusters Score -2.007365e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81401 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -20073650.000000 Penalty: 13896.600586 Iteration 45Q: 3 clusters Score -2.007365e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81405 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -20073662.000000 Penalty: 13896.600586 Iteration 46Q: 3 clusters Score -2.007366e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81406 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -20073642.000000 Penalty: 13896.600586 Iteration 47Q: 3 clusters Score -2.007364e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81409 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -20073644.000000 Penalty: 13896.600586 Iteration 48Q: 3 clusters Score -2.007364e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81411 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -20073650.000000 Penalty: 13896.600586 Iteration 49Q: 3 clusters Score -2.007365e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81411 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -20073650.000000 Penalty: 13896.600586 Iteration 50F: 3 clusters Score -2.007365e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (31176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31176 members Entering Unmasked Estep Score: -7282038.000000 Penalty: 6337.784668 Iteration 0F: 2 clusters Score -7282038 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15538 members Mstep: Class 2 contains 15638 members Entering Unmasked Estep Score: -7258460.500000 Penalty: 12675.569336 Iteration 0F: 3 clusters Score -7258460 nChanged 13391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15297 members Mstep: Class 2 contains 15879 members Entering Unmasked Estep Score: -7265713.500000 Penalty: 12675.569336 Iteration 1F: 3 clusters Score -7265714 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14968 members Mstep: Class 2 contains 16208 members Entering Unmasked Estep Score: -7266882.500000 Penalty: 12675.569336 Iteration 2F: 3 clusters Score -7266882 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14359 members Mstep: Class 2 contains 16817 members Entering Unmasked Estep Score: -7268364.500000 Penalty: 12675.569336 Iteration 3F: 3 clusters Score -7268364 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 17897 members Entering Unmasked Estep Score: -7271373.500000 Penalty: 12675.569336 Iteration 4F: 3 clusters Score -7271374 nChanged 3191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 19288 members Entering Unmasked Estep Score: -7276441.000000 Penalty: 12675.569336 Iteration 5F: 3 clusters Score -7276441 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 20360 members Entering Unmasked Estep Score: -7280603.500000 Penalty: 12675.569336 Iteration 6F: 3 clusters Score -7280604 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 20842 members Entering Unmasked Estep Score: -7282431.500000 Penalty: 12675.569336 Iteration 7F: 3 clusters Score -7282432 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 21003 members Entering Unmasked Estep Score: -7283041.000000 Penalty: 12675.569336 Iteration 8Q: 3 clusters Score -7283041 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10100 members Mstep: Class 2 contains 21076 members Entering Unmasked Estep Score: -7283290.000000 Penalty: 12675.569336 Iteration 9Q: 3 clusters Score -7283290 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 21098 members Entering Unmasked Estep Score: -7283372.000000 Penalty: 12675.569336 Iteration 10Q: 3 clusters Score -7283372 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 21088 members Entering Unmasked Estep Score: -7283417.500000 Penalty: 12675.569336 Iteration 11Q: 3 clusters Score -7283418 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 21071 members Entering Unmasked Estep Score: -7283448.500000 Penalty: 12675.569336 Iteration 12Q: 3 clusters Score -7283448 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -7283467.000000 Penalty: 12675.569336 Iteration 13Q: 3 clusters Score -7283467 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 21059 members Entering Unmasked Estep Score: -7283477.000000 Penalty: 12675.569336 Iteration 14Q: 3 clusters Score -7283477 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10139 members Mstep: Class 2 contains 21037 members Entering Unmasked Estep Score: -7283484.500000 Penalty: 12675.569336 Iteration 15Q: 3 clusters Score -7283484 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10153 members Mstep: Class 2 contains 21023 members Entering Unmasked Estep Score: -7283485.500000 Penalty: 12675.569336 Iteration 16Q: 3 clusters Score -7283486 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 21013 members Entering Unmasked Estep Score: -7283481.500000 Penalty: 12675.569336 Iteration 17Q: 3 clusters Score -7283482 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 21008 members Entering Unmasked Estep Score: -7283506.000000 Penalty: 12675.569336 Iteration 18Q: 3 clusters Score -7283506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10174 members Mstep: Class 2 contains 21002 members Entering Unmasked Estep Score: -7283489.000000 Penalty: 12675.569336 Iteration 19Q: 3 clusters Score -7283489 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 21000 members Entering Unmasked Estep Score: -7283484.000000 Penalty: 12675.569336 Iteration 20F: 3 clusters Score -7283484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 20993 members Entering Unmasked Estep Score: -7283487.000000 Penalty: 12675.569336 Iteration 21Q: 3 clusters Score -7283487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 20990 members Entering Unmasked Estep Score: -7283485.000000 Penalty: 12675.569336 Iteration 22Q: 3 clusters Score -7283485 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 20990 members Entering Unmasked Estep Score: -7283481.500000 Penalty: 12675.569336 Iteration 23Q: 3 clusters Score -7283482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 20988 members Entering Unmasked Estep Score: -7283476.500000 Penalty: 12675.569336 Iteration 24Q: 3 clusters Score -7283476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 20988 members Entering Unmasked Estep Score: -7283476.500000 Penalty: 12675.569336 Iteration 25F: 3 clusters Score -7283476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 20988 members Mstep: Class 2 contains 120639 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 10188 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12542 members Mstep: Class 11 contains 42498 members Mstep: Class 12 contains 47541 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24244 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18729 members Entering Unmasked Estep Score: -101658072.000000 Penalty: 119358.359375 Splitting cluster 6 changes total score from -101658160.000000 to -101658072.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Entering Unmasked Estep Score: -323923.937500 Penalty: 4460.691406 Iteration 0F: 2 clusters Score -323923.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -319453.687500 Penalty: 8921.382812 Iteration 0F: 3 clusters Score -319453.7 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -320160.437500 Penalty: 8921.382812 Iteration 1F: 3 clusters Score -320160.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -320538.468750 Penalty: 8921.382812 Iteration 2F: 3 clusters Score -320538.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -320879.875000 Penalty: 8921.382812 Iteration 3F: 3 clusters Score -320879.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -321337.625000 Penalty: 8921.382812 Iteration 4F: 3 clusters Score -321337.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -322090.031250 Penalty: 8921.382812 Iteration 5F: 3 clusters Score -322090 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -322782.906250 Penalty: 8921.382812 Iteration 6F: 3 clusters Score -322782.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -323153.687500 Penalty: 8921.382812 Iteration 7Q: 3 clusters Score -323153.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -323469.093750 Penalty: 8921.382812 Iteration 8Q: 3 clusters Score -323469.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -323695.281250 Penalty: 8921.382812 Iteration 9Q: 3 clusters Score -323695.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -323856.625000 Penalty: 8921.382812 Iteration 10Q: 3 clusters Score -323856.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -323958.437500 Penalty: 8921.382812 Iteration 11Q: 3 clusters Score -323958.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -324006.312500 Penalty: 8921.382812 Iteration 12Q: 3 clusters Score -324006.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -324061.375000 Penalty: 8921.382812 Iteration 13Q: 3 clusters Score -324061.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -324104.843750 Penalty: 8921.382812 Iteration 14Q: 3 clusters Score -324104.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -324136.843750 Penalty: 8921.382812 Iteration 15Q: 3 clusters Score -324136.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -324170.531250 Penalty: 8921.382812 Iteration 16Q: 3 clusters Score -324170.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -324204.750000 Penalty: 8921.382812 Iteration 17Q: 3 clusters Score -324204.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -324225.937500 Penalty: 8921.382812 Iteration 18Q: 3 clusters Score -324225.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -324282.531250 Penalty: 8921.382812 Iteration 19Q: 3 clusters Score -324282.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -324417.250000 Penalty: 8921.382812 Iteration 20F: 3 clusters Score -324417.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -324619.062500 Penalty: 8921.382812 Iteration 21Q: 3 clusters Score -324619.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -324767.156250 Penalty: 8921.382812 Iteration 22Q: 3 clusters Score -324767.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -324847.906250 Penalty: 8921.382812 Iteration 23Q: 3 clusters Score -324847.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -325045.500000 Penalty: 8921.382812 Iteration 24Q: 3 clusters Score -325045.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -325409.343750 Penalty: 8921.382812 Iteration 25Q: 3 clusters Score -325409.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -325409.343750 Penalty: 8921.382812 Iteration 26F: 3 clusters Score -325409.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 120639 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 948 members Mstep: Class 8 contains 4442 members Mstep: Class 10 contains 12542 members Mstep: Class 11 contains 42498 members Mstep: Class 12 contains 47541 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24244 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18729 members Entering Unmasked Estep Score: -101656160.000000 Penalty: 119358.359375 Splitting cluster 7 changes total score from -101658160.000000 to -101656160.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (4442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Entering Unmasked Estep Score: -940798.312500 Penalty: 5144.301758 Iteration 0F: 2 clusters Score -940798.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -935050.437500 Penalty: 10288.603516 Iteration 0F: 3 clusters Score -935050.4 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -943278.562500 Penalty: 10288.603516 Iteration 1F: 3 clusters Score -943278.6 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -946493.875000 Penalty: 10288.603516 Iteration 2F: 3 clusters Score -946493.9 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -947510.250000 Penalty: 10288.603516 Iteration 3F: 3 clusters Score -947510.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -948251.500000 Penalty: 10288.603516 Iteration 4Q: 3 clusters Score -948251.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -948864.687500 Penalty: 10288.603516 Iteration 5Q: 3 clusters Score -948864.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -949079.312500 Penalty: 10288.603516 Iteration 6Q: 3 clusters Score -949079.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -949180.187500 Penalty: 10288.603516 Iteration 7Q: 3 clusters Score -949180.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -949289.687500 Penalty: 10288.603516 Iteration 8Q: 3 clusters Score -949289.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -949403.937500 Penalty: 10288.603516 Iteration 9Q: 3 clusters Score -949403.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -949524.625000 Penalty: 10288.603516 Iteration 10Q: 3 clusters Score -949524.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -949672.437500 Penalty: 10288.603516 Iteration 11Q: 3 clusters Score -949672.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -949938.875000 Penalty: 10288.603516 Iteration 12Q: 3 clusters Score -949938.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -950394.062500 Penalty: 10288.603516 Iteration 13Q: 3 clusters Score -950394.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -951157.125000 Penalty: 10288.603516 Iteration 14F: 3 clusters Score -951157.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -952377.812500 Penalty: 10288.603516 Iteration 15F: 3 clusters Score -952377.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -953728.250000 Penalty: 10288.603516 Iteration 16F: 3 clusters Score -953728.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -954435.125000 Penalty: 10288.603516 Iteration 17Q: 3 clusters Score -954435.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -954789.625000 Penalty: 10288.603516 Iteration 18Q: 3 clusters Score -954789.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -954946.937500 Penalty: 10288.603516 Iteration 19Q: 3 clusters Score -954946.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -955421.812500 Penalty: 10288.603516 Iteration 20F: 3 clusters Score -955421.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -957122.250000 Penalty: 10288.603516 Iteration 21Q: 3 clusters Score -957122.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -958395.625000 Penalty: 10288.603516 Iteration 22Q: 3 clusters Score -958395.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -960580.187500 Penalty: 10288.603516 Iteration 23Q: 3 clusters Score -960580.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -960633.437500 Penalty: 10288.603516 Iteration 24Q: 3 clusters Score -960633.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -960654.687500 Penalty: 10288.603516 Iteration 25Q: 3 clusters Score -960654.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -960668.000000 Penalty: 10288.603516 Iteration 26Q: 3 clusters Score -960668 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -960668.937500 Penalty: 10288.603516 Iteration 27Q: 3 clusters Score -960668.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -960668.937500 Penalty: 10288.603516 Iteration 28F: 3 clusters Score -960668.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 120639 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 2546 members Mstep: Class 10 contains 12542 members Mstep: Class 11 contains 42498 members Mstep: Class 12 contains 47541 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24244 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18729 members Entering Unmasked Estep Score: -101675064.000000 Penalty: 119358.359375 Splitting cluster 8 changes total score from -101658160.000000 to -101675064.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 10 (12542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12542 members Entering Unmasked Estep Score: -2876048.250000 Penalty: 5780.063477 Iteration 0F: 2 clusters Score -2876048 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -2864665.250000 Penalty: 11560.126953 Iteration 0F: 3 clusters Score -2864665 nChanged 4851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -2871442.750000 Penalty: 11560.126953 Iteration 1F: 3 clusters Score -2871443 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -2876766.500000 Penalty: 11560.126953 Iteration 2F: 3 clusters Score -2876766 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -2879800.500000 Penalty: 11560.126953 Iteration 3F: 3 clusters Score -2879800 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -2881082.500000 Penalty: 11560.126953 Iteration 4F: 3 clusters Score -2881082 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -2881633.750000 Penalty: 11560.126953 Iteration 5Q: 3 clusters Score -2881634 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 10319 members Entering Unmasked Estep Score: -2881875.500000 Penalty: 11560.126953 Iteration 6Q: 3 clusters Score -2881876 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -2881983.500000 Penalty: 11560.126953 Iteration 7Q: 3 clusters Score -2881984 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 10459 members Entering Unmasked Estep Score: -2882059.250000 Penalty: 11560.126953 Iteration 8Q: 3 clusters Score -2882059 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 10502 members Entering Unmasked Estep Score: -2882086.750000 Penalty: 11560.126953 Iteration 9Q: 3 clusters Score -2882087 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -2882103.000000 Penalty: 11560.126953 Iteration 10Q: 3 clusters Score -2882103 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -2882117.250000 Penalty: 11560.126953 Iteration 11Q: 3 clusters Score -2882117 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 10557 members Entering Unmasked Estep Score: -2882129.500000 Penalty: 11560.126953 Iteration 12Q: 3 clusters Score -2882130 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 10568 members Entering Unmasked Estep Score: -2882135.750000 Penalty: 11560.126953 Iteration 13Q: 3 clusters Score -2882136 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -2882135.500000 Penalty: 11560.126953 Iteration 14Q: 3 clusters Score -2882136 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -2882137.500000 Penalty: 11560.126953 Iteration 15Q: 3 clusters Score -2882138 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -2882140.250000 Penalty: 11560.126953 Iteration 16Q: 3 clusters Score -2882140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -2882146.000000 Penalty: 11560.126953 Iteration 17Q: 3 clusters Score -2882146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -2882143.750000 Penalty: 11560.126953 Iteration 18Q: 3 clusters Score -2882144 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 10600 members Entering Unmasked Estep Score: -2882141.750000 Penalty: 11560.126953 Iteration 19Q: 3 clusters Score -2882142 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -2882147.750000 Penalty: 11560.126953 Iteration 20F: 3 clusters Score -2882148 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 120639 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 2546 members Mstep: Class 9 contains 10602 members Mstep: Class 10 contains 1940 members Mstep: Class 11 contains 42498 members Mstep: Class 12 contains 47541 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24244 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18729 members Entering Unmasked Estep Score: -101679136.000000 Penalty: 127315.585938 Splitting cluster 10 changes total score from -101658160.000000 to -101679136.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 11 (42498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42498 members Entering Unmasked Estep Score: -10120435.000000 Penalty: 6527.542480 Iteration 0F: 2 clusters Score -1.012044e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21185 members Mstep: Class 2 contains 21313 members Entering Unmasked Estep Score: -10089375.000000 Penalty: 13055.084961 Iteration 0F: 3 clusters Score -1.008938e+07 nChanged 18577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20940 members Mstep: Class 2 contains 21558 members Entering Unmasked Estep Score: -10099295.000000 Penalty: 13055.084961 Iteration 1F: 3 clusters Score -1.00993e+07 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20742 members Mstep: Class 2 contains 21756 members Entering Unmasked Estep Score: -10100239.000000 Penalty: 13055.084961 Iteration 2F: 3 clusters Score -1.010024e+07 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20615 members Mstep: Class 2 contains 21883 members Entering Unmasked Estep Score: -10101069.000000 Penalty: 13055.084961 Iteration 3Q: 3 clusters Score -1.010107e+07 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 22008 members Entering Unmasked Estep Score: -10102008.000000 Penalty: 13055.084961 Iteration 4Q: 3 clusters Score -1.010201e+07 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20359 members Mstep: Class 2 contains 22139 members Entering Unmasked Estep Score: -10103353.000000 Penalty: 13055.084961 Iteration 5Q: 3 clusters Score -1.010335e+07 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20283 members Mstep: Class 2 contains 22215 members Entering Unmasked Estep Score: -10105379.000000 Penalty: 13055.084961 Iteration 6F: 3 clusters Score -1.010538e+07 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20382 members Mstep: Class 2 contains 22116 members Entering Unmasked Estep Score: -10107822.000000 Penalty: 13055.084961 Iteration 7F: 3 clusters Score -1.010782e+07 nChanged 2851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20599 members Mstep: Class 2 contains 21899 members Entering Unmasked Estep Score: -10109999.000000 Penalty: 13055.084961 Iteration 8F: 3 clusters Score -1.011e+07 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20785 members Mstep: Class 2 contains 21713 members Entering Unmasked Estep Score: -10111630.000000 Penalty: 13055.084961 Iteration 9F: 3 clusters Score -1.011163e+07 nChanged 2175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20916 members Mstep: Class 2 contains 21582 members Entering Unmasked Estep Score: -10112836.000000 Penalty: 13055.084961 Iteration 10F: 3 clusters Score -1.011284e+07 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20984 members Mstep: Class 2 contains 21514 members Entering Unmasked Estep Score: -10113726.000000 Penalty: 13055.084961 Iteration 11Q: 3 clusters Score -1.011373e+07 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21025 members Mstep: Class 2 contains 21473 members Entering Unmasked Estep Score: -10114386.000000 Penalty: 13055.084961 Iteration 12Q: 3 clusters Score -1.011439e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21064 members Mstep: Class 2 contains 21434 members Entering Unmasked Estep Score: -10114890.000000 Penalty: 13055.084961 Iteration 13Q: 3 clusters Score -1.011489e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21139 members Mstep: Class 2 contains 21359 members Entering Unmasked Estep Score: -10115300.000000 Penalty: 13055.084961 Iteration 14Q: 3 clusters Score -1.01153e+07 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21259 members Mstep: Class 2 contains 21239 members Entering Unmasked Estep Score: -10115599.000000 Penalty: 13055.084961 Iteration 15Q: 3 clusters Score -1.01156e+07 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21445 members Mstep: Class 2 contains 21053 members Entering Unmasked Estep Score: -10115887.000000 Penalty: 13055.084961 Iteration 16Q: 3 clusters Score -1.011589e+07 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21648 members Mstep: Class 2 contains 20850 members Entering Unmasked Estep Score: -10116163.000000 Penalty: 13055.084961 Iteration 17Q: 3 clusters Score -1.011616e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21893 members Mstep: Class 2 contains 20605 members Entering Unmasked Estep Score: -10116268.000000 Penalty: 13055.084961 Iteration 18Q: 3 clusters Score -1.011627e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22152 members Mstep: Class 2 contains 20346 members Entering Unmasked Estep Score: -10116373.000000 Penalty: 13055.084961 Iteration 19Q: 3 clusters Score -1.011637e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22403 members Mstep: Class 2 contains 20095 members Entering Unmasked Estep Score: -10116495.000000 Penalty: 13055.084961 Iteration 20F: 3 clusters Score -1.01165e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22693 members Mstep: Class 2 contains 19805 members Entering Unmasked Estep Score: -10116609.000000 Penalty: 13055.084961 Iteration 21Q: 3 clusters Score -1.011661e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22965 members Mstep: Class 2 contains 19533 members Entering Unmasked Estep Score: -10116726.000000 Penalty: 13055.084961 Iteration 22Q: 3 clusters Score -1.011673e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23230 members Mstep: Class 2 contains 19268 members Entering Unmasked Estep Score: -10116790.000000 Penalty: 13055.084961 Iteration 23Q: 3 clusters Score -1.011679e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23493 members Mstep: Class 2 contains 19005 members Entering Unmasked Estep Score: -10116834.000000 Penalty: 13055.084961 Iteration 24Q: 3 clusters Score -1.011683e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23774 members Mstep: Class 2 contains 18724 members Entering Unmasked Estep Score: -10116934.000000 Penalty: 13055.084961 Iteration 25Q: 3 clusters Score -1.011693e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24061 members Mstep: Class 2 contains 18437 members Entering Unmasked Estep Score: -10116972.000000 Penalty: 13055.084961 Iteration 26Q: 3 clusters Score -1.011697e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24356 members Mstep: Class 2 contains 18142 members Entering Unmasked Estep Score: -10117069.000000 Penalty: 13055.084961 Iteration 27Q: 3 clusters Score -1.011707e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24628 members Mstep: Class 2 contains 17870 members Entering Unmasked Estep Score: -10117110.000000 Penalty: 13055.084961 Iteration 28Q: 3 clusters Score -1.011711e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24919 members Mstep: Class 2 contains 17579 members Entering Unmasked Estep Score: -10117203.000000 Penalty: 13055.084961 Iteration 29Q: 3 clusters Score -1.01172e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25211 members Mstep: Class 2 contains 17287 members Entering Unmasked Estep Score: -10117311.000000 Penalty: 13055.084961 Iteration 30Q: 3 clusters Score -1.011731e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25506 members Mstep: Class 2 contains 16992 members Entering Unmasked Estep Score: -10117397.000000 Penalty: 13055.084961 Iteration 31Q: 3 clusters Score -1.01174e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25833 members Mstep: Class 2 contains 16665 members Entering Unmasked Estep Score: -10117577.000000 Penalty: 13055.084961 Iteration 32Q: 3 clusters Score -1.011758e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26167 members Mstep: Class 2 contains 16331 members Entering Unmasked Estep Score: -10117701.000000 Penalty: 13055.084961 Iteration 33Q: 3 clusters Score -1.01177e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26507 members Mstep: Class 2 contains 15991 members Entering Unmasked Estep Score: -10117810.000000 Penalty: 13055.084961 Iteration 34Q: 3 clusters Score -1.011781e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26799 members Mstep: Class 2 contains 15699 members Entering Unmasked Estep Score: -10117908.000000 Penalty: 13055.084961 Iteration 35Q: 3 clusters Score -1.011791e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27040 members Mstep: Class 2 contains 15458 members Entering Unmasked Estep Score: -10117992.000000 Penalty: 13055.084961 Iteration 36Q: 3 clusters Score -1.011799e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27277 members Mstep: Class 2 contains 15221 members Entering Unmasked Estep Score: -10118022.000000 Penalty: 13055.084961 Iteration 37Q: 3 clusters Score -1.011802e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27478 members Mstep: Class 2 contains 15020 members Entering Unmasked Estep Score: -10118062.000000 Penalty: 13055.084961 Iteration 38Q: 3 clusters Score -1.011806e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27644 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -10118086.000000 Penalty: 13055.084961 Iteration 39Q: 3 clusters Score -1.011809e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27805 members Mstep: Class 2 contains 14693 members Entering Unmasked Estep Score: -10118139.000000 Penalty: 13055.084961 Iteration 40F: 3 clusters Score -1.011814e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27973 members Mstep: Class 2 contains 14525 members Entering Unmasked Estep Score: -10118160.000000 Penalty: 13055.084961 Iteration 41Q: 3 clusters Score -1.011816e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28115 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -10118173.000000 Penalty: 13055.084961 Iteration 42Q: 3 clusters Score -1.011817e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28261 members Mstep: Class 2 contains 14237 members Entering Unmasked Estep Score: -10118206.000000 Penalty: 13055.084961 Iteration 43Q: 3 clusters Score -1.011821e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28398 members Mstep: Class 2 contains 14100 members Entering Unmasked Estep Score: -10118227.000000 Penalty: 13055.084961 Iteration 44Q: 3 clusters Score -1.011823e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28509 members Mstep: Class 2 contains 13989 members Entering Unmasked Estep Score: -10118201.000000 Penalty: 13055.084961 Iteration 45Q: 3 clusters Score -1.01182e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28616 members Mstep: Class 2 contains 13882 members Entering Unmasked Estep Score: -10118212.000000 Penalty: 13055.084961 Iteration 46Q: 3 clusters Score -1.011821e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28731 members Mstep: Class 2 contains 13767 members Entering Unmasked Estep Score: -10118235.000000 Penalty: 13055.084961 Iteration 47Q: 3 clusters Score -1.011824e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28841 members Mstep: Class 2 contains 13657 members Entering Unmasked Estep Score: -10118255.000000 Penalty: 13055.084961 Iteration 48Q: 3 clusters Score -1.011826e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28930 members Mstep: Class 2 contains 13568 members Entering Unmasked Estep Score: -10118283.000000 Penalty: 13055.084961 Iteration 49Q: 3 clusters Score -1.011828e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29015 members Mstep: Class 2 contains 13483 members Entering Unmasked Estep Score: -10118255.000000 Penalty: 13055.084961 Iteration 50Q: 3 clusters Score -1.011826e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29101 members Mstep: Class 2 contains 13397 members Entering Unmasked Estep Score: -10118236.000000 Penalty: 13055.084961 Iteration 51Q: 3 clusters Score -1.011824e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29165 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -10118267.000000 Penalty: 13055.084961 Iteration 52Q: 3 clusters Score -1.011827e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29221 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -10118263.000000 Penalty: 13055.084961 Iteration 53Q: 3 clusters Score -1.011826e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29272 members Mstep: Class 2 contains 13226 members Entering Unmasked Estep Score: -10118270.000000 Penalty: 13055.084961 Iteration 54Q: 3 clusters Score -1.011827e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29328 members Mstep: Class 2 contains 13170 members Entering Unmasked Estep Score: -10118282.000000 Penalty: 13055.084961 Iteration 55Q: 3 clusters Score -1.011828e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29388 members Mstep: Class 2 contains 13110 members Entering Unmasked Estep Score: -10118302.000000 Penalty: 13055.084961 Iteration 56Q: 3 clusters Score -1.01183e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29441 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -10118301.000000 Penalty: 13055.084961 Iteration 57Q: 3 clusters Score -1.01183e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29497 members Mstep: Class 2 contains 13001 members Entering Unmasked Estep Score: -10118302.000000 Penalty: 13055.084961 Iteration 58Q: 3 clusters Score -1.01183e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29549 members Mstep: Class 2 contains 12949 members Entering Unmasked Estep Score: -10118292.000000 Penalty: 13055.084961 Iteration 59Q: 3 clusters Score -1.011829e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29596 members Mstep: Class 2 contains 12902 members Entering Unmasked Estep Score: -10118308.000000 Penalty: 13055.084961 Iteration 60F: 3 clusters Score -1.011831e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29647 members Mstep: Class 2 contains 12851 members Entering Unmasked Estep Score: -10118309.000000 Penalty: 13055.084961 Iteration 61Q: 3 clusters Score -1.011831e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29693 members Mstep: Class 2 contains 12805 members Entering Unmasked Estep Score: -10118327.000000 Penalty: 13055.084961 Iteration 62Q: 3 clusters Score -1.011833e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29739 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -10118327.000000 Penalty: 13055.084961 Iteration 63Q: 3 clusters Score -1.011833e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29782 members Mstep: Class 2 contains 12716 members Entering Unmasked Estep Score: -10118336.000000 Penalty: 13055.084961 Iteration 64Q: 3 clusters Score -1.011834e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29832 members Mstep: Class 2 contains 12666 members Entering Unmasked Estep Score: -10118338.000000 Penalty: 13055.084961 Iteration 65Q: 3 clusters Score -1.011834e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29869 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -10118338.000000 Penalty: 13055.084961 Iteration 66Q: 3 clusters Score -1.011834e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29919 members Mstep: Class 2 contains 12579 members Entering Unmasked Estep Score: -10118372.000000 Penalty: 13055.084961 Iteration 67Q: 3 clusters Score -1.011837e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29973 members Mstep: Class 2 contains 12525 members Entering Unmasked Estep Score: -10118391.000000 Penalty: 13055.084961 Iteration 68Q: 3 clusters Score -1.011839e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30026 members Mstep: Class 2 contains 12472 members Entering Unmasked Estep Score: -10118399.000000 Penalty: 13055.084961 Iteration 69Q: 3 clusters Score -1.01184e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30071 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -10118406.000000 Penalty: 13055.084961 Iteration 70Q: 3 clusters Score -1.011841e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30115 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -10118405.000000 Penalty: 13055.084961 Iteration 71Q: 3 clusters Score -1.01184e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30161 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -10118425.000000 Penalty: 13055.084961 Iteration 72Q: 3 clusters Score -1.011842e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30212 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -10118422.000000 Penalty: 13055.084961 Iteration 73Q: 3 clusters Score -1.011842e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30258 members Mstep: Class 2 contains 12240 members Entering Unmasked Estep Score: -10118419.000000 Penalty: 13055.084961 Iteration 74Q: 3 clusters Score -1.011842e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30303 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -10118440.000000 Penalty: 13055.084961 Iteration 75Q: 3 clusters Score -1.011844e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30341 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -10118433.000000 Penalty: 13055.084961 Iteration 76Q: 3 clusters Score -1.011843e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30374 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -10118441.000000 Penalty: 13055.084961 Iteration 77Q: 3 clusters Score -1.011844e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30413 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -10118413.000000 Penalty: 13055.084961 Iteration 78Q: 3 clusters Score -1.011841e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30451 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -10118431.000000 Penalty: 13055.084961 Iteration 79Q: 3 clusters Score -1.011843e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30485 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -10118416.000000 Penalty: 13055.084961 Iteration 80F: 3 clusters Score -1.011842e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30522 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -10118407.000000 Penalty: 13055.084961 Iteration 81Q: 3 clusters Score -1.011841e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30561 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -10118413.000000 Penalty: 13055.084961 Iteration 82Q: 3 clusters Score -1.011841e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30598 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -10118412.000000 Penalty: 13055.084961 Iteration 83Q: 3 clusters Score -1.011841e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30635 members Mstep: Class 2 contains 11863 members Entering Unmasked Estep Score: -10118436.000000 Penalty: 13055.084961 Iteration 84Q: 3 clusters Score -1.011844e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30663 members Mstep: Class 2 contains 11835 members Entering Unmasked Estep Score: -10118413.000000 Penalty: 13055.084961 Iteration 85Q: 3 clusters Score -1.011841e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30686 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -10118423.000000 Penalty: 13055.084961 Iteration 86Q: 3 clusters Score -1.011842e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30707 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -10118430.000000 Penalty: 13055.084961 Iteration 87Q: 3 clusters Score -1.011843e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30724 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -10118425.000000 Penalty: 13055.084961 Iteration 88Q: 3 clusters Score -1.011842e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30736 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -10118419.000000 Penalty: 13055.084961 Iteration 89Q: 3 clusters Score -1.011842e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30746 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -10118414.000000 Penalty: 13055.084961 Iteration 90Q: 3 clusters Score -1.011841e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30762 members Mstep: Class 2 contains 11736 members Entering Unmasked Estep Score: -10118415.000000 Penalty: 13055.084961 Iteration 91Q: 3 clusters Score -1.011842e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30773 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -10118414.000000 Penalty: 13055.084961 Iteration 92Q: 3 clusters Score -1.011841e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30777 members Mstep: Class 2 contains 11721 members Entering Unmasked Estep Score: -10118414.000000 Penalty: 13055.084961 Iteration 93Q: 3 clusters Score -1.011841e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30784 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -10118414.000000 Penalty: 13055.084961 Iteration 94Q: 3 clusters Score -1.011841e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30788 members Mstep: Class 2 contains 11710 members Entering Unmasked Estep Score: -10118411.000000 Penalty: 13055.084961 Iteration 95Q: 3 clusters Score -1.011841e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30792 members Mstep: Class 2 contains 11706 members Entering Unmasked Estep Score: -10118413.000000 Penalty: 13055.084961 Iteration 96Q: 3 clusters Score -1.011841e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30803 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -10118412.000000 Penalty: 13055.084961 Iteration 97Q: 3 clusters Score -1.011841e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30820 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -10118414.000000 Penalty: 13055.084961 Iteration 98Q: 3 clusters Score -1.011841e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30841 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -10118411.000000 Penalty: 13055.084961 Iteration 99Q: 3 clusters Score -1.011841e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30855 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -10118439.000000 Penalty: 13055.084961 Iteration 100F: 3 clusters Score -1.011844e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30872 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -10118440.000000 Penalty: 13055.084961 Iteration 101Q: 3 clusters Score -1.011844e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30887 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -10118434.000000 Penalty: 13055.084961 Iteration 102Q: 3 clusters Score -1.011843e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30899 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -10118456.000000 Penalty: 13055.084961 Iteration 103Q: 3 clusters Score -1.011846e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30906 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -10118459.000000 Penalty: 13055.084961 Iteration 104Q: 3 clusters Score -1.011846e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30911 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -10118454.000000 Penalty: 13055.084961 Iteration 105Q: 3 clusters Score -1.011845e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30920 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -10118458.000000 Penalty: 13055.084961 Iteration 106Q: 3 clusters Score -1.011846e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30925 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -10118460.000000 Penalty: 13055.084961 Iteration 107Q: 3 clusters Score -1.011846e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30929 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -10118457.000000 Penalty: 13055.084961 Iteration 108Q: 3 clusters Score -1.011846e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30935 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -10118460.000000 Penalty: 13055.084961 Iteration 109Q: 3 clusters Score -1.011846e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30940 members Mstep: Class 2 contains 11558 members Entering Unmasked Estep Score: -10118450.000000 Penalty: 13055.084961 Iteration 110Q: 3 clusters Score -1.011845e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30944 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -10118460.000000 Penalty: 13055.084961 Iteration 111Q: 3 clusters Score -1.011846e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -10118451.000000 Penalty: 13055.084961 Iteration 112Q: 3 clusters Score -1.011845e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30954 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -10118457.000000 Penalty: 13055.084961 Iteration 113Q: 3 clusters Score -1.011846e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30955 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -10118454.000000 Penalty: 13055.084961 Iteration 114Q: 3 clusters Score -1.011845e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30960 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -10118459.000000 Penalty: 13055.084961 Iteration 115Q: 3 clusters Score -1.011846e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30965 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -10118458.000000 Penalty: 13055.084961 Iteration 116Q: 3 clusters Score -1.011846e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30972 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -10118473.000000 Penalty: 13055.084961 Iteration 117Q: 3 clusters Score -1.011847e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30976 members Mstep: Class 2 contains 11522 members Entering Unmasked Estep Score: -10118474.000000 Penalty: 13055.084961 Iteration 118Q: 3 clusters Score -1.011847e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30978 members Mstep: Class 2 contains 11520 members Entering Unmasked Estep Score: -10118466.000000 Penalty: 13055.084961 Iteration 119Q: 3 clusters Score -1.011847e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30978 members Mstep: Class 2 contains 11520 members Entering Unmasked Estep Score: -10118466.000000 Penalty: 13055.084961 Iteration 120F: 3 clusters Score -1.011847e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (47541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47541 members Entering Unmasked Estep Score: -11024523.000000 Penalty: 6596.225586 Iteration 0F: 2 clusters Score -1.102452e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23833 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -10990522.000000 Penalty: 13192.451172 Iteration 0F: 3 clusters Score -1.099052e+07 nChanged 20773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24078 members Mstep: Class 2 contains 23463 members Entering Unmasked Estep Score: -11001779.000000 Penalty: 13192.451172 Iteration 1F: 3 clusters Score -1.100178e+07 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24294 members Mstep: Class 2 contains 23247 members Entering Unmasked Estep Score: -11003285.000000 Penalty: 13192.451172 Iteration 2F: 3 clusters Score -1.100328e+07 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24595 members Mstep: Class 2 contains 22946 members Entering Unmasked Estep Score: -11005490.000000 Penalty: 13192.451172 Iteration 3F: 3 clusters Score -1.100549e+07 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25317 members Mstep: Class 2 contains 22224 members Entering Unmasked Estep Score: -11008163.000000 Penalty: 13192.451172 Iteration 4F: 3 clusters Score -1.100816e+07 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26708 members Mstep: Class 2 contains 20833 members Entering Unmasked Estep Score: -11010943.000000 Penalty: 13192.451172 Iteration 5F: 3 clusters Score -1.101094e+07 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28730 members Mstep: Class 2 contains 18811 members Entering Unmasked Estep Score: -11013719.000000 Penalty: 13192.451172 Iteration 6F: 3 clusters Score -1.101372e+07 nChanged 3394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31188 members Mstep: Class 2 contains 16353 members Entering Unmasked Estep Score: -11016818.000000 Penalty: 13192.451172 Iteration 7F: 3 clusters Score -1.101682e+07 nChanged 3060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33590 members Mstep: Class 2 contains 13951 members Entering Unmasked Estep Score: -11019959.000000 Penalty: 13192.451172 Iteration 8F: 3 clusters Score -1.101996e+07 nChanged 2347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35497 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -11022480.000000 Penalty: 13192.451172 Iteration 9Q: 3 clusters Score -1.102248e+07 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36829 members Mstep: Class 2 contains 10712 members Entering Unmasked Estep Score: -11023996.000000 Penalty: 13192.451172 Iteration 10Q: 3 clusters Score -1.1024e+07 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37708 members Mstep: Class 2 contains 9833 members Entering Unmasked Estep Score: -11024820.000000 Penalty: 13192.451172 Iteration 11Q: 3 clusters Score -1.102482e+07 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38371 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -11025229.000000 Penalty: 13192.451172 Iteration 12Q: 3 clusters Score -1.102523e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38862 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -11025412.000000 Penalty: 13192.451172 Iteration 13Q: 3 clusters Score -1.102541e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39192 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -11025537.000000 Penalty: 13192.451172 Iteration 14Q: 3 clusters Score -1.102554e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39439 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -11025671.000000 Penalty: 13192.451172 Iteration 15Q: 3 clusters Score -1.102567e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39607 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -11025718.000000 Penalty: 13192.451172 Iteration 16Q: 3 clusters Score -1.102572e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39729 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -11025730.000000 Penalty: 13192.451172 Iteration 17Q: 3 clusters Score -1.102573e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39816 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -11025761.000000 Penalty: 13192.451172 Iteration 18Q: 3 clusters Score -1.102576e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39876 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -11025784.000000 Penalty: 13192.451172 Iteration 19Q: 3 clusters Score -1.102578e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39911 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -11025781.000000 Penalty: 13192.451172 Iteration 20F: 3 clusters Score -1.102578e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39945 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -11025775.000000 Penalty: 13192.451172 Iteration 21Q: 3 clusters Score -1.102578e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39974 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -11025789.000000 Penalty: 13192.451172 Iteration 22Q: 3 clusters Score -1.102579e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40002 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -11025804.000000 Penalty: 13192.451172 Iteration 23Q: 3 clusters Score -1.10258e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40019 members Mstep: Class 2 contains 7522 members Entering Unmasked Estep Score: -11025822.000000 Penalty: 13192.451172 Iteration 24Q: 3 clusters Score -1.102582e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40026 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -11025828.000000 Penalty: 13192.451172 Iteration 25Q: 3 clusters Score -1.102583e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40039 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -11025820.000000 Penalty: 13192.451172 Iteration 26Q: 3 clusters Score -1.102582e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40045 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -11025818.000000 Penalty: 13192.451172 Iteration 27Q: 3 clusters Score -1.102582e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40055 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -11025797.000000 Penalty: 13192.451172 Iteration 28Q: 3 clusters Score -1.10258e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40057 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -11025806.000000 Penalty: 13192.451172 Iteration 29Q: 3 clusters Score -1.102581e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40061 members Mstep: Class 2 contains 7480 members Entering Unmasked Estep Score: -11025793.000000 Penalty: 13192.451172 Iteration 30Q: 3 clusters Score -1.102579e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40064 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -11025794.000000 Penalty: 13192.451172 Iteration 31Q: 3 clusters Score -1.102579e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40067 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -11025797.000000 Penalty: 13192.451172 Iteration 32Q: 3 clusters Score -1.10258e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40068 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -11025801.000000 Penalty: 13192.451172 Iteration 33Q: 3 clusters Score -1.10258e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40071 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -11025793.000000 Penalty: 13192.451172 Iteration 34Q: 3 clusters Score -1.102579e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40072 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -11025785.000000 Penalty: 13192.451172 Iteration 35Q: 3 clusters Score -1.102578e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40072 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -11025785.000000 Penalty: 13192.451172 Iteration 36F: 3 clusters Score -1.102578e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 120639 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 2546 members Mstep: Class 9 contains 10602 members Mstep: Class 10 contains 1940 members Mstep: Class 11 contains 42498 members Mstep: Class 12 contains 40072 members Mstep: Class 13 contains 7469 members Mstep: Class 14 contains 1459 members Mstep: Class 16 contains 24244 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18729 members Entering Unmasked Estep Score: -101679168.000000 Penalty: 135272.812500 Splitting cluster 12 changes total score from -101658160.000000 to -101679168.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 14 (1459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Entering Unmasked Estep Score: -289764.937500 Penalty: 4462.373047 Iteration 0F: 2 clusters Score -289764.9 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 734 members Entering Unmasked Estep Score: -285537.750000 Penalty: 8924.746094 Iteration 0F: 3 clusters Score -285537.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -286453.000000 Penalty: 8924.746094 Iteration 1F: 3 clusters Score -286453 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -287448.750000 Penalty: 8924.746094 Iteration 2F: 3 clusters Score -287448.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -288549.812500 Penalty: 8924.746094 Iteration 3F: 3 clusters Score -288549.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -289673.281250 Penalty: 8924.746094 Iteration 4F: 3 clusters Score -289673.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -290980.906250 Penalty: 8924.746094 Iteration 5F: 3 clusters Score -290980.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -291901.875000 Penalty: 8924.746094 Iteration 6F: 3 clusters Score -291901.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -292893.281250 Penalty: 8924.746094 Iteration 7Q: 3 clusters Score -292893.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -293602.125000 Penalty: 8924.746094 Iteration 8Q: 3 clusters Score -293602.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -293620.375000 Penalty: 8924.746094 Iteration 9Q: 3 clusters Score -293620.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -293620.375000 Penalty: 8924.746094 Iteration 10F: 3 clusters Score -293620.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 120639 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 2546 members Mstep: Class 9 contains 10602 members Mstep: Class 10 contains 1940 members Mstep: Class 11 contains 42498 members Mstep: Class 12 contains 40072 members Mstep: Class 13 contains 7469 members Mstep: Class 14 contains 522 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 24244 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18729 members Entering Unmasked Estep Score: -101679488.000000 Penalty: 143230.031250 Splitting cluster 14 changes total score from -101658160.000000 to -101679488.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 16 (24244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24244 members Entering Unmasked Estep Score: -5545271.500000 Penalty: 6183.753906 Iteration 0F: 2 clusters Score -5545272 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 12138 members Entering Unmasked Estep Score: -5526130.500000 Penalty: 12367.507812 Iteration 0F: 3 clusters Score -5526130 nChanged 10067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -5532126.000000 Penalty: 12367.507812 Iteration 1F: 3 clusters Score -5532126 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -5533928.500000 Penalty: 12367.507812 Iteration 2F: 3 clusters Score -5533928 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -5536105.000000 Penalty: 12367.507812 Iteration 3F: 3 clusters Score -5536105 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -5538243.000000 Penalty: 12367.507812 Iteration 4F: 3 clusters Score -5538243 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 12369 members Entering Unmasked Estep Score: -5540053.000000 Penalty: 12367.507812 Iteration 5F: 3 clusters Score -5540053 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 12336 members Entering Unmasked Estep Score: -5541353.500000 Penalty: 12367.507812 Iteration 6F: 3 clusters Score -5541354 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -5542158.000000 Penalty: 12367.507812 Iteration 7Q: 3 clusters Score -5542158 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -5542589.000000 Penalty: 12367.507812 Iteration 8Q: 3 clusters Score -5542589 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -5542807.500000 Penalty: 12367.507812 Iteration 9Q: 3 clusters Score -5542808 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -5542984.000000 Penalty: 12367.507812 Iteration 10Q: 3 clusters Score -5542984 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12279 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -5543111.500000 Penalty: 12367.507812 Iteration 11Q: 3 clusters Score -5543112 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -5543207.000000 Penalty: 12367.507812 Iteration 12Q: 3 clusters Score -5543207 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 11925 members Entering Unmasked Estep Score: -5543335.500000 Penalty: 12367.507812 Iteration 13Q: 3 clusters Score -5543336 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12350 members Mstep: Class 2 contains 11894 members Entering Unmasked Estep Score: -5543427.000000 Penalty: 12367.507812 Iteration 14Q: 3 clusters Score -5543427 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12368 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -5543540.500000 Penalty: 12367.507812 Iteration 15Q: 3 clusters Score -5543540 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -5543663.500000 Penalty: 12367.507812 Iteration 16Q: 3 clusters Score -5543664 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -5543722.500000 Penalty: 12367.507812 Iteration 17Q: 3 clusters Score -5543722 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 11850 members Entering Unmasked Estep Score: -5543816.500000 Penalty: 12367.507812 Iteration 18Q: 3 clusters Score -5543816 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12434 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -5543857.500000 Penalty: 12367.507812 Iteration 19Q: 3 clusters Score -5543858 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 11765 members Entering Unmasked Estep Score: -5543931.000000 Penalty: 12367.507812 Iteration 20F: 3 clusters Score -5543931 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -5543963.000000 Penalty: 12367.507812 Iteration 21Q: 3 clusters Score -5543963 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 11700 members Entering Unmasked Estep Score: -5544014.500000 Penalty: 12367.507812 Iteration 22Q: 3 clusters Score -5544014 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12583 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -5544021.500000 Penalty: 12367.507812 Iteration 23Q: 3 clusters Score -5544022 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12620 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -5544048.000000 Penalty: 12367.507812 Iteration 24Q: 3 clusters Score -5544048 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -5544086.000000 Penalty: 12367.507812 Iteration 25Q: 3 clusters Score -5544086 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 11527 members Entering Unmasked Estep Score: -5544109.000000 Penalty: 12367.507812 Iteration 26Q: 3 clusters Score -5544109 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12764 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -5544128.500000 Penalty: 12367.507812 Iteration 27Q: 3 clusters Score -5544128 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12805 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -5544141.500000 Penalty: 12367.507812 Iteration 28Q: 3 clusters Score -5544142 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -5544161.000000 Penalty: 12367.507812 Iteration 29Q: 3 clusters Score -5544161 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12882 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -5544168.500000 Penalty: 12367.507812 Iteration 30Q: 3 clusters Score -5544168 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12919 members Mstep: Class 2 contains 11325 members Entering Unmasked Estep Score: -5544182.000000 Penalty: 12367.507812 Iteration 31Q: 3 clusters Score -5544182 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12949 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -5544181.500000 Penalty: 12367.507812 Iteration 32Q: 3 clusters Score -5544182 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12979 members Mstep: Class 2 contains 11265 members Entering Unmasked Estep Score: -5544204.500000 Penalty: 12367.507812 Iteration 33Q: 3 clusters Score -5544204 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12988 members Mstep: Class 2 contains 11256 members Entering Unmasked Estep Score: -5544219.500000 Penalty: 12367.507812 Iteration 34Q: 3 clusters Score -5544220 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13006 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -5544217.500000 Penalty: 12367.507812 Iteration 35Q: 3 clusters Score -5544218 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13016 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -5544214.000000 Penalty: 12367.507812 Iteration 36Q: 3 clusters Score -5544214 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13026 members Mstep: Class 2 contains 11218 members Entering Unmasked Estep Score: -5544225.000000 Penalty: 12367.507812 Iteration 37Q: 3 clusters Score -5544225 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 11205 members Entering Unmasked Estep Score: -5544221.000000 Penalty: 12367.507812 Iteration 38Q: 3 clusters Score -5544221 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13047 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -5544206.000000 Penalty: 12367.507812 Iteration 39Q: 3 clusters Score -5544206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13054 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -5544221.000000 Penalty: 12367.507812 Iteration 40F: 3 clusters Score -5544221 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -5544213.500000 Penalty: 12367.507812 Iteration 41Q: 3 clusters Score -5544214 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13073 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -5544216.500000 Penalty: 12367.507812 Iteration 42Q: 3 clusters Score -5544216 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13083 members Mstep: Class 2 contains 11161 members Entering Unmasked Estep Score: -5544212.000000 Penalty: 12367.507812 Iteration 43Q: 3 clusters Score -5544212 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13094 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -5544210.000000 Penalty: 12367.507812 Iteration 44Q: 3 clusters Score -5544210 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13104 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -5544214.000000 Penalty: 12367.507812 Iteration 45Q: 3 clusters Score -5544214 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13112 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -5544215.000000 Penalty: 12367.507812 Iteration 46Q: 3 clusters Score -5544215 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13121 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -5544222.500000 Penalty: 12367.507812 Iteration 47Q: 3 clusters Score -5544222 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13130 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -5544211.000000 Penalty: 12367.507812 Iteration 48Q: 3 clusters Score -5544211 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13137 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -5544225.500000 Penalty: 12367.507812 Iteration 49Q: 3 clusters Score -5544226 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13144 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -5544223.500000 Penalty: 12367.507812 Iteration 50Q: 3 clusters Score -5544224 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13151 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -5544213.000000 Penalty: 12367.507812 Iteration 51Q: 3 clusters Score -5544213 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -5544213.500000 Penalty: 12367.507812 Iteration 52Q: 3 clusters Score -5544214 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13162 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -5544214.000000 Penalty: 12367.507812 Iteration 53Q: 3 clusters Score -5544214 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -5544225.000000 Penalty: 12367.507812 Iteration 54Q: 3 clusters Score -5544225 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13177 members Mstep: Class 2 contains 11067 members Entering Unmasked Estep Score: -5544227.500000 Penalty: 12367.507812 Iteration 55Q: 3 clusters Score -5544228 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13189 members Mstep: Class 2 contains 11055 members Entering Unmasked Estep Score: -5544234.500000 Penalty: 12367.507812 Iteration 56Q: 3 clusters Score -5544234 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13206 members Mstep: Class 2 contains 11038 members Entering Unmasked Estep Score: -5544236.000000 Penalty: 12367.507812 Iteration 57Q: 3 clusters Score -5544236 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13216 members Mstep: Class 2 contains 11028 members Entering Unmasked Estep Score: -5544244.000000 Penalty: 12367.507812 Iteration 58Q: 3 clusters Score -5544244 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13226 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -5544242.500000 Penalty: 12367.507812 Iteration 59Q: 3 clusters Score -5544242 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13235 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -5544234.500000 Penalty: 12367.507812 Iteration 60F: 3 clusters Score -5544234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13239 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -5544233.000000 Penalty: 12367.507812 Iteration 61Q: 3 clusters Score -5544233 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13243 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -5544231.500000 Penalty: 12367.507812 Iteration 62Q: 3 clusters Score -5544232 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13249 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -5544234.500000 Penalty: 12367.507812 Iteration 63Q: 3 clusters Score -5544234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13252 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -5544228.500000 Penalty: 12367.507812 Iteration 64Q: 3 clusters Score -5544228 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -5544233.500000 Penalty: 12367.507812 Iteration 65Q: 3 clusters Score -5544234 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13261 members Mstep: Class 2 contains 10983 members Entering Unmasked Estep Score: -5544240.000000 Penalty: 12367.507812 Iteration 66Q: 3 clusters Score -5544240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 10981 members Entering Unmasked Estep Score: -5544242.000000 Penalty: 12367.507812 Iteration 67Q: 3 clusters Score -5544242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -5544234.500000 Penalty: 12367.507812 Iteration 68Q: 3 clusters Score -5544234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -5544234.500000 Penalty: 12367.507812 Iteration 69F: 3 clusters Score -5544234 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Entering Unmasked Estep Score: -2323076.500000 Penalty: 5634.248535 Iteration 0F: 2 clusters Score -2323076 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -2312865.250000 Penalty: 11268.497070 Iteration 0F: 3 clusters Score -2312865 nChanged 3686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -2314933.750000 Penalty: 11268.497070 Iteration 1F: 3 clusters Score -2314934 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -2315622.000000 Penalty: 11268.497070 Iteration 2F: 3 clusters Score -2315622 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -2316286.500000 Penalty: 11268.497070 Iteration 3F: 3 clusters Score -2316286 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -2317128.500000 Penalty: 11268.497070 Iteration 4F: 3 clusters Score -2317128 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -2318312.000000 Penalty: 11268.497070 Iteration 5F: 3 clusters Score -2318312 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -2319312.000000 Penalty: 11268.497070 Iteration 6F: 3 clusters Score -2319312 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -2319961.250000 Penalty: 11268.497070 Iteration 7F: 3 clusters Score -2319961 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -2320287.250000 Penalty: 11268.497070 Iteration 8Q: 3 clusters Score -2320287 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -2320475.000000 Penalty: 11268.497070 Iteration 9Q: 3 clusters Score -2320475 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -2320583.750000 Penalty: 11268.497070 Iteration 10Q: 3 clusters Score -2320584 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -2320644.250000 Penalty: 11268.497070 Iteration 11Q: 3 clusters Score -2320644 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -2320692.750000 Penalty: 11268.497070 Iteration 12Q: 3 clusters Score -2320693 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -2320724.000000 Penalty: 11268.497070 Iteration 13Q: 3 clusters Score -2320724 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -2320735.500000 Penalty: 11268.497070 Iteration 14Q: 3 clusters Score -2320736 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -2320756.750000 Penalty: 11268.497070 Iteration 15Q: 3 clusters Score -2320757 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -2320771.500000 Penalty: 11268.497070 Iteration 16Q: 3 clusters Score -2320772 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -2320781.750000 Penalty: 11268.497070 Iteration 17Q: 3 clusters Score -2320782 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -2320791.000000 Penalty: 11268.497070 Iteration 18Q: 3 clusters Score -2320791 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -2320802.250000 Penalty: 11268.497070 Iteration 19Q: 3 clusters Score -2320802 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -2320806.750000 Penalty: 11268.497070 Iteration 20F: 3 clusters Score -2320807 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -2320808.500000 Penalty: 11268.497070 Iteration 21Q: 3 clusters Score -2320808 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -2320815.750000 Penalty: 11268.497070 Iteration 22Q: 3 clusters Score -2320816 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -2320813.000000 Penalty: 11268.497070 Iteration 23Q: 3 clusters Score -2320813 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -2320820.750000 Penalty: 11268.497070 Iteration 24Q: 3 clusters Score -2320821 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -2320821.750000 Penalty: 11268.497070 Iteration 25Q: 3 clusters Score -2320822 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -2320824.750000 Penalty: 11268.497070 Iteration 26Q: 3 clusters Score -2320825 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -2320826.750000 Penalty: 11268.497070 Iteration 27Q: 3 clusters Score -2320827 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -2320826.750000 Penalty: 11268.497070 Iteration 28Q: 3 clusters Score -2320827 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -2320829.500000 Penalty: 11268.497070 Iteration 29Q: 3 clusters Score -2320830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -2320832.250000 Penalty: 11268.497070 Iteration 30Q: 3 clusters Score -2320832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -2320835.500000 Penalty: 11268.497070 Iteration 31Q: 3 clusters Score -2320836 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -2320837.250000 Penalty: 11268.497070 Iteration 32Q: 3 clusters Score -2320837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -2320837.000000 Penalty: 11268.497070 Iteration 33Q: 3 clusters Score -2320837 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 7847 members Entering Unmasked Estep Score: -2320837.000000 Penalty: 11268.497070 Iteration 34F: 3 clusters Score -2320837 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (18729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18729 members Entering Unmasked Estep Score: -4347085.500000 Penalty: 6025.669922 Iteration 0F: 2 clusters Score -4347086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -4331510.500000 Penalty: 12051.339844 Iteration 0F: 3 clusters Score -4331510 nChanged 7489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -4335747.000000 Penalty: 12051.339844 Iteration 1F: 3 clusters Score -4335747 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9190 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -4336795.000000 Penalty: 12051.339844 Iteration 2F: 3 clusters Score -4336795 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 9839 members Entering Unmasked Estep Score: -4337811.500000 Penalty: 12051.339844 Iteration 3F: 3 clusters Score -4337812 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 10269 members Entering Unmasked Estep Score: -4338697.500000 Penalty: 12051.339844 Iteration 4F: 3 clusters Score -4338698 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -4339462.000000 Penalty: 12051.339844 Iteration 5F: 3 clusters Score -4339462 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 11580 members Entering Unmasked Estep Score: -4340171.500000 Penalty: 12051.339844 Iteration 6F: 3 clusters Score -4340172 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -4340871.000000 Penalty: 12051.339844 Iteration 7F: 3 clusters Score -4340871 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 13297 members Entering Unmasked Estep Score: -4341600.500000 Penalty: 12051.339844 Iteration 8F: 3 clusters Score -4341600 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -4342259.500000 Penalty: 12051.339844 Iteration 9Q: 3 clusters Score -4342260 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -4342851.500000 Penalty: 12051.339844 Iteration 10Q: 3 clusters Score -4342852 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 15469 members Entering Unmasked Estep Score: -4343372.500000 Penalty: 12051.339844 Iteration 11Q: 3 clusters Score -4343372 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 15938 members Entering Unmasked Estep Score: -4343779.500000 Penalty: 12051.339844 Iteration 12Q: 3 clusters Score -4343780 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 16348 members Entering Unmasked Estep Score: -4344146.500000 Penalty: 12051.339844 Iteration 13Q: 3 clusters Score -4344146 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 16663 members Entering Unmasked Estep Score: -4344404.000000 Penalty: 12051.339844 Iteration 14Q: 3 clusters Score -4344404 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 16912 members Entering Unmasked Estep Score: -4344621.500000 Penalty: 12051.339844 Iteration 15Q: 3 clusters Score -4344622 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 17099 members Entering Unmasked Estep Score: -4344779.000000 Penalty: 12051.339844 Iteration 16Q: 3 clusters Score -4344779 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 17251 members Entering Unmasked Estep Score: -4344903.000000 Penalty: 12051.339844 Iteration 17Q: 3 clusters Score -4344903 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 17389 members Entering Unmasked Estep Score: -4345029.000000 Penalty: 12051.339844 Iteration 18Q: 3 clusters Score -4345029 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 17500 members Entering Unmasked Estep Score: -4345100.000000 Penalty: 12051.339844 Iteration 19Q: 3 clusters Score -4345100 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 17573 members Entering Unmasked Estep Score: -4345174.000000 Penalty: 12051.339844 Iteration 20F: 3 clusters Score -4345174 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 17621 members Entering Unmasked Estep Score: -4345241.500000 Penalty: 12051.339844 Iteration 21Q: 3 clusters Score -4345242 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 17663 members Entering Unmasked Estep Score: -4345298.500000 Penalty: 12051.339844 Iteration 22Q: 3 clusters Score -4345298 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 17696 members Entering Unmasked Estep Score: -4345356.500000 Penalty: 12051.339844 Iteration 23Q: 3 clusters Score -4345356 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 17733 members Entering Unmasked Estep Score: -4345391.000000 Penalty: 12051.339844 Iteration 24Q: 3 clusters Score -4345391 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 17754 members Entering Unmasked Estep Score: -4345415.500000 Penalty: 12051.339844 Iteration 25Q: 3 clusters Score -4345416 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -4345450.000000 Penalty: 12051.339844 Iteration 26Q: 3 clusters Score -4345450 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 17796 members Entering Unmasked Estep Score: -4345493.500000 Penalty: 12051.339844 Iteration 27Q: 3 clusters Score -4345494 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 17810 members Entering Unmasked Estep Score: -4345536.500000 Penalty: 12051.339844 Iteration 28Q: 3 clusters Score -4345536 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 17824 members Entering Unmasked Estep Score: -4345552.000000 Penalty: 12051.339844 Iteration 29Q: 3 clusters Score -4345552 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 17829 members Entering Unmasked Estep Score: -4345556.000000 Penalty: 12051.339844 Iteration 30Q: 3 clusters Score -4345556 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 17839 members Entering Unmasked Estep Score: -4345587.000000 Penalty: 12051.339844 Iteration 31Q: 3 clusters Score -4345587 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 17852 members Entering Unmasked Estep Score: -4345612.000000 Penalty: 12051.339844 Iteration 32Q: 3 clusters Score -4345612 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 17864 members Entering Unmasked Estep Score: -4345628.500000 Penalty: 12051.339844 Iteration 33Q: 3 clusters Score -4345628 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 17866 members Entering Unmasked Estep Score: -4345642.500000 Penalty: 12051.339844 Iteration 34Q: 3 clusters Score -4345642 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 17871 members Entering Unmasked Estep Score: -4345663.500000 Penalty: 12051.339844 Iteration 35Q: 3 clusters Score -4345664 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 17880 members Entering Unmasked Estep Score: -4345670.500000 Penalty: 12051.339844 Iteration 36Q: 3 clusters Score -4345670 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 17885 members Entering Unmasked Estep Score: -4345688.000000 Penalty: 12051.339844 Iteration 37Q: 3 clusters Score -4345688 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 17891 members Entering Unmasked Estep Score: -4345705.500000 Penalty: 12051.339844 Iteration 38Q: 3 clusters Score -4345706 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -4345721.500000 Penalty: 12051.339844 Iteration 39Q: 3 clusters Score -4345722 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 17904 members Entering Unmasked Estep Score: -4345760.500000 Penalty: 12051.339844 Iteration 40F: 3 clusters Score -4345760 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -4345820.000000 Penalty: 12051.339844 Iteration 41Q: 3 clusters Score -4345820 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 17881 members Entering Unmasked Estep Score: -4345916.500000 Penalty: 12051.339844 Iteration 42Q: 3 clusters Score -4345916 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 17867 members Entering Unmasked Estep Score: -4346018.000000 Penalty: 12051.339844 Iteration 43Q: 3 clusters Score -4346018 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 17836 members Entering Unmasked Estep Score: -4346134.000000 Penalty: 12051.339844 Iteration 44Q: 3 clusters Score -4346134 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 17810 members Entering Unmasked Estep Score: -4346219.500000 Penalty: 12051.339844 Iteration 45Q: 3 clusters Score -4346220 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 17780 members Entering Unmasked Estep Score: -4346266.000000 Penalty: 12051.339844 Iteration 46Q: 3 clusters Score -4346266 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 17754 members Entering Unmasked Estep Score: -4346312.500000 Penalty: 12051.339844 Iteration 47Q: 3 clusters Score -4346312 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 17746 members Entering Unmasked Estep Score: -4346333.000000 Penalty: 12051.339844 Iteration 48Q: 3 clusters Score -4346333 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 17744 members Entering Unmasked Estep Score: -4346341.000000 Penalty: 12051.339844 Iteration 49Q: 3 clusters Score -4346341 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 17737 members Entering Unmasked Estep Score: -4346362.000000 Penalty: 12051.339844 Iteration 50Q: 3 clusters Score -4346362 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 17731 members Entering Unmasked Estep Score: -4346377.500000 Penalty: 12051.339844 Iteration 51Q: 3 clusters Score -4346378 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 17727 members Entering Unmasked Estep Score: -4346386.000000 Penalty: 12051.339844 Iteration 52Q: 3 clusters Score -4346386 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 17727 members Entering Unmasked Estep Score: -4346394.500000 Penalty: 12051.339844 Iteration 53Q: 3 clusters Score -4346394 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 17723 members Entering Unmasked Estep Score: -4346402.500000 Penalty: 12051.339844 Iteration 54Q: 3 clusters Score -4346402 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 17716 members Entering Unmasked Estep Score: -4346420.000000 Penalty: 12051.339844 Iteration 55Q: 3 clusters Score -4346420 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 17712 members Entering Unmasked Estep Score: -4346423.000000 Penalty: 12051.339844 Iteration 56Q: 3 clusters Score -4346423 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 17711 members Entering Unmasked Estep Score: -4346435.000000 Penalty: 12051.339844 Iteration 57Q: 3 clusters Score -4346435 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 17709 members Entering Unmasked Estep Score: -4346442.000000 Penalty: 12051.339844 Iteration 58Q: 3 clusters Score -4346442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 17709 members Entering Unmasked Estep Score: -4346440.000000 Penalty: 12051.339844 Iteration 59Q: 3 clusters Score -4346440 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 17710 members Entering Unmasked Estep Score: -4346456.000000 Penalty: 12051.339844 Iteration 60F: 3 clusters Score -4346456 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 17701 members Entering Unmasked Estep Score: -4346463.000000 Penalty: 12051.339844 Iteration 61Q: 3 clusters Score -4346463 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 17701 members Entering Unmasked Estep Score: -4346460.500000 Penalty: 12051.339844 Iteration 62Q: 3 clusters Score -4346460 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 17702 members Entering Unmasked Estep Score: -4346460.500000 Penalty: 12051.339844 Iteration 63Q: 3 clusters Score -4346460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 17701 members Entering Unmasked Estep Score: -4346463.000000 Penalty: 12051.339844 Iteration 64Q: 3 clusters Score -4346463 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 17700 members Entering Unmasked Estep Score: -4346467.500000 Penalty: 12051.339844 Iteration 65Q: 3 clusters Score -4346468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 17701 members Entering Unmasked Estep Score: -4346464.500000 Penalty: 12051.339844 Iteration 66Q: 3 clusters Score -4346464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 17701 members Entering Unmasked Estep Score: -4346464.500000 Penalty: 12051.339844 Iteration 67F: 3 clusters Score -4346464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 2 contains 120639 members Mstep: Class 3 contains 38177 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 31176 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 2546 members Mstep: Class 10 contains 1940 members Mstep: Class 11 contains 42498 members Mstep: Class 12 contains 40072 members Mstep: Class 14 contains 522 members Mstep: Class 16 contains 24244 members Mstep: Class 17 contains 9885 members Mstep: Class 18 contains 18729 members Entering Unmasked Estep ConsiderDeletion Score: -101682208.000000 Penalty: 143230.031250 Iteration 39Q: 19 clusters Score -1.016822e+08 nChanged 3712 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 120107 members Mstep: Class 3 contains 37761 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 84201 members Mstep: Class 6 contains 31183 members Mstep: Class 7 contains 1462 members Mstep: Class 8 contains 3062 members Mstep: Class 9 contains 11159 members Mstep: Class 10 contains 1920 members Mstep: Class 11 contains 42421 members Mstep: Class 12 contains 40612 members Mstep: Class 13 contains 7447 members Mstep: Class 14 contains 524 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23989 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18709 members Entering Unmasked Estep ConsiderDeletion Score: -101684304.000000 Penalty: 143230.031250 Iteration 40F: 19 clusters Score -1.016843e+08 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 119739 members Mstep: Class 3 contains 37376 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83881 members Mstep: Class 6 contains 31161 members Mstep: Class 7 contains 1449 members Mstep: Class 8 contains 3245 members Mstep: Class 9 contains 12119 members Mstep: Class 10 contains 1918 members Mstep: Class 11 contains 42339 members Mstep: Class 12 contains 40890 members Mstep: Class 13 contains 7484 members Mstep: Class 14 contains 528 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23666 members Mstep: Class 17 contains 9880 members Mstep: Class 18 contains 18725 members Entering Unmasked Estep ConsiderDeletion Score: -101685000.000000 Penalty: 143230.031250 Iteration 41Q: 19 clusters Score -1.01685e+08 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 119545 members Mstep: Class 3 contains 37126 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83678 members Mstep: Class 6 contains 31146 members Mstep: Class 7 contains 1447 members Mstep: Class 8 contains 3315 members Mstep: Class 9 contains 12646 members Mstep: Class 10 contains 1915 members Mstep: Class 11 contains 42319 members Mstep: Class 12 contains 41102 members Mstep: Class 13 contains 7492 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23510 members Mstep: Class 17 contains 9880 members Mstep: Class 18 contains 18744 members Entering Unmasked Estep ConsiderDeletion Score: -101685416.000000 Penalty: 143230.031250 Iteration 42Q: 19 clusters Score -1.016854e+08 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 119448 members Mstep: Class 3 contains 36934 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83587 members Mstep: Class 6 contains 31143 members Mstep: Class 7 contains 1446 members Mstep: Class 8 contains 3343 members Mstep: Class 9 contains 12939 members Mstep: Class 10 contains 1920 members Mstep: Class 11 contains 42338 members Mstep: Class 12 contains 41231 members Mstep: Class 13 contains 7496 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23399 members Mstep: Class 17 contains 9880 members Mstep: Class 18 contains 18759 members Entering Unmasked Estep ConsiderDeletion Score: -101685608.000000 Penalty: 143230.031250 Iteration 43Q: 19 clusters Score -1.016856e+08 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119365 members Mstep: Class 3 contains 36821 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83504 members Mstep: Class 6 contains 31141 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3357 members Mstep: Class 9 contains 13167 members Mstep: Class 10 contains 1919 members Mstep: Class 11 contains 42351 members Mstep: Class 12 contains 41326 members Mstep: Class 13 contains 7496 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23319 members Mstep: Class 17 contains 9878 members Mstep: Class 18 contains 18772 members Entering Unmasked Estep ConsiderDeletion Score: -101685720.000000 Penalty: 143230.031250 Iteration 44Q: 19 clusters Score -1.016857e+08 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119305 members Mstep: Class 3 contains 36730 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83442 members Mstep: Class 6 contains 31137 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3370 members Mstep: Class 9 contains 13296 members Mstep: Class 10 contains 1923 members Mstep: Class 11 contains 42379 members Mstep: Class 12 contains 41400 members Mstep: Class 13 contains 7498 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23273 members Mstep: Class 17 contains 9878 members Mstep: Class 18 contains 18785 members Entering Unmasked Estep ConsiderDeletion Score: -101685960.000000 Penalty: 143230.031250 Iteration 45Q: 19 clusters Score -1.01686e+08 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119270 members Mstep: Class 3 contains 36655 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83406 members Mstep: Class 6 contains 31136 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3373 members Mstep: Class 9 contains 13395 members Mstep: Class 10 contains 1926 members Mstep: Class 11 contains 42401 members Mstep: Class 12 contains 41449 members Mstep: Class 13 contains 7498 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23236 members Mstep: Class 17 contains 9878 members Mstep: Class 18 contains 18793 members Entering Unmasked Estep ConsiderDeletion Score: -101686184.000000 Penalty: 143230.031250 Iteration 46Q: 19 clusters Score -1.016862e+08 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119229 members Mstep: Class 3 contains 36611 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83389 members Mstep: Class 6 contains 31136 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3375 members Mstep: Class 9 contains 13459 members Mstep: Class 10 contains 1926 members Mstep: Class 11 contains 42419 members Mstep: Class 12 contains 41494 members Mstep: Class 13 contains 7498 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23198 members Mstep: Class 17 contains 9878 members Mstep: Class 18 contains 18804 members Entering Unmasked Estep ConsiderDeletion Score: -101686304.000000 Penalty: 143230.031250 Iteration 47Q: 19 clusters Score -1.016863e+08 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119200 members Mstep: Class 3 contains 36574 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83382 members Mstep: Class 6 contains 31137 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3377 members Mstep: Class 9 contains 13506 members Mstep: Class 10 contains 1926 members Mstep: Class 11 contains 42431 members Mstep: Class 12 contains 41529 members Mstep: Class 13 contains 7498 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23165 members Mstep: Class 17 contains 9878 members Mstep: Class 18 contains 18813 members Entering Unmasked Estep ConsiderDeletion Score: -101686128.000000 Penalty: 143230.031250 Iteration 48Q: 19 clusters Score -1.016861e+08 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119171 members Mstep: Class 3 contains 36551 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83373 members Mstep: Class 6 contains 31136 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13543 members Mstep: Class 10 contains 1927 members Mstep: Class 11 contains 42440 members Mstep: Class 12 contains 41555 members Mstep: Class 13 contains 7497 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23147 members Mstep: Class 17 contains 9878 members Mstep: Class 18 contains 18819 members Entering Unmasked Estep ConsiderDeletion Score: -101686112.000000 Penalty: 143230.031250 Iteration 49Q: 19 clusters Score -1.016861e+08 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119155 members Mstep: Class 3 contains 36535 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83368 members Mstep: Class 6 contains 31135 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13569 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42449 members Mstep: Class 12 contains 41570 members Mstep: Class 13 contains 7499 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23131 members Mstep: Class 17 contains 9878 members Mstep: Class 18 contains 18820 members Entering Unmasked Estep ConsiderDeletion Score: -101686136.000000 Penalty: 143230.031250 Iteration 50Q: 19 clusters Score -1.016861e+08 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119141 members Mstep: Class 3 contains 36516 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83367 members Mstep: Class 6 contains 31134 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13598 members Mstep: Class 10 contains 1927 members Mstep: Class 11 contains 42455 members Mstep: Class 12 contains 41585 members Mstep: Class 13 contains 7503 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23111 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18821 members Entering Unmasked Estep ConsiderDeletion Score: -101686336.000000 Penalty: 143230.031250 Iteration 51Q: 19 clusters Score -1.016863e+08 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119135 members Mstep: Class 3 contains 36500 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83364 members Mstep: Class 6 contains 31134 members Mstep: Class 7 contains 1445 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13613 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42455 members Mstep: Class 12 contains 41593 members Mstep: Class 13 contains 7505 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23109 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18822 members Entering Unmasked Estep ConsiderDeletion Score: -101686328.000000 Penalty: 143230.031250 Iteration 52Q: 19 clusters Score -1.016863e+08 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119127 members Mstep: Class 3 contains 36490 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83356 members Mstep: Class 6 contains 31134 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13630 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42456 members Mstep: Class 12 contains 41607 members Mstep: Class 13 contains 7505 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23103 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18823 members Entering Unmasked Estep ConsiderDeletion Score: -101686320.000000 Penalty: 143230.031250 Iteration 53Q: 19 clusters Score -1.016863e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119120 members Mstep: Class 3 contains 36486 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83351 members Mstep: Class 6 contains 31134 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13641 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42453 members Mstep: Class 12 contains 41623 members Mstep: Class 13 contains 7505 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23095 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18823 members Entering Unmasked Estep ConsiderDeletion Score: -101686312.000000 Penalty: 143230.031250 Iteration 54Q: 19 clusters Score -1.016863e+08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119112 members Mstep: Class 3 contains 36480 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83348 members Mstep: Class 6 contains 31132 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13655 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42450 members Mstep: Class 12 contains 41631 members Mstep: Class 13 contains 7505 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23092 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18826 members Entering Unmasked Estep ConsiderDeletion Score: -101686424.000000 Penalty: 143230.031250 Iteration 55Q: 19 clusters Score -1.016864e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119109 members Mstep: Class 3 contains 36481 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83349 members Mstep: Class 6 contains 31132 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13657 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42451 members Mstep: Class 12 contains 41633 members Mstep: Class 13 contains 7505 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23089 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686432.000000 Penalty: 143230.031250 Iteration 56Q: 19 clusters Score -1.016864e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119109 members Mstep: Class 3 contains 36479 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83349 members Mstep: Class 6 contains 31132 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13662 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42450 members Mstep: Class 12 contains 41635 members Mstep: Class 13 contains 7505 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23085 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686424.000000 Penalty: 143230.031250 Iteration 57Q: 19 clusters Score -1.016864e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 36478 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83347 members Mstep: Class 6 contains 31132 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13666 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42448 members Mstep: Class 12 contains 41638 members Mstep: Class 13 contains 7505 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23084 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686480.000000 Penalty: 143230.031250 Iteration 58Q: 19 clusters Score -1.016865e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 36475 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83343 members Mstep: Class 6 contains 31132 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13671 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42450 members Mstep: Class 12 contains 41638 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23083 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686504.000000 Penalty: 143230.031250 Iteration 59Q: 19 clusters Score -1.016865e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119109 members Mstep: Class 3 contains 36473 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 31132 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13672 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42453 members Mstep: Class 12 contains 41641 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23078 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686552.000000 Penalty: 143230.031250 Iteration 60F: 19 clusters Score -1.016866e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 36472 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83343 members Mstep: Class 6 contains 31131 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13672 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42456 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686496.000000 Penalty: 143230.031250 Iteration 61Q: 19 clusters Score -1.016865e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119107 members Mstep: Class 3 contains 36471 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 31131 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13673 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686464.000000 Penalty: 143230.031250 Iteration 62Q: 19 clusters Score -1.016865e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 36470 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 31131 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13673 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686480.000000 Penalty: 143230.031250 Iteration 63Q: 19 clusters Score -1.016865e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 36470 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 31131 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13673 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101686480.000000 Penalty: 143230.031250 Iteration 64F: 19 clusters Score -1.016865e+08 nChanged 0 Entering ConstructFrom: Score: -101686480.000000 Penalty: 143230.031250 Entering ConstructFrom: Trying to split cluster 1 (1931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Entering Unmasked Estep Score: -419265.781250 Penalty: 4634.048340 Iteration 0F: 2 clusters Score -419265.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -414399.156250 Penalty: 9268.096680 Iteration 0F: 3 clusters Score -414399.2 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -415269.156250 Penalty: 9268.096680 Iteration 1F: 3 clusters Score -415269.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -416278.562500 Penalty: 9268.096680 Iteration 2F: 3 clusters Score -416278.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -417604.437500 Penalty: 9268.096680 Iteration 3F: 3 clusters Score -417604.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -418335.937500 Penalty: 9268.096680 Iteration 4F: 3 clusters Score -418335.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -418929.031250 Penalty: 9268.096680 Iteration 5F: 3 clusters Score -418929 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -419577.500000 Penalty: 9268.096680 Iteration 6F: 3 clusters Score -419577.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -420215.531250 Penalty: 9268.096680 Iteration 7F: 3 clusters Score -420215.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -421166.937500 Penalty: 9268.096680 Iteration 8Q: 3 clusters Score -421166.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -422645.187500 Penalty: 9268.096680 Iteration 9Q: 3 clusters Score -422645.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -422822.562500 Penalty: 9268.096680 Iteration 10Q: 3 clusters Score -422822.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -422837.687500 Penalty: 9268.096680 Iteration 11Q: 3 clusters Score -422837.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -422839.031250 Penalty: 9268.096680 Iteration 12F: 3 clusters Score -422839 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -422851.875000 Penalty: 9268.096680 Iteration 13Q: 3 clusters Score -422851.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -422858.687500 Penalty: 9268.096680 Iteration 14Q: 3 clusters Score -422858.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -422862.406250 Penalty: 9268.096680 Iteration 15Q: 3 clusters Score -422862.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -422862.406250 Penalty: 9268.096680 Iteration 16F: 3 clusters Score -422862.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 36470 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 31131 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13673 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Mstep: Class 19 contains 1010 members Entering Unmasked Estep Score: -101687088.000000 Penalty: 151187.265625 Splitting cluster 1 changes total score from -101686480.000000 to -101687088.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 2 (119108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119108 members Entering Unmasked Estep Score: -28032108.000000 Penalty: 7158.769043 Iteration 0F: 2 clusters Score -2.803211e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59508 members Mstep: Class 2 contains 59600 members Entering Unmasked Estep Score: -27952560.000000 Penalty: 14317.538086 Iteration 0F: 3 clusters Score -2.795256e+07 nChanged 55073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59841 members Mstep: Class 2 contains 59267 members Entering Unmasked Estep Score: -27982490.000000 Penalty: 14317.538086 Iteration 1F: 3 clusters Score -2.798249e+07 nChanged 4632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60089 members Mstep: Class 2 contains 59019 members Entering Unmasked Estep Score: -27983790.000000 Penalty: 14317.538086 Iteration 2Q: 3 clusters Score -2.798379e+07 nChanged 4376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60465 members Mstep: Class 2 contains 58643 members Entering Unmasked Estep Score: -27984758.000000 Penalty: 14317.538086 Iteration 3Q: 3 clusters Score -2.798476e+07 nChanged 4110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61143 members Mstep: Class 2 contains 57965 members Entering Unmasked Estep Score: -27986056.000000 Penalty: 14317.538086 Iteration 4Q: 3 clusters Score -2.798606e+07 nChanged 4129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62130 members Mstep: Class 2 contains 56978 members Entering Unmasked Estep Score: -27987248.000000 Penalty: 14317.538086 Iteration 5Q: 3 clusters Score -2.798725e+07 nChanged 4376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63474 members Mstep: Class 2 contains 55634 members Entering Unmasked Estep Score: -27988754.000000 Penalty: 14317.538086 Iteration 6Q: 3 clusters Score -2.798875e+07 nChanged 4659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65423 members Mstep: Class 2 contains 53685 members Entering Unmasked Estep Score: -27990308.000000 Penalty: 14317.538086 Iteration 7Q: 3 clusters Score -2.799031e+07 nChanged 5185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68130 members Mstep: Class 2 contains 50978 members Entering Unmasked Estep Score: -27992582.000000 Penalty: 14317.538086 Iteration 8Q: 3 clusters Score -2.799258e+07 nChanged 5746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71762 members Mstep: Class 2 contains 47346 members Entering Unmasked Estep Score: -27995482.000000 Penalty: 14317.538086 Iteration 9Q: 3 clusters Score -2.799548e+07 nChanged 6343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76407 members Mstep: Class 2 contains 42701 members Entering Unmasked Estep Score: -27998656.000000 Penalty: 14317.538086 Iteration 10F: 3 clusters Score -2.799866e+07 nChanged 6524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81845 members Mstep: Class 2 contains 37263 members Entering Unmasked Estep Score: -28002634.000000 Penalty: 14317.538086 Iteration 11F: 3 clusters Score -2.800263e+07 nChanged 7003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88154 members Mstep: Class 2 contains 30954 members Entering Unmasked Estep Score: -28007306.000000 Penalty: 14317.538086 Iteration 12F: 3 clusters Score -2.800731e+07 nChanged 7119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94931 members Mstep: Class 2 contains 24177 members Entering Unmasked Estep Score: -28012190.000000 Penalty: 14317.538086 Iteration 13F: 3 clusters Score -2.801219e+07 nChanged 6593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101340 members Mstep: Class 2 contains 17768 members Entering Unmasked Estep Score: -28017052.000000 Penalty: 14317.538086 Iteration 14F: 3 clusters Score -2.801705e+07 nChanged 5419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106695 members Mstep: Class 2 contains 12413 members Entering Unmasked Estep Score: -28020908.000000 Penalty: 14317.538086 Iteration 15Q: 3 clusters Score -2.802091e+07 nChanged 3898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110571 members Mstep: Class 2 contains 8537 members Entering Unmasked Estep Score: -28023540.000000 Penalty: 14317.538086 Iteration 16Q: 3 clusters Score -2.802354e+07 nChanged 2596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113141 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -28025168.000000 Penalty: 14317.538086 Iteration 17Q: 3 clusters Score -2.802517e+07 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114686 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -28026064.000000 Penalty: 14317.538086 Iteration 18Q: 3 clusters Score -2.802606e+07 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115613 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -28026506.000000 Penalty: 14317.538086 Iteration 19Q: 3 clusters Score -2.802651e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116170 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -28026806.000000 Penalty: 14317.538086 Iteration 20F: 3 clusters Score -2.802681e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116499 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -28026974.000000 Penalty: 14317.538086 Iteration 21Q: 3 clusters Score -2.802697e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116689 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -28027066.000000 Penalty: 14317.538086 Iteration 22Q: 3 clusters Score -2.802707e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116802 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -28027110.000000 Penalty: 14317.538086 Iteration 23Q: 3 clusters Score -2.802711e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116887 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -28027152.000000 Penalty: 14317.538086 Iteration 24Q: 3 clusters Score -2.802715e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116937 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -28027220.000000 Penalty: 14317.538086 Iteration 25Q: 3 clusters Score -2.802722e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116968 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -28027226.000000 Penalty: 14317.538086 Iteration 26Q: 3 clusters Score -2.802723e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116987 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -28027238.000000 Penalty: 14317.538086 Iteration 27Q: 3 clusters Score -2.802724e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117004 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -28027228.000000 Penalty: 14317.538086 Iteration 28Q: 3 clusters Score -2.802723e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117019 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -28027232.000000 Penalty: 14317.538086 Iteration 29Q: 3 clusters Score -2.802723e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117023 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -28027222.000000 Penalty: 14317.538086 Iteration 30Q: 3 clusters Score -2.802722e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117034 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -28027258.000000 Penalty: 14317.538086 Iteration 31Q: 3 clusters Score -2.802726e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117043 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -28027238.000000 Penalty: 14317.538086 Iteration 32Q: 3 clusters Score -2.802724e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117051 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -28027238.000000 Penalty: 14317.538086 Iteration 33Q: 3 clusters Score -2.802724e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117058 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -28027246.000000 Penalty: 14317.538086 Iteration 34Q: 3 clusters Score -2.802725e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117063 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -28027240.000000 Penalty: 14317.538086 Iteration 35Q: 3 clusters Score -2.802724e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117066 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -28027238.000000 Penalty: 14317.538086 Iteration 36Q: 3 clusters Score -2.802724e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117070 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -28027230.000000 Penalty: 14317.538086 Iteration 37Q: 3 clusters Score -2.802723e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117078 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -28027232.000000 Penalty: 14317.538086 Iteration 38Q: 3 clusters Score -2.802723e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117081 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -28027218.000000 Penalty: 14317.538086 Iteration 39Q: 3 clusters Score -2.802722e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117085 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -28027222.000000 Penalty: 14317.538086 Iteration 40F: 3 clusters Score -2.802722e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117087 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -28027246.000000 Penalty: 14317.538086 Iteration 41Q: 3 clusters Score -2.802725e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117088 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -28027250.000000 Penalty: 14317.538086 Iteration 42Q: 3 clusters Score -2.802725e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117091 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -28027258.000000 Penalty: 14317.538086 Iteration 43Q: 3 clusters Score -2.802726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117093 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -28027270.000000 Penalty: 14317.538086 Iteration 44Q: 3 clusters Score -2.802727e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117096 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -28027266.000000 Penalty: 14317.538086 Iteration 45Q: 3 clusters Score -2.802727e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117098 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -28027264.000000 Penalty: 14317.538086 Iteration 46Q: 3 clusters Score -2.802726e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117101 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -28027276.000000 Penalty: 14317.538086 Iteration 47Q: 3 clusters Score -2.802728e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117104 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -28027266.000000 Penalty: 14317.538086 Iteration 48Q: 3 clusters Score -2.802727e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117106 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -28027280.000000 Penalty: 14317.538086 Iteration 49Q: 3 clusters Score -2.802728e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117110 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -28027270.000000 Penalty: 14317.538086 Iteration 50Q: 3 clusters Score -2.802727e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117112 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -28027264.000000 Penalty: 14317.538086 Iteration 51Q: 3 clusters Score -2.802726e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117113 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -28027280.000000 Penalty: 14317.538086 Iteration 52Q: 3 clusters Score -2.802728e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117116 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -28027260.000000 Penalty: 14317.538086 Iteration 53Q: 3 clusters Score -2.802726e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117118 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -28027268.000000 Penalty: 14317.538086 Iteration 54Q: 3 clusters Score -2.802727e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117119 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -28027266.000000 Penalty: 14317.538086 Iteration 55Q: 3 clusters Score -2.802727e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117120 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -28027268.000000 Penalty: 14317.538086 Iteration 56Q: 3 clusters Score -2.802727e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117121 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -28027278.000000 Penalty: 14317.538086 Iteration 57Q: 3 clusters Score -2.802728e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117121 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -28027278.000000 Penalty: 14317.538086 Iteration 58F: 3 clusters Score -2.802728e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (36470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36470 members Entering Unmasked Estep Score: -8432093.000000 Penalty: 6433.850586 Iteration 0F: 2 clusters Score -8432093 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18238 members Mstep: Class 2 contains 18232 members Entering Unmasked Estep Score: -8405161.000000 Penalty: 12867.701172 Iteration 0F: 3 clusters Score -8405161 nChanged 15633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17833 members Mstep: Class 2 contains 18637 members Entering Unmasked Estep Score: -8413751.000000 Penalty: 12867.701172 Iteration 1F: 3 clusters Score -8413751 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17326 members Mstep: Class 2 contains 19144 members Entering Unmasked Estep Score: -8415272.000000 Penalty: 12867.701172 Iteration 2F: 3 clusters Score -8415272 nChanged 2588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16600 members Mstep: Class 2 contains 19870 members Entering Unmasked Estep Score: -8417666.000000 Penalty: 12867.701172 Iteration 3F: 3 clusters Score -8417666 nChanged 3034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15702 members Mstep: Class 2 contains 20768 members Entering Unmasked Estep Score: -8421512.000000 Penalty: 12867.701172 Iteration 4F: 3 clusters Score -8421512 nChanged 3341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15109 members Mstep: Class 2 contains 21361 members Entering Unmasked Estep Score: -8425509.000000 Penalty: 12867.701172 Iteration 5F: 3 clusters Score -8425509 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15006 members Mstep: Class 2 contains 21464 members Entering Unmasked Estep Score: -8427772.000000 Penalty: 12867.701172 Iteration 6F: 3 clusters Score -8427772 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15236 members Mstep: Class 2 contains 21234 members Entering Unmasked Estep Score: -8428851.000000 Penalty: 12867.701172 Iteration 7F: 3 clusters Score -8428851 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15556 members Mstep: Class 2 contains 20914 members Entering Unmasked Estep Score: -8429434.000000 Penalty: 12867.701172 Iteration 8Q: 3 clusters Score -8429434 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15955 members Mstep: Class 2 contains 20515 members Entering Unmasked Estep Score: -8429795.000000 Penalty: 12867.701172 Iteration 9Q: 3 clusters Score -8429795 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -8430138.000000 Penalty: 12867.701172 Iteration 10Q: 3 clusters Score -8430138 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 19687 members Entering Unmasked Estep Score: -8430408.000000 Penalty: 12867.701172 Iteration 11Q: 3 clusters Score -8430408 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17212 members Mstep: Class 2 contains 19258 members Entering Unmasked Estep Score: -8430666.000000 Penalty: 12867.701172 Iteration 12Q: 3 clusters Score -8430666 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 18815 members Entering Unmasked Estep Score: -8430915.000000 Penalty: 12867.701172 Iteration 13Q: 3 clusters Score -8430915 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18098 members Mstep: Class 2 contains 18372 members Entering Unmasked Estep Score: -8431110.000000 Penalty: 12867.701172 Iteration 14Q: 3 clusters Score -8431110 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18614 members Mstep: Class 2 contains 17856 members Entering Unmasked Estep Score: -8431293.000000 Penalty: 12867.701172 Iteration 15Q: 3 clusters Score -8431293 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19118 members Mstep: Class 2 contains 17352 members Entering Unmasked Estep Score: -8431484.000000 Penalty: 12867.701172 Iteration 16Q: 3 clusters Score -8431484 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19639 members Mstep: Class 2 contains 16831 members Entering Unmasked Estep Score: -8431646.000000 Penalty: 12867.701172 Iteration 17Q: 3 clusters Score -8431646 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20182 members Mstep: Class 2 contains 16288 members Entering Unmasked Estep Score: -8431817.000000 Penalty: 12867.701172 Iteration 18Q: 3 clusters Score -8431817 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20785 members Mstep: Class 2 contains 15685 members Entering Unmasked Estep Score: -8431991.000000 Penalty: 12867.701172 Iteration 19Q: 3 clusters Score -8431991 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21383 members Mstep: Class 2 contains 15087 members Entering Unmasked Estep Score: -8432140.000000 Penalty: 12867.701172 Iteration 20F: 3 clusters Score -8432140 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22060 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -8432346.000000 Penalty: 12867.701172 Iteration 21Q: 3 clusters Score -8432346 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22757 members Mstep: Class 2 contains 13713 members Entering Unmasked Estep Score: -8432632.000000 Penalty: 12867.701172 Iteration 22Q: 3 clusters Score -8432632 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23468 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -8432869.000000 Penalty: 12867.701172 Iteration 23Q: 3 clusters Score -8432869 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24184 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -8433165.000000 Penalty: 12867.701172 Iteration 24Q: 3 clusters Score -8433165 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24981 members Mstep: Class 2 contains 11489 members Entering Unmasked Estep Score: -8433536.000000 Penalty: 12867.701172 Iteration 25Q: 3 clusters Score -8433536 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25794 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -8434000.000000 Penalty: 12867.701172 Iteration 26Q: 3 clusters Score -8434000 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26633 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -8434610.000000 Penalty: 12867.701172 Iteration 27Q: 3 clusters Score -8434610 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27428 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -8435172.000000 Penalty: 12867.701172 Iteration 28Q: 3 clusters Score -8435172 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28163 members Mstep: Class 2 contains 8307 members Entering Unmasked Estep Score: -8435757.000000 Penalty: 12867.701172 Iteration 29Q: 3 clusters Score -8435757 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28809 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -8436139.000000 Penalty: 12867.701172 Iteration 30Q: 3 clusters Score -8436139 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29323 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -8436391.000000 Penalty: 12867.701172 Iteration 31Q: 3 clusters Score -8436391 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29762 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -8436606.000000 Penalty: 12867.701172 Iteration 32Q: 3 clusters Score -8436606 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30144 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -8436817.000000 Penalty: 12867.701172 Iteration 33Q: 3 clusters Score -8436817 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30478 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -8437023.000000 Penalty: 12867.701172 Iteration 34Q: 3 clusters Score -8437023 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30776 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -8437160.000000 Penalty: 12867.701172 Iteration 35Q: 3 clusters Score -8437160 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31012 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -8437305.000000 Penalty: 12867.701172 Iteration 36Q: 3 clusters Score -8437305 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31168 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -8437381.000000 Penalty: 12867.701172 Iteration 37Q: 3 clusters Score -8437381 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31276 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -8437408.000000 Penalty: 12867.701172 Iteration 38Q: 3 clusters Score -8437408 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31367 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -8437462.000000 Penalty: 12867.701172 Iteration 39Q: 3 clusters Score -8437462 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31428 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -8437497.000000 Penalty: 12867.701172 Iteration 40F: 3 clusters Score -8437497 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31471 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -8437489.000000 Penalty: 12867.701172 Iteration 41Q: 3 clusters Score -8437489 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31500 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -8437505.000000 Penalty: 12867.701172 Iteration 42Q: 3 clusters Score -8437505 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31522 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -8437517.000000 Penalty: 12867.701172 Iteration 43Q: 3 clusters Score -8437517 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31541 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -8437531.000000 Penalty: 12867.701172 Iteration 44Q: 3 clusters Score -8437531 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31559 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -8437521.000000 Penalty: 12867.701172 Iteration 45Q: 3 clusters Score -8437521 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31581 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -8437523.000000 Penalty: 12867.701172 Iteration 46Q: 3 clusters Score -8437523 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31602 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -8437538.000000 Penalty: 12867.701172 Iteration 47Q: 3 clusters Score -8437538 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31620 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -8437525.000000 Penalty: 12867.701172 Iteration 48Q: 3 clusters Score -8437525 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31637 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -8437537.000000 Penalty: 12867.701172 Iteration 49Q: 3 clusters Score -8437537 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31650 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -8437544.000000 Penalty: 12867.701172 Iteration 50Q: 3 clusters Score -8437544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31660 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -8437541.000000 Penalty: 12867.701172 Iteration 51Q: 3 clusters Score -8437541 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31667 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -8437534.000000 Penalty: 12867.701172 Iteration 52Q: 3 clusters Score -8437534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31673 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -8437536.000000 Penalty: 12867.701172 Iteration 53Q: 3 clusters Score -8437536 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31676 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -8437539.000000 Penalty: 12867.701172 Iteration 54Q: 3 clusters Score -8437539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31676 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -8437539.000000 Penalty: 12867.701172 Iteration 55F: 3 clusters Score -8437539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 31676 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 31131 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13673 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4794 members Entering Unmasked Estep Score: -101691048.000000 Penalty: 159144.484375 Splitting cluster 3 changes total score from -101686480.000000 to -101691048.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 4 (1326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Entering Unmasked Estep Score: -266933.750000 Penalty: 4403.827637 Iteration 0F: 2 clusters Score -266933.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -262937.031250 Penalty: 8807.655273 Iteration 0F: 3 clusters Score -262937 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -264489.593750 Penalty: 8807.655273 Iteration 1F: 3 clusters Score -264489.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -265932.750000 Penalty: 8807.655273 Iteration 2F: 3 clusters Score -265932.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -266793.125000 Penalty: 8807.655273 Iteration 3F: 3 clusters Score -266793.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -267094.406250 Penalty: 8807.655273 Iteration 4Q: 3 clusters Score -267094.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -267314.156250 Penalty: 8807.655273 Iteration 5Q: 3 clusters Score -267314.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -267460.437500 Penalty: 8807.655273 Iteration 6Q: 3 clusters Score -267460.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -267645.125000 Penalty: 8807.655273 Iteration 7Q: 3 clusters Score -267645.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -267729.875000 Penalty: 8807.655273 Iteration 8Q: 3 clusters Score -267729.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -267755.531250 Penalty: 8807.655273 Iteration 9Q: 3 clusters Score -267755.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -267776.812500 Penalty: 8807.655273 Iteration 10Q: 3 clusters Score -267776.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -267796.968750 Penalty: 8807.655273 Iteration 11Q: 3 clusters Score -267797 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -267819.406250 Penalty: 8807.655273 Iteration 12Q: 3 clusters Score -267819.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -267830.687500 Penalty: 8807.655273 Iteration 13Q: 3 clusters Score -267830.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -267834.218750 Penalty: 8807.655273 Iteration 14Q: 3 clusters Score -267834.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -267835.468750 Penalty: 8807.655273 Iteration 15Q: 3 clusters Score -267835.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -267848.375000 Penalty: 8807.655273 Iteration 16F: 3 clusters Score -267848.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -267952.781250 Penalty: 8807.655273 Iteration 17Q: 3 clusters Score -267952.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -268022.031250 Penalty: 8807.655273 Iteration 18Q: 3 clusters Score -268022 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -268064.718750 Penalty: 8807.655273 Iteration 19Q: 3 clusters Score -268064.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -268082.781250 Penalty: 8807.655273 Iteration 20F: 3 clusters Score -268082.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -268089.312500 Penalty: 8807.655273 Iteration 21Q: 3 clusters Score -268089.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -268104.562500 Penalty: 8807.655273 Iteration 22Q: 3 clusters Score -268104.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -268107.781250 Penalty: 8807.655273 Iteration 23Q: 3 clusters Score -268107.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -268123.312500 Penalty: 8807.655273 Iteration 24Q: 3 clusters Score -268123.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -268134.031250 Penalty: 8807.655273 Iteration 25Q: 3 clusters Score -268134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -268152.437500 Penalty: 8807.655273 Iteration 26Q: 3 clusters Score -268152.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -268163.781250 Penalty: 8807.655273 Iteration 27Q: 3 clusters Score -268163.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -268171.062500 Penalty: 8807.655273 Iteration 28Q: 3 clusters Score -268171.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -268174.812500 Penalty: 8807.655273 Iteration 29Q: 3 clusters Score -268174.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -268178.593750 Penalty: 8807.655273 Iteration 30Q: 3 clusters Score -268178.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -268187.062500 Penalty: 8807.655273 Iteration 31Q: 3 clusters Score -268187.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -268191.062500 Penalty: 8807.655273 Iteration 32Q: 3 clusters Score -268191.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -268194.062500 Penalty: 8807.655273 Iteration 33Q: 3 clusters Score -268194.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -268196.906250 Penalty: 8807.655273 Iteration 34Q: 3 clusters Score -268196.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -268204.437500 Penalty: 8807.655273 Iteration 35Q: 3 clusters Score -268204.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -268208.187500 Penalty: 8807.655273 Iteration 36Q: 3 clusters Score -268208.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -268212.437500 Penalty: 8807.655273 Iteration 37Q: 3 clusters Score -268212.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -268212.437500 Penalty: 8807.655273 Iteration 38F: 3 clusters Score -268212.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 31676 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 31131 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13673 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4794 members Mstep: Class 21 contains 567 members Entering Unmasked Estep Score: -101688752.000000 Penalty: 167101.703125 Splitting cluster 4 changes total score from -101686480.000000 to -101688752.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 5 (83342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83342 members Entering Unmasked Estep Score: -19815894.000000 Penalty: 6940.058594 Iteration 0F: 2 clusters Score -1.981589e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41617 members Mstep: Class 2 contains 41725 members Entering Unmasked Estep Score: -19761986.000000 Penalty: 13880.117188 Iteration 0F: 3 clusters Score -1.976199e+07 nChanged 37894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41113 members Mstep: Class 2 contains 42229 members Entering Unmasked Estep Score: -19782796.000000 Penalty: 13880.117188 Iteration 1F: 3 clusters Score -1.97828e+07 nChanged 3504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40743 members Mstep: Class 2 contains 42599 members Entering Unmasked Estep Score: -19783724.000000 Penalty: 13880.117188 Iteration 2Q: 3 clusters Score -1.978372e+07 nChanged 3135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40232 members Mstep: Class 2 contains 43110 members Entering Unmasked Estep Score: -19784526.000000 Penalty: 13880.117188 Iteration 3Q: 3 clusters Score -1.978453e+07 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39490 members Mstep: Class 2 contains 43852 members Entering Unmasked Estep Score: -19785256.000000 Penalty: 13880.117188 Iteration 4Q: 3 clusters Score -1.978526e+07 nChanged 2536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38610 members Mstep: Class 2 contains 44732 members Entering Unmasked Estep Score: -19785866.000000 Penalty: 13880.117188 Iteration 5Q: 3 clusters Score -1.978587e+07 nChanged 2494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37478 members Mstep: Class 2 contains 45864 members Entering Unmasked Estep Score: -19786548.000000 Penalty: 13880.117188 Iteration 6Q: 3 clusters Score -1.978655e+07 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35927 members Mstep: Class 2 contains 47415 members Entering Unmasked Estep Score: -19787446.000000 Penalty: 13880.117188 Iteration 7Q: 3 clusters Score -1.978745e+07 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33889 members Mstep: Class 2 contains 49453 members Entering Unmasked Estep Score: -19788492.000000 Penalty: 13880.117188 Iteration 8Q: 3 clusters Score -1.978849e+07 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31201 members Mstep: Class 2 contains 52141 members Entering Unmasked Estep Score: -19789792.000000 Penalty: 13880.117188 Iteration 9Q: 3 clusters Score -1.978979e+07 nChanged 3814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27749 members Mstep: Class 2 contains 55593 members Entering Unmasked Estep Score: -19791728.000000 Penalty: 13880.117188 Iteration 10Q: 3 clusters Score -1.979173e+07 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23499 members Mstep: Class 2 contains 59843 members Entering Unmasked Estep Score: -19794530.000000 Penalty: 13880.117188 Iteration 11F: 3 clusters Score -1.979453e+07 nChanged 5081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18542 members Mstep: Class 2 contains 64800 members Entering Unmasked Estep Score: -19798286.000000 Penalty: 13880.117188 Iteration 12F: 3 clusters Score -1.979829e+07 nChanged 5204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13408 members Mstep: Class 2 contains 69934 members Entering Unmasked Estep Score: -19802374.000000 Penalty: 13880.117188 Iteration 13F: 3 clusters Score -1.980237e+07 nChanged 4515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 74375 members Entering Unmasked Estep Score: -19806064.000000 Penalty: 13880.117188 Iteration 14F: 3 clusters Score -1.980606e+07 nChanged 3284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 77629 members Entering Unmasked Estep Score: -19808466.000000 Penalty: 13880.117188 Iteration 15Q: 3 clusters Score -1.980847e+07 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 79632 members Entering Unmasked Estep Score: -19809548.000000 Penalty: 13880.117188 Iteration 16Q: 3 clusters Score -1.980955e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 80769 members Entering Unmasked Estep Score: -19809970.000000 Penalty: 13880.117188 Iteration 17Q: 3 clusters Score -1.980997e+07 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 81370 members Entering Unmasked Estep Score: -19810158.000000 Penalty: 13880.117188 Iteration 18Q: 3 clusters Score -1.981016e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 81702 members Entering Unmasked Estep Score: -19810314.000000 Penalty: 13880.117188 Iteration 19Q: 3 clusters Score -1.981031e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 81894 members Entering Unmasked Estep Score: -19810376.000000 Penalty: 13880.117188 Iteration 20F: 3 clusters Score -1.981038e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 82014 members Entering Unmasked Estep Score: -19810398.000000 Penalty: 13880.117188 Iteration 21Q: 3 clusters Score -1.98104e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 82094 members Entering Unmasked Estep Score: -19810474.000000 Penalty: 13880.117188 Iteration 22Q: 3 clusters Score -1.981047e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 82160 members Entering Unmasked Estep Score: -19810472.000000 Penalty: 13880.117188 Iteration 23Q: 3 clusters Score -1.981047e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 82204 members Entering Unmasked Estep Score: -19810514.000000 Penalty: 13880.117188 Iteration 24Q: 3 clusters Score -1.981051e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 82232 members Entering Unmasked Estep Score: -19810548.000000 Penalty: 13880.117188 Iteration 25Q: 3 clusters Score -1.981055e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 82260 members Entering Unmasked Estep Score: -19810560.000000 Penalty: 13880.117188 Iteration 26Q: 3 clusters Score -1.981056e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 82274 members Entering Unmasked Estep Score: -19810576.000000 Penalty: 13880.117188 Iteration 27Q: 3 clusters Score -1.981058e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 82288 members Entering Unmasked Estep Score: -19810582.000000 Penalty: 13880.117188 Iteration 28Q: 3 clusters Score -1.981058e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 82295 members Entering Unmasked Estep Score: -19810602.000000 Penalty: 13880.117188 Iteration 29Q: 3 clusters Score -1.98106e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 82300 members Entering Unmasked Estep Score: -19810600.000000 Penalty: 13880.117188 Iteration 30Q: 3 clusters Score -1.98106e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 82308 members Entering Unmasked Estep Score: -19810610.000000 Penalty: 13880.117188 Iteration 31Q: 3 clusters Score -1.981061e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 82309 members Entering Unmasked Estep Score: -19810604.000000 Penalty: 13880.117188 Iteration 32Q: 3 clusters Score -1.98106e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 82310 members Entering Unmasked Estep Score: -19810610.000000 Penalty: 13880.117188 Iteration 33Q: 3 clusters Score -1.981061e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 82312 members Entering Unmasked Estep Score: -19810620.000000 Penalty: 13880.117188 Iteration 34Q: 3 clusters Score -1.981062e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 82311 members Entering Unmasked Estep Score: -19810622.000000 Penalty: 13880.117188 Iteration 35Q: 3 clusters Score -1.981062e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 82310 members Entering Unmasked Estep Score: -19810616.000000 Penalty: 13880.117188 Iteration 36Q: 3 clusters Score -1.981062e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 82310 members Entering Unmasked Estep Score: -19810616.000000 Penalty: 13880.117188 Iteration 37F: 3 clusters Score -1.981062e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (31131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31131 members Entering Unmasked Estep Score: -7271735.500000 Penalty: 6336.900391 Iteration 0F: 2 clusters Score -7271736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 15551 members Entering Unmasked Estep Score: -7248271.000000 Penalty: 12673.800781 Iteration 0F: 3 clusters Score -7248271 nChanged 13407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14697 members Mstep: Class 2 contains 16434 members Entering Unmasked Estep Score: -7258169.000000 Penalty: 12673.800781 Iteration 1F: 3 clusters Score -7258169 nChanged 3965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13446 members Mstep: Class 2 contains 17685 members Entering Unmasked Estep Score: -7265217.500000 Penalty: 12673.800781 Iteration 2F: 3 clusters Score -7265218 nChanged 4164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12406 members Mstep: Class 2 contains 18725 members Entering Unmasked Estep Score: -7270753.500000 Penalty: 12673.800781 Iteration 3F: 3 clusters Score -7270754 nChanged 2596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12002 members Mstep: Class 2 contains 19129 members Entering Unmasked Estep Score: -7272581.000000 Penalty: 12673.800781 Iteration 4F: 3 clusters Score -7272581 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 19244 members Entering Unmasked Estep Score: -7272966.500000 Penalty: 12673.800781 Iteration 5Q: 3 clusters Score -7272966 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 19284 members Entering Unmasked Estep Score: -7273098.000000 Penalty: 12673.800781 Iteration 6Q: 3 clusters Score -7273098 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11829 members Mstep: Class 2 contains 19302 members Entering Unmasked Estep Score: -7273150.000000 Penalty: 12673.800781 Iteration 7Q: 3 clusters Score -7273150 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 19289 members Entering Unmasked Estep Score: -7273163.500000 Penalty: 12673.800781 Iteration 8Q: 3 clusters Score -7273164 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 19298 members Entering Unmasked Estep Score: -7273172.500000 Penalty: 12673.800781 Iteration 9Q: 3 clusters Score -7273172 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 19304 members Entering Unmasked Estep Score: -7273184.000000 Penalty: 12673.800781 Iteration 10Q: 3 clusters Score -7273184 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 19308 members Entering Unmasked Estep Score: -7273195.000000 Penalty: 12673.800781 Iteration 11Q: 3 clusters Score -7273195 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 19308 members Entering Unmasked Estep Score: -7273206.000000 Penalty: 12673.800781 Iteration 12Q: 3 clusters Score -7273206 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 19311 members Entering Unmasked Estep Score: -7273212.500000 Penalty: 12673.800781 Iteration 13Q: 3 clusters Score -7273212 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 19314 members Entering Unmasked Estep Score: -7273212.000000 Penalty: 12673.800781 Iteration 14Q: 3 clusters Score -7273212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 19315 members Entering Unmasked Estep Score: -7273210.500000 Penalty: 12673.800781 Iteration 15Q: 3 clusters Score -7273210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 19315 members Entering Unmasked Estep Score: -7273209.500000 Penalty: 12673.800781 Iteration 16Q: 3 clusters Score -7273210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 19316 members Entering Unmasked Estep Score: -7273211.000000 Penalty: 12673.800781 Iteration 17Q: 3 clusters Score -7273211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 19316 members Entering Unmasked Estep Score: -7273211.000000 Penalty: 12673.800781 Iteration 18F: 3 clusters Score -7273211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 31676 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 11815 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 3379 members Mstep: Class 9 contains 13673 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4794 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19316 members Entering Unmasked Estep Score: -101688568.000000 Penalty: 175058.937500 Splitting cluster 6 changes total score from -101686480.000000 to -101688568.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 7 (1444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Entering Unmasked Estep Score: -321507.875000 Penalty: 4456.042969 Iteration 0F: 2 clusters Score -321507.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -316996.875000 Penalty: 8912.085938 Iteration 0F: 3 clusters Score -316996.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -317507.281250 Penalty: 8912.085938 Iteration 1F: 3 clusters Score -317507.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -317753.843750 Penalty: 8912.085938 Iteration 2F: 3 clusters Score -317753.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -317999.656250 Penalty: 8912.085938 Iteration 3Q: 3 clusters Score -317999.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -318230.156250 Penalty: 8912.085938 Iteration 4Q: 3 clusters Score -318230.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -318387.375000 Penalty: 8912.085938 Iteration 5Q: 3 clusters Score -318387.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -318531.593750 Penalty: 8912.085938 Iteration 6Q: 3 clusters Score -318531.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -318655.000000 Penalty: 8912.085938 Iteration 7Q: 3 clusters Score -318655 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -318813.343750 Penalty: 8912.085938 Iteration 8Q: 3 clusters Score -318813.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -318987.437500 Penalty: 8912.085938 Iteration 9Q: 3 clusters Score -318987.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -319181.031250 Penalty: 8912.085938 Iteration 10Q: 3 clusters Score -319181 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -319448.031250 Penalty: 8912.085938 Iteration 11Q: 3 clusters Score -319448 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -320060.531250 Penalty: 8912.085938 Iteration 12Q: 3 clusters Score -320060.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -320596.343750 Penalty: 8912.085938 Iteration 13Q: 3 clusters Score -320596.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -320821.406250 Penalty: 8912.085938 Iteration 14Q: 3 clusters Score -320821.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -320991.031250 Penalty: 8912.085938 Iteration 15Q: 3 clusters Score -320991 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -321122.875000 Penalty: 8912.085938 Iteration 16Q: 3 clusters Score -321122.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -321194.343750 Penalty: 8912.085938 Iteration 17Q: 3 clusters Score -321194.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -321201.906250 Penalty: 8912.085938 Iteration 18Q: 3 clusters Score -321201.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -321204.937500 Penalty: 8912.085938 Iteration 19Q: 3 clusters Score -321204.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -321206.687500 Penalty: 8912.085938 Iteration 20F: 3 clusters Score -321206.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -321211.062500 Penalty: 8912.085938 Iteration 21Q: 3 clusters Score -321211.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -321212.906250 Penalty: 8912.085938 Iteration 22Q: 3 clusters Score -321212.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -321212.906250 Penalty: 8912.085938 Iteration 23F: 3 clusters Score -321212.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Entering Unmasked Estep Score: -742096.812500 Penalty: 4976.767578 Iteration 0F: 2 clusters Score -742096.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -736693.125000 Penalty: 9953.535156 Iteration 0F: 3 clusters Score -736693.1 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -738957.437500 Penalty: 9953.535156 Iteration 1F: 3 clusters Score -738957.4 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -741351.500000 Penalty: 9953.535156 Iteration 2F: 3 clusters Score -741351.5 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -743527.187500 Penalty: 9953.535156 Iteration 3F: 3 clusters Score -743527.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -744277.625000 Penalty: 9953.535156 Iteration 4F: 3 clusters Score -744277.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -744437.312500 Penalty: 9953.535156 Iteration 5Q: 3 clusters Score -744437.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -744495.375000 Penalty: 9953.535156 Iteration 6Q: 3 clusters Score -744495.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -744513.437500 Penalty: 9953.535156 Iteration 7Q: 3 clusters Score -744513.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -744517.750000 Penalty: 9953.535156 Iteration 8Q: 3 clusters Score -744517.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -744519.000000 Penalty: 9953.535156 Iteration 9Q: 3 clusters Score -744519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -744519.000000 Penalty: 9953.535156 Iteration 10F: 3 clusters Score -744519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 31676 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 11815 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 13673 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4794 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19316 members Mstep: Class 23 contains 753 members Entering Unmasked Estep Score: -101688120.000000 Penalty: 183016.156250 Splitting cluster 8 changes total score from -101686480.000000 to -101688120.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 9 (13673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13673 members Entering Unmasked Estep Score: -3160212.750000 Penalty: 5832.946777 Iteration 0F: 2 clusters Score -3160213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -3147753.500000 Penalty: 11665.893555 Iteration 0F: 3 clusters Score -3147754 nChanged 5322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -3150699.750000 Penalty: 11665.893555 Iteration 1F: 3 clusters Score -3150700 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -3151314.000000 Penalty: 11665.893555 Iteration 2F: 3 clusters Score -3151314 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -3151769.750000 Penalty: 11665.893555 Iteration 3F: 3 clusters Score -3151770 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -3152119.750000 Penalty: 11665.893555 Iteration 4Q: 3 clusters Score -3152120 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -3152503.750000 Penalty: 11665.893555 Iteration 5Q: 3 clusters Score -3152504 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -3152868.750000 Penalty: 11665.893555 Iteration 6Q: 3 clusters Score -3152869 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -3153292.500000 Penalty: 11665.893555 Iteration 7Q: 3 clusters Score -3153292 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -3153900.750000 Penalty: 11665.893555 Iteration 8Q: 3 clusters Score -3153901 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -3154893.250000 Penalty: 11665.893555 Iteration 9F: 3 clusters Score -3154893 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -3156678.250000 Penalty: 11665.893555 Iteration 10F: 3 clusters Score -3156678 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -3158923.750000 Penalty: 11665.893555 Iteration 11F: 3 clusters Score -3158924 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -3160897.250000 Penalty: 11665.893555 Iteration 12F: 3 clusters Score -3160897 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -3162706.500000 Penalty: 11665.893555 Iteration 13F: 3 clusters Score -3162706 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -3164001.000000 Penalty: 11665.893555 Iteration 14F: 3 clusters Score -3164001 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -3164935.000000 Penalty: 11665.893555 Iteration 15Q: 3 clusters Score -3164935 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -3165375.000000 Penalty: 11665.893555 Iteration 16Q: 3 clusters Score -3165375 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -3165545.500000 Penalty: 11665.893555 Iteration 17Q: 3 clusters Score -3165546 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -3165622.500000 Penalty: 11665.893555 Iteration 18Q: 3 clusters Score -3165622 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -3165657.500000 Penalty: 11665.893555 Iteration 19Q: 3 clusters Score -3165658 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -3165674.750000 Penalty: 11665.893555 Iteration 20F: 3 clusters Score -3165675 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -3165691.000000 Penalty: 11665.893555 Iteration 21Q: 3 clusters Score -3165691 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -3165689.750000 Penalty: 11665.893555 Iteration 22Q: 3 clusters Score -3165690 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -3165692.750000 Penalty: 11665.893555 Iteration 23Q: 3 clusters Score -3165693 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -3165702.000000 Penalty: 11665.893555 Iteration 24Q: 3 clusters Score -3165702 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -3165709.750000 Penalty: 11665.893555 Iteration 25Q: 3 clusters Score -3165710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -3165706.250000 Penalty: 11665.893555 Iteration 26Q: 3 clusters Score -3165706 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -3165707.750000 Penalty: 11665.893555 Iteration 27Q: 3 clusters Score -3165708 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -3165703.500000 Penalty: 11665.893555 Iteration 28Q: 3 clusters Score -3165704 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -3165708.500000 Penalty: 11665.893555 Iteration 29Q: 3 clusters Score -3165708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -3165706.000000 Penalty: 11665.893555 Iteration 30Q: 3 clusters Score -3165706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -3165708.000000 Penalty: 11665.893555 Iteration 31Q: 3 clusters Score -3165708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -3165708.000000 Penalty: 11665.893555 Iteration 32F: 3 clusters Score -3165708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 31676 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 11815 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 7908 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 23075 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4794 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19316 members Mstep: Class 23 contains 753 members Mstep: Class 24 contains 5765 members Entering Unmasked Estep Score: -101691512.000000 Penalty: 190973.375000 Splitting cluster 9 changes total score from -101686480.000000 to -101691512.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 10 (1928 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Entering Unmasked Estep Score: -443169.125000 Penalty: 4633.096191 Iteration 0F: 2 clusters Score -443169.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -438325.187500 Penalty: 9266.192383 Iteration 0F: 3 clusters Score -438325.2 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -439446.218750 Penalty: 9266.192383 Iteration 1F: 3 clusters Score -439446.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -440498.281250 Penalty: 9266.192383 Iteration 2F: 3 clusters Score -440498.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -441236.656250 Penalty: 9266.192383 Iteration 3F: 3 clusters Score -441236.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -441643.281250 Penalty: 9266.192383 Iteration 4F: 3 clusters Score -441643.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -441812.750000 Penalty: 9266.192383 Iteration 5Q: 3 clusters Score -441812.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -441901.093750 Penalty: 9266.192383 Iteration 6Q: 3 clusters Score -441901.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -441939.000000 Penalty: 9266.192383 Iteration 7Q: 3 clusters Score -441939 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -441951.687500 Penalty: 9266.192383 Iteration 8Q: 3 clusters Score -441951.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -441956.718750 Penalty: 9266.192383 Iteration 9Q: 3 clusters Score -441956.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -441956.718750 Penalty: 9266.192383 Iteration 10F: 3 clusters Score -441956.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (42458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42458 members Entering Unmasked Estep Score: -10110698.000000 Penalty: 6526.965820 Iteration 0F: 2 clusters Score -1.01107e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21160 members Mstep: Class 2 contains 21298 members Entering Unmasked Estep Score: -10080064.000000 Penalty: 13053.931641 Iteration 0F: 3 clusters Score -1.008006e+07 nChanged 18280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20874 members Mstep: Class 2 contains 21584 members Entering Unmasked Estep Score: -10090141.000000 Penalty: 13053.931641 Iteration 1F: 3 clusters Score -1.009014e+07 nChanged 2749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20579 members Mstep: Class 2 contains 21879 members Entering Unmasked Estep Score: -10091777.000000 Penalty: 13053.931641 Iteration 2F: 3 clusters Score -1.009178e+07 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20019 members Mstep: Class 2 contains 22439 members Entering Unmasked Estep Score: -10093599.000000 Penalty: 13053.931641 Iteration 3F: 3 clusters Score -1.00936e+07 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19084 members Mstep: Class 2 contains 23374 members Entering Unmasked Estep Score: -10095583.000000 Penalty: 13053.931641 Iteration 4F: 3 clusters Score -1.009558e+07 nChanged 2894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17816 members Mstep: Class 2 contains 24642 members Entering Unmasked Estep Score: -10097782.000000 Penalty: 13053.931641 Iteration 5F: 3 clusters Score -1.009778e+07 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16267 members Mstep: Class 2 contains 26191 members Entering Unmasked Estep Score: -10099925.000000 Penalty: 13053.931641 Iteration 6F: 3 clusters Score -1.009992e+07 nChanged 2752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 27861 members Entering Unmasked Estep Score: -10101916.000000 Penalty: 13053.931641 Iteration 7F: 3 clusters Score -1.010192e+07 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 29520 members Entering Unmasked Estep Score: -10103591.000000 Penalty: 13053.931641 Iteration 8F: 3 clusters Score -1.010359e+07 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 30883 members Entering Unmasked Estep Score: -10104762.000000 Penalty: 13053.931641 Iteration 9Q: 3 clusters Score -1.010476e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 32028 members Entering Unmasked Estep Score: -10105506.000000 Penalty: 13053.931641 Iteration 10Q: 3 clusters Score -1.010551e+07 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 33029 members Entering Unmasked Estep Score: -10106075.000000 Penalty: 13053.931641 Iteration 11Q: 3 clusters Score -1.010608e+07 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 33949 members Entering Unmasked Estep Score: -10106507.000000 Penalty: 13053.931641 Iteration 12Q: 3 clusters Score -1.010651e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 34783 members Entering Unmasked Estep Score: -10106907.000000 Penalty: 13053.931641 Iteration 13Q: 3 clusters Score -1.010691e+07 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 35557 members Entering Unmasked Estep Score: -10107343.000000 Penalty: 13053.931641 Iteration 14Q: 3 clusters Score -1.010734e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 36268 members Entering Unmasked Estep Score: -10107703.000000 Penalty: 13053.931641 Iteration 15Q: 3 clusters Score -1.01077e+07 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 36940 members Entering Unmasked Estep Score: -10108121.000000 Penalty: 13053.931641 Iteration 16Q: 3 clusters Score -1.010812e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 37537 members Entering Unmasked Estep Score: -10108565.000000 Penalty: 13053.931641 Iteration 17Q: 3 clusters Score -1.010856e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 38096 members Entering Unmasked Estep Score: -10109020.000000 Penalty: 13053.931641 Iteration 18Q: 3 clusters Score -1.010902e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 38522 members Entering Unmasked Estep Score: -10109485.000000 Penalty: 13053.931641 Iteration 19Q: 3 clusters Score -1.010948e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 38822 members Entering Unmasked Estep Score: -10109850.000000 Penalty: 13053.931641 Iteration 20F: 3 clusters Score -1.010985e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 39023 members Entering Unmasked Estep Score: -10110122.000000 Penalty: 13053.931641 Iteration 21Q: 3 clusters Score -1.011012e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 39132 members Entering Unmasked Estep Score: -10110203.000000 Penalty: 13053.931641 Iteration 22Q: 3 clusters Score -1.01102e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 39204 members Entering Unmasked Estep Score: -10110261.000000 Penalty: 13053.931641 Iteration 23Q: 3 clusters Score -1.011026e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 39243 members Entering Unmasked Estep Score: -10110277.000000 Penalty: 13053.931641 Iteration 24Q: 3 clusters Score -1.011028e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 39258 members Entering Unmasked Estep Score: -10110263.000000 Penalty: 13053.931641 Iteration 25Q: 3 clusters Score -1.011026e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 39261 members Entering Unmasked Estep Score: -10110277.000000 Penalty: 13053.931641 Iteration 26Q: 3 clusters Score -1.011028e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 39272 members Entering Unmasked Estep Score: -10110281.000000 Penalty: 13053.931641 Iteration 27Q: 3 clusters Score -1.011028e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 39276 members Entering Unmasked Estep Score: -10110271.000000 Penalty: 13053.931641 Iteration 28Q: 3 clusters Score -1.011027e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 39283 members Entering Unmasked Estep Score: -10110269.000000 Penalty: 13053.931641 Iteration 29Q: 3 clusters Score -1.011027e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 39284 members Entering Unmasked Estep Score: -10110276.000000 Penalty: 13053.931641 Iteration 30Q: 3 clusters Score -1.011028e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 39284 members Entering Unmasked Estep Score: -10110276.000000 Penalty: 13053.931641 Iteration 31F: 3 clusters Score -1.011028e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (41643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41643 members Entering Unmasked Estep Score: -9656416.000000 Penalty: 6515.094238 Iteration 0F: 2 clusters Score -9656416 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20877 members Mstep: Class 2 contains 20766 members Entering Unmasked Estep Score: -9626081.000000 Penalty: 13030.188477 Iteration 0F: 3 clusters Score -9626081 nChanged 18224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20265 members Mstep: Class 2 contains 21378 members Entering Unmasked Estep Score: -9637803.000000 Penalty: 13030.188477 Iteration 1F: 3 clusters Score -9637803 nChanged 3964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19153 members Mstep: Class 2 contains 22490 members Entering Unmasked Estep Score: -9642471.000000 Penalty: 13030.188477 Iteration 2F: 3 clusters Score -9642471 nChanged 4635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17568 members Mstep: Class 2 contains 24075 members Entering Unmasked Estep Score: -9647916.000000 Penalty: 13030.188477 Iteration 3F: 3 clusters Score -9647916 nChanged 4076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 25387 members Entering Unmasked Estep Score: -9651448.000000 Penalty: 13030.188477 Iteration 4F: 3 clusters Score -9651448 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15379 members Mstep: Class 2 contains 26264 members Entering Unmasked Estep Score: -9652977.000000 Penalty: 13030.188477 Iteration 5F: 3 clusters Score -9652977 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 26869 members Entering Unmasked Estep Score: -9653438.000000 Penalty: 13030.188477 Iteration 6Q: 3 clusters Score -9653438 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14307 members Mstep: Class 2 contains 27336 members Entering Unmasked Estep Score: -9653737.000000 Penalty: 13030.188477 Iteration 7Q: 3 clusters Score -9653737 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 27759 members Entering Unmasked Estep Score: -9653871.000000 Penalty: 13030.188477 Iteration 8Q: 3 clusters Score -9653871 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13560 members Mstep: Class 2 contains 28083 members Entering Unmasked Estep Score: -9653948.000000 Penalty: 13030.188477 Iteration 9Q: 3 clusters Score -9653948 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 28337 members Entering Unmasked Estep Score: -9653967.000000 Penalty: 13030.188477 Iteration 10Q: 3 clusters Score -9653967 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13066 members Mstep: Class 2 contains 28577 members Entering Unmasked Estep Score: -9654014.000000 Penalty: 13030.188477 Iteration 11Q: 3 clusters Score -9654014 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 28782 members Entering Unmasked Estep Score: -9654051.000000 Penalty: 13030.188477 Iteration 12Q: 3 clusters Score -9654051 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 28956 members Entering Unmasked Estep Score: -9654063.000000 Penalty: 13030.188477 Iteration 13Q: 3 clusters Score -9654063 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12517 members Mstep: Class 2 contains 29126 members Entering Unmasked Estep Score: -9654109.000000 Penalty: 13030.188477 Iteration 14Q: 3 clusters Score -9654109 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 29299 members Entering Unmasked Estep Score: -9654178.000000 Penalty: 13030.188477 Iteration 15Q: 3 clusters Score -9654178 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 29458 members Entering Unmasked Estep Score: -9654170.000000 Penalty: 13030.188477 Iteration 16Q: 3 clusters Score -9654170 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 29598 members Entering Unmasked Estep Score: -9654167.000000 Penalty: 13030.188477 Iteration 17Q: 3 clusters Score -9654167 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 29718 members Entering Unmasked Estep Score: -9654191.000000 Penalty: 13030.188477 Iteration 18Q: 3 clusters Score -9654191 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 29838 members Entering Unmasked Estep Score: -9654212.000000 Penalty: 13030.188477 Iteration 19Q: 3 clusters Score -9654212 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 29957 members Entering Unmasked Estep Score: -9654216.000000 Penalty: 13030.188477 Iteration 20F: 3 clusters Score -9654216 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 30083 members Entering Unmasked Estep Score: -9654229.000000 Penalty: 13030.188477 Iteration 21Q: 3 clusters Score -9654229 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 30233 members Entering Unmasked Estep Score: -9654236.000000 Penalty: 13030.188477 Iteration 22Q: 3 clusters Score -9654236 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 30374 members Entering Unmasked Estep Score: -9654264.000000 Penalty: 13030.188477 Iteration 23Q: 3 clusters Score -9654264 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 30526 members Entering Unmasked Estep Score: -9654295.000000 Penalty: 13030.188477 Iteration 24Q: 3 clusters Score -9654295 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 30659 members Entering Unmasked Estep Score: -9654312.000000 Penalty: 13030.188477 Iteration 25Q: 3 clusters Score -9654312 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10838 members Mstep: Class 2 contains 30805 members Entering Unmasked Estep Score: -9654352.000000 Penalty: 13030.188477 Iteration 26Q: 3 clusters Score -9654352 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 30948 members Entering Unmasked Estep Score: -9654381.000000 Penalty: 13030.188477 Iteration 27Q: 3 clusters Score -9654381 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 31075 members Entering Unmasked Estep Score: -9654385.000000 Penalty: 13030.188477 Iteration 28Q: 3 clusters Score -9654385 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 31205 members Entering Unmasked Estep Score: -9654428.000000 Penalty: 13030.188477 Iteration 29Q: 3 clusters Score -9654428 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Mstep: Class 2 contains 31336 members Entering Unmasked Estep Score: -9654450.000000 Penalty: 13030.188477 Iteration 30Q: 3 clusters Score -9654450 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10158 members Mstep: Class 2 contains 31485 members Entering Unmasked Estep Score: -9654460.000000 Penalty: 13030.188477 Iteration 31Q: 3 clusters Score -9654460 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 31630 members Entering Unmasked Estep Score: -9654500.000000 Penalty: 13030.188477 Iteration 32Q: 3 clusters Score -9654500 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 31785 members Entering Unmasked Estep Score: -9654525.000000 Penalty: 13030.188477 Iteration 33Q: 3 clusters Score -9654525 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 31959 members Entering Unmasked Estep Score: -9654545.000000 Penalty: 13030.188477 Iteration 34Q: 3 clusters Score -9654545 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 32130 members Entering Unmasked Estep Score: -9654560.000000 Penalty: 13030.188477 Iteration 35Q: 3 clusters Score -9654560 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 32301 members Entering Unmasked Estep Score: -9654597.000000 Penalty: 13030.188477 Iteration 36Q: 3 clusters Score -9654597 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 32492 members Entering Unmasked Estep Score: -9654629.000000 Penalty: 13030.188477 Iteration 37Q: 3 clusters Score -9654629 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 32699 members Entering Unmasked Estep Score: -9654684.000000 Penalty: 13030.188477 Iteration 38Q: 3 clusters Score -9654684 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 32906 members Entering Unmasked Estep Score: -9654744.000000 Penalty: 13030.188477 Iteration 39Q: 3 clusters Score -9654744 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 33105 members Entering Unmasked Estep Score: -9654793.000000 Penalty: 13030.188477 Iteration 40F: 3 clusters Score -9654793 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 33329 members Entering Unmasked Estep Score: -9654845.000000 Penalty: 13030.188477 Iteration 41Q: 3 clusters Score -9654845 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 33539 members Entering Unmasked Estep Score: -9654878.000000 Penalty: 13030.188477 Iteration 42Q: 3 clusters Score -9654878 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 33765 members Entering Unmasked Estep Score: -9654915.000000 Penalty: 13030.188477 Iteration 43Q: 3 clusters Score -9654915 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 33960 members Entering Unmasked Estep Score: -9654971.000000 Penalty: 13030.188477 Iteration 44Q: 3 clusters Score -9654971 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 34140 members Entering Unmasked Estep Score: -9655035.000000 Penalty: 13030.188477 Iteration 45Q: 3 clusters Score -9655035 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 34310 members Entering Unmasked Estep Score: -9655062.000000 Penalty: 13030.188477 Iteration 46Q: 3 clusters Score -9655062 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 34476 members Entering Unmasked Estep Score: -9655106.000000 Penalty: 13030.188477 Iteration 47Q: 3 clusters Score -9655106 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 34629 members Entering Unmasked Estep Score: -9655112.000000 Penalty: 13030.188477 Iteration 48Q: 3 clusters Score -9655112 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 34765 members Entering Unmasked Estep Score: -9655158.000000 Penalty: 13030.188477 Iteration 49Q: 3 clusters Score -9655158 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 34898 members Entering Unmasked Estep Score: -9655166.000000 Penalty: 13030.188477 Iteration 50Q: 3 clusters Score -9655166 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 35011 members Entering Unmasked Estep Score: -9655169.000000 Penalty: 13030.188477 Iteration 51Q: 3 clusters Score -9655169 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 35117 members Entering Unmasked Estep Score: -9655186.000000 Penalty: 13030.188477 Iteration 52Q: 3 clusters Score -9655186 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 35217 members Entering Unmasked Estep Score: -9655164.000000 Penalty: 13030.188477 Iteration 53Q: 3 clusters Score -9655164 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 35292 members Entering Unmasked Estep Score: -9655174.000000 Penalty: 13030.188477 Iteration 54Q: 3 clusters Score -9655174 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 35372 members Entering Unmasked Estep Score: -9655190.000000 Penalty: 13030.188477 Iteration 55Q: 3 clusters Score -9655190 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 35449 members Entering Unmasked Estep Score: -9655201.000000 Penalty: 13030.188477 Iteration 56Q: 3 clusters Score -9655201 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 35523 members Entering Unmasked Estep Score: -9655249.000000 Penalty: 13030.188477 Iteration 57Q: 3 clusters Score -9655249 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 35598 members Entering Unmasked Estep Score: -9655258.000000 Penalty: 13030.188477 Iteration 58Q: 3 clusters Score -9655258 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 35671 members Entering Unmasked Estep Score: -9655276.000000 Penalty: 13030.188477 Iteration 59Q: 3 clusters Score -9655276 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 35730 members Entering Unmasked Estep Score: -9655284.000000 Penalty: 13030.188477 Iteration 60F: 3 clusters Score -9655284 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 35774 members Entering Unmasked Estep Score: -9655281.000000 Penalty: 13030.188477 Iteration 61Q: 3 clusters Score -9655281 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 35814 members Entering Unmasked Estep Score: -9655301.000000 Penalty: 13030.188477 Iteration 62Q: 3 clusters Score -9655301 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 35854 members Entering Unmasked Estep Score: -9655313.000000 Penalty: 13030.188477 Iteration 63Q: 3 clusters Score -9655313 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 35885 members Entering Unmasked Estep Score: -9655308.000000 Penalty: 13030.188477 Iteration 64Q: 3 clusters Score -9655308 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 35906 members Entering Unmasked Estep Score: -9655306.000000 Penalty: 13030.188477 Iteration 65Q: 3 clusters Score -9655306 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 35934 members Entering Unmasked Estep Score: -9655312.000000 Penalty: 13030.188477 Iteration 66Q: 3 clusters Score -9655312 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 35954 members Entering Unmasked Estep Score: -9655333.000000 Penalty: 13030.188477 Iteration 67Q: 3 clusters Score -9655333 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 35972 members Entering Unmasked Estep Score: -9655316.000000 Penalty: 13030.188477 Iteration 68Q: 3 clusters Score -9655316 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 35992 members Entering Unmasked Estep Score: -9655323.000000 Penalty: 13030.188477 Iteration 69Q: 3 clusters Score -9655323 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 36009 members Entering Unmasked Estep Score: -9655333.000000 Penalty: 13030.188477 Iteration 70Q: 3 clusters Score -9655333 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 36041 members Entering Unmasked Estep Score: -9655334.000000 Penalty: 13030.188477 Iteration 71Q: 3 clusters Score -9655334 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 36066 members Entering Unmasked Estep Score: -9655356.000000 Penalty: 13030.188477 Iteration 72Q: 3 clusters Score -9655356 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 36081 members Entering Unmasked Estep Score: -9655361.000000 Penalty: 13030.188477 Iteration 73Q: 3 clusters Score -9655361 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 36097 members Entering Unmasked Estep Score: -9655353.000000 Penalty: 13030.188477 Iteration 74Q: 3 clusters Score -9655353 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 36113 members Entering Unmasked Estep Score: -9655357.000000 Penalty: 13030.188477 Iteration 75Q: 3 clusters Score -9655357 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 36126 members Entering Unmasked Estep Score: -9655353.000000 Penalty: 13030.188477 Iteration 76Q: 3 clusters Score -9655353 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 36137 members Entering Unmasked Estep Score: -9655347.000000 Penalty: 13030.188477 Iteration 77Q: 3 clusters Score -9655347 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 36150 members Entering Unmasked Estep Score: -9655346.000000 Penalty: 13030.188477 Iteration 78Q: 3 clusters Score -9655346 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 36169 members Entering Unmasked Estep Score: -9655354.000000 Penalty: 13030.188477 Iteration 79Q: 3 clusters Score -9655354 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 36183 members Entering Unmasked Estep Score: -9655358.000000 Penalty: 13030.188477 Iteration 80F: 3 clusters Score -9655358 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 36193 members Entering Unmasked Estep Score: -9655353.000000 Penalty: 13030.188477 Iteration 81Q: 3 clusters Score -9655353 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 36207 members Entering Unmasked Estep Score: -9655370.000000 Penalty: 13030.188477 Iteration 82Q: 3 clusters Score -9655370 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 36222 members Entering Unmasked Estep Score: -9655356.000000 Penalty: 13030.188477 Iteration 83Q: 3 clusters Score -9655356 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 36240 members Entering Unmasked Estep Score: -9655356.000000 Penalty: 13030.188477 Iteration 84Q: 3 clusters Score -9655356 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 36263 members Entering Unmasked Estep Score: -9655364.000000 Penalty: 13030.188477 Iteration 85Q: 3 clusters Score -9655364 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 36280 members Entering Unmasked Estep Score: -9655360.000000 Penalty: 13030.188477 Iteration 86Q: 3 clusters Score -9655360 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 36289 members Entering Unmasked Estep Score: -9655360.000000 Penalty: 13030.188477 Iteration 87Q: 3 clusters Score -9655360 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 36305 members Entering Unmasked Estep Score: -9655369.000000 Penalty: 13030.188477 Iteration 88Q: 3 clusters Score -9655369 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 36315 members Entering Unmasked Estep Score: -9655385.000000 Penalty: 13030.188477 Iteration 89Q: 3 clusters Score -9655385 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 36322 members Entering Unmasked Estep Score: -9655378.000000 Penalty: 13030.188477 Iteration 90Q: 3 clusters Score -9655378 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 36329 members Entering Unmasked Estep Score: -9655384.000000 Penalty: 13030.188477 Iteration 91Q: 3 clusters Score -9655384 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 36334 members Entering Unmasked Estep Score: -9655399.000000 Penalty: 13030.188477 Iteration 92Q: 3 clusters Score -9655399 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 36342 members Entering Unmasked Estep Score: -9655396.000000 Penalty: 13030.188477 Iteration 93Q: 3 clusters Score -9655396 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 36347 members Entering Unmasked Estep Score: -9655401.000000 Penalty: 13030.188477 Iteration 94Q: 3 clusters Score -9655401 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 36352 members Entering Unmasked Estep Score: -9655401.000000 Penalty: 13030.188477 Iteration 95Q: 3 clusters Score -9655401 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 36356 members Entering Unmasked Estep Score: -9655409.000000 Penalty: 13030.188477 Iteration 96Q: 3 clusters Score -9655409 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 36360 members Entering Unmasked Estep Score: -9655409.000000 Penalty: 13030.188477 Iteration 97Q: 3 clusters Score -9655409 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 36364 members Entering Unmasked Estep Score: -9655420.000000 Penalty: 13030.188477 Iteration 98Q: 3 clusters Score -9655420 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 36368 members Entering Unmasked Estep Score: -9655406.000000 Penalty: 13030.188477 Iteration 99Q: 3 clusters Score -9655406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 36370 members Entering Unmasked Estep Score: -9655408.000000 Penalty: 13030.188477 Iteration 100F: 3 clusters Score -9655408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 36371 members Entering Unmasked Estep Score: -9655412.000000 Penalty: 13030.188477 Iteration 101Q: 3 clusters Score -9655412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 36372 members Entering Unmasked Estep Score: -9655407.000000 Penalty: 13030.188477 Iteration 102Q: 3 clusters Score -9655407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 36372 members Entering Unmasked Estep Score: -9655407.000000 Penalty: 13030.188477 Iteration 103F: 3 clusters Score -9655407 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Entering Unmasked Estep Score: -1760760.375000 Penalty: 5465.618164 Iteration 0F: 2 clusters Score -1760760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -1752127.875000 Penalty: 10931.236328 Iteration 0F: 3 clusters Score -1752128 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1753791.375000 Penalty: 10931.236328 Iteration 1F: 3 clusters Score -1753791 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1754160.500000 Penalty: 10931.236328 Iteration 2F: 3 clusters Score -1754160 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1754371.125000 Penalty: 10931.236328 Iteration 3Q: 3 clusters Score -1754371 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1754499.000000 Penalty: 10931.236328 Iteration 4Q: 3 clusters Score -1754499 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -1754578.875000 Penalty: 10931.236328 Iteration 5Q: 3 clusters Score -1754579 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1754646.750000 Penalty: 10931.236328 Iteration 6Q: 3 clusters Score -1754647 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1754710.375000 Penalty: 10931.236328 Iteration 7Q: 3 clusters Score -1754710 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1754774.875000 Penalty: 10931.236328 Iteration 8Q: 3 clusters Score -1754775 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1754840.750000 Penalty: 10931.236328 Iteration 9Q: 3 clusters Score -1754841 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -1754929.500000 Penalty: 10931.236328 Iteration 10Q: 3 clusters Score -1754930 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1755031.375000 Penalty: 10931.236328 Iteration 11Q: 3 clusters Score -1755031 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1755140.750000 Penalty: 10931.236328 Iteration 12Q: 3 clusters Score -1755141 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -1755294.750000 Penalty: 10931.236328 Iteration 13Q: 3 clusters Score -1755295 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1755534.375000 Penalty: 10931.236328 Iteration 14Q: 3 clusters Score -1755534 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1755849.125000 Penalty: 10931.236328 Iteration 15Q: 3 clusters Score -1755849 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1756322.500000 Penalty: 10931.236328 Iteration 16Q: 3 clusters Score -1756322 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -1756874.375000 Penalty: 10931.236328 Iteration 17F: 3 clusters Score -1756874 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1757328.250000 Penalty: 10931.236328 Iteration 18Q: 3 clusters Score -1757328 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1757591.625000 Penalty: 10931.236328 Iteration 19Q: 3 clusters Score -1757592 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -1757726.875000 Penalty: 10931.236328 Iteration 20F: 3 clusters Score -1757727 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -1757811.125000 Penalty: 10931.236328 Iteration 21Q: 3 clusters Score -1757811 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -1757858.750000 Penalty: 10931.236328 Iteration 22Q: 3 clusters Score -1757859 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1757892.500000 Penalty: 10931.236328 Iteration 23Q: 3 clusters Score -1757892 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -1757927.750000 Penalty: 10931.236328 Iteration 24Q: 3 clusters Score -1757928 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1757944.250000 Penalty: 10931.236328 Iteration 25Q: 3 clusters Score -1757944 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1757964.750000 Penalty: 10931.236328 Iteration 26Q: 3 clusters Score -1757965 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -1757986.250000 Penalty: 10931.236328 Iteration 27Q: 3 clusters Score -1757986 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -1758003.000000 Penalty: 10931.236328 Iteration 28Q: 3 clusters Score -1758003 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1758008.125000 Penalty: 10931.236328 Iteration 29Q: 3 clusters Score -1758008 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -1758015.625000 Penalty: 10931.236328 Iteration 30Q: 3 clusters Score -1758016 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -1758021.125000 Penalty: 10931.236328 Iteration 31Q: 3 clusters Score -1758021 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -1758029.125000 Penalty: 10931.236328 Iteration 32Q: 3 clusters Score -1758029 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1758032.000000 Penalty: 10931.236328 Iteration 33Q: 3 clusters Score -1758032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1758035.375000 Penalty: 10931.236328 Iteration 34Q: 3 clusters Score -1758035 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1758042.000000 Penalty: 10931.236328 Iteration 35Q: 3 clusters Score -1758042 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1758043.000000 Penalty: 10931.236328 Iteration 36Q: 3 clusters Score -1758043 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -1758043.875000 Penalty: 10931.236328 Iteration 37Q: 3 clusters Score -1758044 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -1758048.500000 Penalty: 10931.236328 Iteration 38Q: 3 clusters Score -1758048 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -1758053.125000 Penalty: 10931.236328 Iteration 39Q: 3 clusters Score -1758053 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -1758053.500000 Penalty: 10931.236328 Iteration 40F: 3 clusters Score -1758054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -1758055.625000 Penalty: 10931.236328 Iteration 41Q: 3 clusters Score -1758056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -1758051.625000 Penalty: 10931.236328 Iteration 42Q: 3 clusters Score -1758052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -1758053.250000 Penalty: 10931.236328 Iteration 43Q: 3 clusters Score -1758053 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -1758053.250000 Penalty: 10931.236328 Iteration 44F: 3 clusters Score -1758053 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Entering Unmasked Estep Score: -108142.203125 Penalty: 3842.137207 Iteration 0F: 2 clusters Score -108142.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -105242.414062 Penalty: 7684.274414 Iteration 0F: 3 clusters Score -105242.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -105696.406250 Penalty: 7684.274414 Iteration 1F: 3 clusters Score -105696.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -105826.945312 Penalty: 7684.274414 Iteration 2Q: 3 clusters Score -105826.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -105926.281250 Penalty: 7684.274414 Iteration 3Q: 3 clusters Score -105926.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -105980.945312 Penalty: 7684.274414 Iteration 4Q: 3 clusters Score -105980.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -106012.796875 Penalty: 7684.274414 Iteration 5Q: 3 clusters Score -106012.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -106029.593750 Penalty: 7684.274414 Iteration 6Q: 3 clusters Score -106029.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -106045.148438 Penalty: 7684.274414 Iteration 7Q: 3 clusters Score -106045.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -106059.648438 Penalty: 7684.274414 Iteration 8Q: 3 clusters Score -106059.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -106072.929688 Penalty: 7684.274414 Iteration 9Q: 3 clusters Score -106072.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -106083.968750 Penalty: 7684.274414 Iteration 10Q: 3 clusters Score -106084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -106095.914062 Penalty: 7684.274414 Iteration 11Q: 3 clusters Score -106095.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -106107.093750 Penalty: 7684.274414 Iteration 12Q: 3 clusters Score -106107.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -106120.296875 Penalty: 7684.274414 Iteration 13Q: 3 clusters Score -106120.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -106126.765625 Penalty: 7684.274414 Iteration 14Q: 3 clusters Score -106126.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -106148.687500 Penalty: 7684.274414 Iteration 15Q: 3 clusters Score -106148.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -106160.062500 Penalty: 7684.274414 Iteration 16Q: 3 clusters Score -106160.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -106164.398438 Penalty: 7684.274414 Iteration 17Q: 3 clusters Score -106164.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -106164.398438 Penalty: 7684.274414 Iteration 18F: 3 clusters Score -106164.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Entering Unmasked Estep Score: -189248.406250 Penalty: 4191.143555 Iteration 0F: 2 clusters Score -189248.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -185320.000000 Penalty: 8382.287109 Iteration 0F: 3 clusters Score -185320 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -185748.140625 Penalty: 8382.287109 Iteration 1F: 3 clusters Score -185748.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -185921.703125 Penalty: 8382.287109 Iteration 2F: 3 clusters Score -185921.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -186035.750000 Penalty: 8382.287109 Iteration 3Q: 3 clusters Score -186035.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -186079.250000 Penalty: 8382.287109 Iteration 4Q: 3 clusters Score -186079.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -186113.656250 Penalty: 8382.287109 Iteration 5Q: 3 clusters Score -186113.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -186158.296875 Penalty: 8382.287109 Iteration 6Q: 3 clusters Score -186158.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -186164.015625 Penalty: 8382.287109 Iteration 7Q: 3 clusters Score -186164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -186192.703125 Penalty: 8382.287109 Iteration 8Q: 3 clusters Score -186192.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -186263.328125 Penalty: 8382.287109 Iteration 9Q: 3 clusters Score -186263.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -186381.984375 Penalty: 8382.287109 Iteration 10Q: 3 clusters Score -186382 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -186437.062500 Penalty: 8382.287109 Iteration 11Q: 3 clusters Score -186437.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -186479.265625 Penalty: 8382.287109 Iteration 12Q: 3 clusters Score -186479.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -186512.812500 Penalty: 8382.287109 Iteration 13Q: 3 clusters Score -186512.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -186533.531250 Penalty: 8382.287109 Iteration 14Q: 3 clusters Score -186533.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -186558.109375 Penalty: 8382.287109 Iteration 15Q: 3 clusters Score -186558.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -186576.953125 Penalty: 8382.287109 Iteration 16Q: 3 clusters Score -186577 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -186602.031250 Penalty: 8382.287109 Iteration 17Q: 3 clusters Score -186602 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -186619.234375 Penalty: 8382.287109 Iteration 18Q: 3 clusters Score -186619.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -186632.093750 Penalty: 8382.287109 Iteration 19Q: 3 clusters Score -186632.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -186680.218750 Penalty: 8382.287109 Iteration 20F: 3 clusters Score -186680.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -186702.859375 Penalty: 8382.287109 Iteration 21Q: 3 clusters Score -186702.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -186741.500000 Penalty: 8382.287109 Iteration 22Q: 3 clusters Score -186741.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -186757.531250 Penalty: 8382.287109 Iteration 23Q: 3 clusters Score -186757.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -186812.515625 Penalty: 8382.287109 Iteration 24Q: 3 clusters Score -186812.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -186876.281250 Penalty: 8382.287109 Iteration 25Q: 3 clusters Score -186876.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -186916.546875 Penalty: 8382.287109 Iteration 26Q: 3 clusters Score -186916.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -186985.812500 Penalty: 8382.287109 Iteration 27Q: 3 clusters Score -186985.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -187070.484375 Penalty: 8382.287109 Iteration 28Q: 3 clusters Score -187070.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -187242.015625 Penalty: 8382.287109 Iteration 29Q: 3 clusters Score -187242 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -187446.296875 Penalty: 8382.287109 Iteration 30Q: 3 clusters Score -187446.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -187706.328125 Penalty: 8382.287109 Iteration 31Q: 3 clusters Score -187706.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -187940.625000 Penalty: 8382.287109 Iteration 32Q: 3 clusters Score -187940.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -188027.015625 Penalty: 8382.287109 Iteration 33Q: 3 clusters Score -188027 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -188055.437500 Penalty: 8382.287109 Iteration 34Q: 3 clusters Score -188055.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -188080.843750 Penalty: 8382.287109 Iteration 35Q: 3 clusters Score -188080.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -188096.437500 Penalty: 8382.287109 Iteration 36Q: 3 clusters Score -188096.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -188101.484375 Penalty: 8382.287109 Iteration 37Q: 3 clusters Score -188101.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -188105.015625 Penalty: 8382.287109 Iteration 38Q: 3 clusters Score -188105 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -188113.218750 Penalty: 8382.287109 Iteration 39Q: 3 clusters Score -188113.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -188121.984375 Penalty: 8382.287109 Iteration 40F: 3 clusters Score -188122 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (23075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23075 members Entering Unmasked Estep Score: -5277933.500000 Penalty: 6153.484375 Iteration 0F: 2 clusters Score -5277934 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11626 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -5259758.000000 Penalty: 12306.968750 Iteration 0F: 3 clusters Score -5259758 nChanged 9367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -5265426.000000 Penalty: 12306.968750 Iteration 1F: 3 clusters Score -5265426 nChanged 1859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12142 members Mstep: Class 2 contains 10933 members Entering Unmasked Estep Score: -5267130.500000 Penalty: 12306.968750 Iteration 2F: 3 clusters Score -5267130 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -5268902.500000 Penalty: 12306.968750 Iteration 3F: 3 clusters Score -5268902 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 10790 members Entering Unmasked Estep Score: -5270399.000000 Penalty: 12306.968750 Iteration 4F: 3 clusters Score -5270399 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12294 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -5271566.000000 Penalty: 12306.968750 Iteration 5F: 3 clusters Score -5271566 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12370 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -5272402.500000 Penalty: 12306.968750 Iteration 6F: 3 clusters Score -5272402 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -5273009.500000 Penalty: 12306.968750 Iteration 7Q: 3 clusters Score -5273010 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12615 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -5273468.000000 Penalty: 12306.968750 Iteration 8Q: 3 clusters Score -5273468 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -5273788.000000 Penalty: 12306.968750 Iteration 9Q: 3 clusters Score -5273788 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12754 members Mstep: Class 2 contains 10321 members Entering Unmasked Estep Score: -5274071.500000 Penalty: 12306.968750 Iteration 10Q: 3 clusters Score -5274072 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12825 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -5274322.500000 Penalty: 12306.968750 Iteration 11Q: 3 clusters Score -5274322 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12890 members Mstep: Class 2 contains 10185 members Entering Unmasked Estep Score: -5274555.000000 Penalty: 12306.968750 Iteration 12Q: 3 clusters Score -5274555 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12979 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -5274765.500000 Penalty: 12306.968750 Iteration 13Q: 3 clusters Score -5274766 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 10003 members Entering Unmasked Estep Score: -5274937.500000 Penalty: 12306.968750 Iteration 14Q: 3 clusters Score -5274938 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -5275063.000000 Penalty: 12306.968750 Iteration 15Q: 3 clusters Score -5275063 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13332 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -5275184.500000 Penalty: 12306.968750 Iteration 16Q: 3 clusters Score -5275184 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13478 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -5275310.000000 Penalty: 12306.968750 Iteration 17Q: 3 clusters Score -5275310 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13639 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -5275450.000000 Penalty: 12306.968750 Iteration 18Q: 3 clusters Score -5275450 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13798 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -5275605.000000 Penalty: 12306.968750 Iteration 19Q: 3 clusters Score -5275605 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13963 members Mstep: Class 2 contains 9112 members Entering Unmasked Estep Score: -5275765.500000 Penalty: 12306.968750 Iteration 20F: 3 clusters Score -5275766 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -5275924.000000 Penalty: 12306.968750 Iteration 21Q: 3 clusters Score -5275924 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14332 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -5276080.000000 Penalty: 12306.968750 Iteration 22Q: 3 clusters Score -5276080 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -5276222.500000 Penalty: 12306.968750 Iteration 23Q: 3 clusters Score -5276222 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14702 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -5276349.000000 Penalty: 12306.968750 Iteration 24Q: 3 clusters Score -5276349 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -5276474.500000 Penalty: 12306.968750 Iteration 25Q: 3 clusters Score -5276474 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15054 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -5276662.500000 Penalty: 12306.968750 Iteration 26Q: 3 clusters Score -5276662 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15200 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -5276760.000000 Penalty: 12306.968750 Iteration 27Q: 3 clusters Score -5276760 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15343 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -5276870.500000 Penalty: 12306.968750 Iteration 28Q: 3 clusters Score -5276870 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -5277014.000000 Penalty: 12306.968750 Iteration 29Q: 3 clusters Score -5277014 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15641 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -5277119.000000 Penalty: 12306.968750 Iteration 30Q: 3 clusters Score -5277119 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15776 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -5277224.500000 Penalty: 12306.968750 Iteration 31Q: 3 clusters Score -5277224 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15913 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -5277320.000000 Penalty: 12306.968750 Iteration 32Q: 3 clusters Score -5277320 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -5277402.000000 Penalty: 12306.968750 Iteration 33Q: 3 clusters Score -5277402 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16099 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -5277469.500000 Penalty: 12306.968750 Iteration 34Q: 3 clusters Score -5277470 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16180 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -5277537.500000 Penalty: 12306.968750 Iteration 35Q: 3 clusters Score -5277538 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16248 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -5277597.500000 Penalty: 12306.968750 Iteration 36Q: 3 clusters Score -5277598 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16305 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -5277668.500000 Penalty: 12306.968750 Iteration 37Q: 3 clusters Score -5277668 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16361 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -5277705.500000 Penalty: 12306.968750 Iteration 38Q: 3 clusters Score -5277706 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16410 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -5277738.500000 Penalty: 12306.968750 Iteration 39Q: 3 clusters Score -5277738 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16440 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -5277784.000000 Penalty: 12306.968750 Iteration 40F: 3 clusters Score -5277784 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16467 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -5277806.000000 Penalty: 12306.968750 Iteration 41Q: 3 clusters Score -5277806 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16510 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -5277825.000000 Penalty: 12306.968750 Iteration 42Q: 3 clusters Score -5277825 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16569 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -5277866.500000 Penalty: 12306.968750 Iteration 43Q: 3 clusters Score -5277866 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16636 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -5277927.500000 Penalty: 12306.968750 Iteration 44Q: 3 clusters Score -5277928 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16693 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -5277977.500000 Penalty: 12306.968750 Iteration 45Q: 3 clusters Score -5277978 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -5278001.000000 Penalty: 12306.968750 Iteration 46Q: 3 clusters Score -5278001 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -5278032.000000 Penalty: 12306.968750 Iteration 47Q: 3 clusters Score -5278032 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16822 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -5278040.500000 Penalty: 12306.968750 Iteration 48Q: 3 clusters Score -5278040 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16858 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -5278060.000000 Penalty: 12306.968750 Iteration 49Q: 3 clusters Score -5278060 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16895 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -5278088.500000 Penalty: 12306.968750 Iteration 50Q: 3 clusters Score -5278088 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16925 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -5278080.500000 Penalty: 12306.968750 Iteration 51Q: 3 clusters Score -5278080 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16942 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -5278088.000000 Penalty: 12306.968750 Iteration 52Q: 3 clusters Score -5278088 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16949 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -5278087.500000 Penalty: 12306.968750 Iteration 53Q: 3 clusters Score -5278088 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16957 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -5278093.500000 Penalty: 12306.968750 Iteration 54Q: 3 clusters Score -5278094 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16964 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -5278103.000000 Penalty: 12306.968750 Iteration 55Q: 3 clusters Score -5278103 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -5278113.500000 Penalty: 12306.968750 Iteration 56Q: 3 clusters Score -5278114 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16977 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -5278113.000000 Penalty: 12306.968750 Iteration 57Q: 3 clusters Score -5278113 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16992 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -5278113.000000 Penalty: 12306.968750 Iteration 58Q: 3 clusters Score -5278113 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17001 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -5278135.000000 Penalty: 12306.968750 Iteration 59Q: 3 clusters Score -5278135 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17023 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -5278151.500000 Penalty: 12306.968750 Iteration 60F: 3 clusters Score -5278152 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17043 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -5278167.000000 Penalty: 12306.968750 Iteration 61Q: 3 clusters Score -5278167 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17066 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -5278185.500000 Penalty: 12306.968750 Iteration 62Q: 3 clusters Score -5278186 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17097 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -5278213.500000 Penalty: 12306.968750 Iteration 63Q: 3 clusters Score -5278214 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17125 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -5278249.000000 Penalty: 12306.968750 Iteration 64Q: 3 clusters Score -5278249 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17160 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -5278268.000000 Penalty: 12306.968750 Iteration 65Q: 3 clusters Score -5278268 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17195 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -5278291.500000 Penalty: 12306.968750 Iteration 66Q: 3 clusters Score -5278292 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17237 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -5278332.500000 Penalty: 12306.968750 Iteration 67Q: 3 clusters Score -5278332 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17266 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -5278330.500000 Penalty: 12306.968750 Iteration 68Q: 3 clusters Score -5278330 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17288 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -5278356.000000 Penalty: 12306.968750 Iteration 69Q: 3 clusters Score -5278356 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17309 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -5278356.500000 Penalty: 12306.968750 Iteration 70Q: 3 clusters Score -5278356 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17318 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -5278361.000000 Penalty: 12306.968750 Iteration 71Q: 3 clusters Score -5278361 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -5278366.500000 Penalty: 12306.968750 Iteration 72Q: 3 clusters Score -5278366 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17329 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -5278371.500000 Penalty: 12306.968750 Iteration 73Q: 3 clusters Score -5278372 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17331 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -5278369.000000 Penalty: 12306.968750 Iteration 74Q: 3 clusters Score -5278369 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17335 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -5278370.000000 Penalty: 12306.968750 Iteration 75Q: 3 clusters Score -5278370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17337 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -5278369.000000 Penalty: 12306.968750 Iteration 76Q: 3 clusters Score -5278369 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17337 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -5278369.000000 Penalty: 12306.968750 Iteration 77F: 3 clusters Score -5278369 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 31676 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 11815 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 7908 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 17337 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4794 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19316 members Mstep: Class 23 contains 753 members Mstep: Class 24 contains 5765 members Mstep: Class 25 contains 5738 members Entering Unmasked Estep Score: -101690352.000000 Penalty: 198930.609375 Splitting cluster 16 changes total score from -101686480.000000 to -101690352.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 17 (9879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9879 members Entering Unmasked Estep Score: -2321477.250000 Penalty: 5633.876953 Iteration 0F: 2 clusters Score -2321477 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -2311353.500000 Penalty: 11267.753906 Iteration 0F: 3 clusters Score -2311354 nChanged 3648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -2313488.250000 Penalty: 11267.753906 Iteration 1F: 3 clusters Score -2313488 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -2314025.750000 Penalty: 11267.753906 Iteration 2F: 3 clusters Score -2314026 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -2314469.250000 Penalty: 11267.753906 Iteration 3F: 3 clusters Score -2314469 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -2315059.500000 Penalty: 11267.753906 Iteration 4F: 3 clusters Score -2315060 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -2315981.000000 Penalty: 11267.753906 Iteration 5F: 3 clusters Score -2315981 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -2317083.500000 Penalty: 11267.753906 Iteration 6F: 3 clusters Score -2317084 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -2317979.750000 Penalty: 11267.753906 Iteration 7F: 3 clusters Score -2317980 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -2318580.500000 Penalty: 11267.753906 Iteration 8F: 3 clusters Score -2318580 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -2318890.250000 Penalty: 11267.753906 Iteration 9Q: 3 clusters Score -2318890 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -2319027.000000 Penalty: 11267.753906 Iteration 10Q: 3 clusters Score -2319027 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -2319102.500000 Penalty: 11267.753906 Iteration 11Q: 3 clusters Score -2319102 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -2319161.250000 Penalty: 11267.753906 Iteration 12Q: 3 clusters Score -2319161 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -2319194.250000 Penalty: 11267.753906 Iteration 13Q: 3 clusters Score -2319194 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -2319223.500000 Penalty: 11267.753906 Iteration 14Q: 3 clusters Score -2319224 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -2319240.500000 Penalty: 11267.753906 Iteration 15Q: 3 clusters Score -2319240 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -2319247.500000 Penalty: 11267.753906 Iteration 16Q: 3 clusters Score -2319248 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -2319252.000000 Penalty: 11267.753906 Iteration 17Q: 3 clusters Score -2319252 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -2319262.500000 Penalty: 11267.753906 Iteration 18Q: 3 clusters Score -2319262 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -2319269.500000 Penalty: 11267.753906 Iteration 19Q: 3 clusters Score -2319270 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -2319271.000000 Penalty: 11267.753906 Iteration 20F: 3 clusters Score -2319271 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -2319277.500000 Penalty: 11267.753906 Iteration 21Q: 3 clusters Score -2319278 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -2319286.500000 Penalty: 11267.753906 Iteration 22Q: 3 clusters Score -2319286 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -2319288.750000 Penalty: 11267.753906 Iteration 23Q: 3 clusters Score -2319289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -2319291.000000 Penalty: 11267.753906 Iteration 24Q: 3 clusters Score -2319291 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -2319291.500000 Penalty: 11267.753906 Iteration 25Q: 3 clusters Score -2319292 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -2319295.000000 Penalty: 11267.753906 Iteration 26Q: 3 clusters Score -2319295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -2319293.750000 Penalty: 11267.753906 Iteration 27Q: 3 clusters Score -2319294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -2319295.750000 Penalty: 11267.753906 Iteration 28Q: 3 clusters Score -2319296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -2319295.250000 Penalty: 11267.753906 Iteration 29Q: 3 clusters Score -2319295 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -2319295.000000 Penalty: 11267.753906 Iteration 30Q: 3 clusters Score -2319295 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -2319295.000000 Penalty: 11267.753906 Iteration 31F: 3 clusters Score -2319295 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (18825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18825 members Entering Unmasked Estep Score: -4369862.500000 Penalty: 6028.801758 Iteration 0F: 2 clusters Score -4369862 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -4354214.000000 Penalty: 12057.603516 Iteration 0F: 3 clusters Score -4354214 nChanged 7572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -4358420.500000 Penalty: 12057.603516 Iteration 1F: 3 clusters Score -4358420 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 9601 members Entering Unmasked Estep Score: -4359181.500000 Penalty: 12057.603516 Iteration 2F: 3 clusters Score -4359182 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -4359756.500000 Penalty: 12057.603516 Iteration 3F: 3 clusters Score -4359756 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -4360180.500000 Penalty: 12057.603516 Iteration 4Q: 3 clusters Score -4360180 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 9852 members Entering Unmasked Estep Score: -4360596.000000 Penalty: 12057.603516 Iteration 5Q: 3 clusters Score -4360596 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -4361018.500000 Penalty: 12057.603516 Iteration 6Q: 3 clusters Score -4361018 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -4361486.500000 Penalty: 12057.603516 Iteration 7Q: 3 clusters Score -4361486 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 9924 members Entering Unmasked Estep Score: -4361891.000000 Penalty: 12057.603516 Iteration 8Q: 3 clusters Score -4361891 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -4362180.500000 Penalty: 12057.603516 Iteration 9Q: 3 clusters Score -4362180 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -4362402.000000 Penalty: 12057.603516 Iteration 10Q: 3 clusters Score -4362402 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -4362558.000000 Penalty: 12057.603516 Iteration 11Q: 3 clusters Score -4362558 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -4362713.500000 Penalty: 12057.603516 Iteration 12Q: 3 clusters Score -4362714 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -4362829.000000 Penalty: 12057.603516 Iteration 13Q: 3 clusters Score -4362829 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -4362941.500000 Penalty: 12057.603516 Iteration 14Q: 3 clusters Score -4362942 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -4363036.500000 Penalty: 12057.603516 Iteration 15Q: 3 clusters Score -4363036 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -4363135.000000 Penalty: 12057.603516 Iteration 16Q: 3 clusters Score -4363135 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10244 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -4363218.500000 Penalty: 12057.603516 Iteration 17Q: 3 clusters Score -4363218 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -4363330.500000 Penalty: 12057.603516 Iteration 18Q: 3 clusters Score -4363330 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -4363431.500000 Penalty: 12057.603516 Iteration 19Q: 3 clusters Score -4363432 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -4363548.000000 Penalty: 12057.603516 Iteration 20F: 3 clusters Score -4363548 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11416 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -4363690.000000 Penalty: 12057.603516 Iteration 21Q: 3 clusters Score -4363690 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -4363893.500000 Penalty: 12057.603516 Iteration 22Q: 3 clusters Score -4363894 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12281 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -4364106.500000 Penalty: 12057.603516 Iteration 23Q: 3 clusters Score -4364106 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -4364377.000000 Penalty: 12057.603516 Iteration 24Q: 3 clusters Score -4364377 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -4364671.000000 Penalty: 12057.603516 Iteration 25Q: 3 clusters Score -4364671 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13875 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -4364969.500000 Penalty: 12057.603516 Iteration 26Q: 3 clusters Score -4364970 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14460 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -4365352.000000 Penalty: 12057.603516 Iteration 27Q: 3 clusters Score -4365352 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15035 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -4365761.500000 Penalty: 12057.603516 Iteration 28Q: 3 clusters Score -4365762 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15582 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -4366162.000000 Penalty: 12057.603516 Iteration 29Q: 3 clusters Score -4366162 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16046 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -4366530.000000 Penalty: 12057.603516 Iteration 30Q: 3 clusters Score -4366530 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16430 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -4366842.000000 Penalty: 12057.603516 Iteration 31Q: 3 clusters Score -4366842 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -4367085.500000 Penalty: 12057.603516 Iteration 32Q: 3 clusters Score -4367086 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16993 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -4367306.500000 Penalty: 12057.603516 Iteration 33Q: 3 clusters Score -4367306 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17193 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -4367450.000000 Penalty: 12057.603516 Iteration 34Q: 3 clusters Score -4367450 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17344 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -4367577.500000 Penalty: 12057.603516 Iteration 35Q: 3 clusters Score -4367578 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17463 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -4367670.500000 Penalty: 12057.603516 Iteration 36Q: 3 clusters Score -4367670 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17557 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -4367740.000000 Penalty: 12057.603516 Iteration 37Q: 3 clusters Score -4367740 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17628 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -4367794.000000 Penalty: 12057.603516 Iteration 38Q: 3 clusters Score -4367794 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17684 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -4367819.500000 Penalty: 12057.603516 Iteration 39Q: 3 clusters Score -4367820 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17723 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -4367892.500000 Penalty: 12057.603516 Iteration 40F: 3 clusters Score -4367892 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17751 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -4367975.500000 Penalty: 12057.603516 Iteration 41Q: 3 clusters Score -4367976 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17790 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -4368035.000000 Penalty: 12057.603516 Iteration 42Q: 3 clusters Score -4368035 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17828 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -4368125.500000 Penalty: 12057.603516 Iteration 43Q: 3 clusters Score -4368126 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17861 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -4368193.500000 Penalty: 12057.603516 Iteration 44Q: 3 clusters Score -4368194 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17885 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -4368243.000000 Penalty: 12057.603516 Iteration 45Q: 3 clusters Score -4368243 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17908 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -4368275.000000 Penalty: 12057.603516 Iteration 46Q: 3 clusters Score -4368275 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17922 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -4368290.000000 Penalty: 12057.603516 Iteration 47Q: 3 clusters Score -4368290 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17936 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -4368307.500000 Penalty: 12057.603516 Iteration 48Q: 3 clusters Score -4368308 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17957 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -4368344.000000 Penalty: 12057.603516 Iteration 49Q: 3 clusters Score -4368344 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17970 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -4368366.500000 Penalty: 12057.603516 Iteration 50Q: 3 clusters Score -4368366 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17974 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -4368374.500000 Penalty: 12057.603516 Iteration 51Q: 3 clusters Score -4368374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17979 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -4368375.000000 Penalty: 12057.603516 Iteration 52Q: 3 clusters Score -4368375 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17981 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -4368371.000000 Penalty: 12057.603516 Iteration 53Q: 3 clusters Score -4368371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17981 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -4368379.500000 Penalty: 12057.603516 Iteration 54Q: 3 clusters Score -4368380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17985 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -4368389.500000 Penalty: 12057.603516 Iteration 55Q: 3 clusters Score -4368390 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17989 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -4368399.000000 Penalty: 12057.603516 Iteration 56Q: 3 clusters Score -4368399 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17992 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -4368403.000000 Penalty: 12057.603516 Iteration 57Q: 3 clusters Score -4368403 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17998 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -4368421.000000 Penalty: 12057.603516 Iteration 58Q: 3 clusters Score -4368421 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18008 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -4368437.000000 Penalty: 12057.603516 Iteration 59Q: 3 clusters Score -4368437 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -4368465.000000 Penalty: 12057.603516 Iteration 60F: 3 clusters Score -4368465 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -4368492.500000 Penalty: 12057.603516 Iteration 61Q: 3 clusters Score -4368492 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18023 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -4368507.000000 Penalty: 12057.603516 Iteration 62Q: 3 clusters Score -4368507 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18031 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -4368534.000000 Penalty: 12057.603516 Iteration 63Q: 3 clusters Score -4368534 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18026 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -4368570.500000 Penalty: 12057.603516 Iteration 64Q: 3 clusters Score -4368570 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18012 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -4368637.500000 Penalty: 12057.603516 Iteration 65Q: 3 clusters Score -4368638 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18001 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -4368673.000000 Penalty: 12057.603516 Iteration 66Q: 3 clusters Score -4368673 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18004 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -4368701.000000 Penalty: 12057.603516 Iteration 67Q: 3 clusters Score -4368701 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -4368721.000000 Penalty: 12057.603516 Iteration 68Q: 3 clusters Score -4368721 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -4368750.500000 Penalty: 12057.603516 Iteration 69Q: 3 clusters Score -4368750 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18010 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -4368757.500000 Penalty: 12057.603516 Iteration 70Q: 3 clusters Score -4368758 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18017 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -4368760.000000 Penalty: 12057.603516 Iteration 71Q: 3 clusters Score -4368760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18016 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -4368774.500000 Penalty: 12057.603516 Iteration 72Q: 3 clusters Score -4368774 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18012 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -4368773.500000 Penalty: 12057.603516 Iteration 73Q: 3 clusters Score -4368774 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -4368790.500000 Penalty: 12057.603516 Iteration 74Q: 3 clusters Score -4368790 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18010 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -4368789.500000 Penalty: 12057.603516 Iteration 75Q: 3 clusters Score -4368790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18008 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -4368797.500000 Penalty: 12057.603516 Iteration 76Q: 3 clusters Score -4368798 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18008 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -4368813.000000 Penalty: 12057.603516 Iteration 77Q: 3 clusters Score -4368813 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18004 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -4368819.500000 Penalty: 12057.603516 Iteration 78Q: 3 clusters Score -4368820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17999 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -4368823.000000 Penalty: 12057.603516 Iteration 79Q: 3 clusters Score -4368823 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17995 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -4368856.000000 Penalty: 12057.603516 Iteration 80F: 3 clusters Score -4368856 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17976 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -4368897.000000 Penalty: 12057.603516 Iteration 81Q: 3 clusters Score -4368897 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17954 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -4368917.500000 Penalty: 12057.603516 Iteration 82Q: 3 clusters Score -4368918 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17937 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -4368935.000000 Penalty: 12057.603516 Iteration 83Q: 3 clusters Score -4368935 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17928 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -4368954.500000 Penalty: 12057.603516 Iteration 84Q: 3 clusters Score -4368954 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17920 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -4368970.500000 Penalty: 12057.603516 Iteration 85Q: 3 clusters Score -4368970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17919 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -4368972.000000 Penalty: 12057.603516 Iteration 86Q: 3 clusters Score -4368972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17919 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -4368969.000000 Penalty: 12057.603516 Iteration 87Q: 3 clusters Score -4368969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17916 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -4368975.000000 Penalty: 12057.603516 Iteration 88Q: 3 clusters Score -4368975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17913 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -4368978.000000 Penalty: 12057.603516 Iteration 89Q: 3 clusters Score -4368978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17911 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -4368981.500000 Penalty: 12057.603516 Iteration 90Q: 3 clusters Score -4368982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17909 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -4368979.500000 Penalty: 12057.603516 Iteration 91Q: 3 clusters Score -4368980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17907 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -4368984.500000 Penalty: 12057.603516 Iteration 92Q: 3 clusters Score -4368984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17905 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -4368990.000000 Penalty: 12057.603516 Iteration 93Q: 3 clusters Score -4368990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17904 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -4368987.000000 Penalty: 12057.603516 Iteration 94Q: 3 clusters Score -4368987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17903 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -4368989.000000 Penalty: 12057.603516 Iteration 95Q: 3 clusters Score -4368989 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -4368991.000000 Penalty: 12057.603516 Iteration 96Q: 3 clusters Score -4368991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17897 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -4368994.000000 Penalty: 12057.603516 Iteration 97Q: 3 clusters Score -4368994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17896 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -4368994.500000 Penalty: 12057.603516 Iteration 98Q: 3 clusters Score -4368994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17896 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -4368994.500000 Penalty: 12057.603516 Iteration 99F: 3 clusters Score -4368994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 119108 members Mstep: Class 3 contains 31676 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83342 members Mstep: Class 6 contains 11815 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 2626 members Mstep: Class 9 contains 7908 members Mstep: Class 10 contains 1928 members Mstep: Class 11 contains 42458 members Mstep: Class 12 contains 41643 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 530 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 17337 members Mstep: Class 17 contains 9879 members Mstep: Class 18 contains 18825 members Entering Unmasked Estep ConsiderDeletion Score: -101696152.000000 Penalty: 198930.609375 Iteration 65F: 26 clusters Score -1.016962e+08 nChanged 7637 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 118837 members Mstep: Class 3 contains 31664 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83533 members Mstep: Class 6 contains 12000 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 2937 members Mstep: Class 9 contains 8087 members Mstep: Class 10 contains 1783 members Mstep: Class 11 contains 42202 members Mstep: Class 12 contains 41182 members Mstep: Class 13 contains 7509 members Mstep: Class 14 contains 518 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 16805 members Mstep: Class 17 contains 9866 members Mstep: Class 18 contains 18697 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4846 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19317 members Mstep: Class 23 contains 766 members Mstep: Class 24 contains 6188 members Mstep: Class 25 contains 6205 members Entering Unmasked Estep ConsiderDeletion Score: -101700192.000000 Penalty: 198930.609375 Iteration 66Q: 26 clusters Score -1.017002e+08 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 118515 members Mstep: Class 3 contains 31731 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83664 members Mstep: Class 6 contains 12047 members Mstep: Class 7 contains 1436 members Mstep: Class 8 contains 3039 members Mstep: Class 9 contains 8293 members Mstep: Class 10 contains 1689 members Mstep: Class 11 contains 42052 members Mstep: Class 12 contains 40968 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 510 members Mstep: Class 15 contains 937 members Mstep: Class 16 contains 16566 members Mstep: Class 17 contains 9862 members Mstep: Class 18 contains 18670 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4855 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19383 members Mstep: Class 23 contains 748 members Mstep: Class 24 contains 6382 members Mstep: Class 25 contains 6461 members Entering Unmasked Estep ConsiderDeletion Score: -101701856.000000 Penalty: 198930.609375 Iteration 67Q: 26 clusters Score -1.017019e+08 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 118328 members Mstep: Class 3 contains 31791 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83794 members Mstep: Class 6 contains 12048 members Mstep: Class 7 contains 1433 members Mstep: Class 8 contains 3068 members Mstep: Class 9 contains 8439 members Mstep: Class 10 contains 1619 members Mstep: Class 11 contains 41925 members Mstep: Class 12 contains 40808 members Mstep: Class 13 contains 7499 members Mstep: Class 14 contains 509 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 16380 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 18640 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4877 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19475 members Mstep: Class 23 contains 737 members Mstep: Class 24 contains 6499 members Mstep: Class 25 contains 6644 members Entering Unmasked Estep ConsiderDeletion Score: -101702656.000000 Penalty: 198930.609375 Iteration 68Q: 26 clusters Score -1.017027e+08 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 118172 members Mstep: Class 3 contains 31849 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83895 members Mstep: Class 6 contains 11998 members Mstep: Class 7 contains 1433 members Mstep: Class 8 contains 3084 members Mstep: Class 9 contains 8556 members Mstep: Class 10 contains 1571 members Mstep: Class 11 contains 41839 members Mstep: Class 12 contains 40713 members Mstep: Class 13 contains 7498 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 16232 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 18632 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4894 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19575 members Mstep: Class 23 contains 730 members Mstep: Class 24 contains 6570 members Mstep: Class 25 contains 6762 members Entering Unmasked Estep ConsiderDeletion Score: -101703160.000000 Penalty: 198930.609375 Iteration 69Q: 26 clusters Score -1.017032e+08 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 118031 members Mstep: Class 3 contains 31901 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 83971 members Mstep: Class 6 contains 11940 members Mstep: Class 7 contains 1433 members Mstep: Class 8 contains 3089 members Mstep: Class 9 contains 8660 members Mstep: Class 10 contains 1554 members Mstep: Class 11 contains 41781 members Mstep: Class 12 contains 40624 members Mstep: Class 13 contains 7497 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 16133 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18638 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4894 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19675 members Mstep: Class 23 contains 726 members Mstep: Class 24 contains 6610 members Mstep: Class 25 contains 6847 members Entering Unmasked Estep ConsiderDeletion Score: -101703544.000000 Penalty: 198930.609375 Iteration 70Q: 26 clusters Score -1.017035e+08 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 117900 members Mstep: Class 3 contains 31929 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84032 members Mstep: Class 6 contains 11889 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3094 members Mstep: Class 9 contains 8741 members Mstep: Class 10 contains 1534 members Mstep: Class 11 contains 41739 members Mstep: Class 12 contains 40575 members Mstep: Class 13 contains 7494 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 16041 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 18650 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4900 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19762 members Mstep: Class 23 contains 721 members Mstep: Class 24 contains 6648 members Mstep: Class 25 contains 6920 members Entering Unmasked Estep ConsiderDeletion Score: -101704024.000000 Penalty: 198930.609375 Iteration 71Q: 26 clusters Score -1.01704e+08 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 117786 members Mstep: Class 3 contains 31958 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84083 members Mstep: Class 6 contains 11827 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3096 members Mstep: Class 9 contains 8824 members Mstep: Class 10 contains 1524 members Mstep: Class 11 contains 41711 members Mstep: Class 12 contains 40520 members Mstep: Class 13 contains 7494 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15965 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18659 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4905 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19867 members Mstep: Class 23 contains 717 members Mstep: Class 24 contains 6669 members Mstep: Class 25 contains 6965 members Entering Unmasked Estep ConsiderDeletion Score: -101703968.000000 Penalty: 198930.609375 Iteration 72Q: 26 clusters Score -1.01704e+08 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 117686 members Mstep: Class 3 contains 31983 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84131 members Mstep: Class 6 contains 11772 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3096 members Mstep: Class 9 contains 8920 members Mstep: Class 10 contains 1515 members Mstep: Class 11 contains 41673 members Mstep: Class 12 contains 40454 members Mstep: Class 13 contains 7495 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15895 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18662 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4909 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 19976 members Mstep: Class 23 contains 717 members Mstep: Class 24 contains 6691 members Mstep: Class 25 contains 6995 members Entering Unmasked Estep ConsiderDeletion Score: -101704248.000000 Penalty: 198930.609375 Iteration 73Q: 26 clusters Score -1.017042e+08 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 117593 members Mstep: Class 3 contains 32020 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84157 members Mstep: Class 6 contains 11697 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 8998 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 41641 members Mstep: Class 12 contains 40411 members Mstep: Class 13 contains 7492 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15844 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18667 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4909 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20091 members Mstep: Class 23 contains 716 members Mstep: Class 24 contains 6700 members Mstep: Class 25 contains 7031 members Entering Unmasked Estep ConsiderDeletion Score: -101704208.000000 Penalty: 198930.609375 Iteration 74Q: 26 clusters Score -1.017042e+08 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 117517 members Mstep: Class 3 contains 32033 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84182 members Mstep: Class 6 contains 11627 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3098 members Mstep: Class 9 contains 9053 members Mstep: Class 10 contains 1501 members Mstep: Class 11 contains 41611 members Mstep: Class 12 contains 40381 members Mstep: Class 13 contains 7493 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15800 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18673 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4914 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20199 members Mstep: Class 23 contains 716 members Mstep: Class 24 contains 6718 members Mstep: Class 25 contains 7054 members Entering Unmasked Estep ConsiderDeletion Score: -101704256.000000 Penalty: 198930.609375 Iteration 75Q: 26 clusters Score -1.017043e+08 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 117447 members Mstep: Class 3 contains 32034 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84216 members Mstep: Class 6 contains 11569 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3098 members Mstep: Class 9 contains 9106 members Mstep: Class 10 contains 1506 members Mstep: Class 11 contains 41597 members Mstep: Class 12 contains 40352 members Mstep: Class 13 contains 7489 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15758 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18678 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4916 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20288 members Mstep: Class 23 contains 716 members Mstep: Class 24 contains 6731 members Mstep: Class 25 contains 7069 members Entering Unmasked Estep ConsiderDeletion Score: -101704240.000000 Penalty: 198930.609375 Iteration 76Q: 26 clusters Score -1.017042e+08 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 117382 members Mstep: Class 3 contains 32050 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84240 members Mstep: Class 6 contains 11521 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3097 members Mstep: Class 9 contains 9149 members Mstep: Class 10 contains 1507 members Mstep: Class 11 contains 41584 members Mstep: Class 12 contains 40326 members Mstep: Class 13 contains 7483 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15719 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18689 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4918 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20371 members Mstep: Class 23 contains 716 members Mstep: Class 24 contains 6738 members Mstep: Class 25 contains 7080 members Entering Unmasked Estep ConsiderDeletion Score: -101704368.000000 Penalty: 198930.609375 Iteration 77Q: 26 clusters Score -1.017044e+08 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 117340 members Mstep: Class 3 contains 32065 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84254 members Mstep: Class 6 contains 11461 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3098 members Mstep: Class 9 contains 9178 members Mstep: Class 10 contains 1507 members Mstep: Class 11 contains 41567 members Mstep: Class 12 contains 40301 members Mstep: Class 13 contains 7476 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15697 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18694 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4922 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20460 members Mstep: Class 23 contains 716 members Mstep: Class 24 contains 6745 members Mstep: Class 25 contains 7089 members Entering Unmasked Estep ConsiderDeletion Score: -101704416.000000 Penalty: 198930.609375 Iteration 78Q: 26 clusters Score -1.017044e+08 nChanged 290 Entering ConstructFrom: Score: -101704416.000000 Penalty: 198930.609375 Entering ConstructFrom: Trying to split cluster 1 (949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Entering Unmasked Estep Score: -211997.500000 Penalty: 4198.937988 Iteration 0F: 2 clusters Score -211997.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -207944.187500 Penalty: 8397.875977 Iteration 0F: 3 clusters Score -207944.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -208217.656250 Penalty: 8397.875977 Iteration 1F: 3 clusters Score -208217.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -208309.890625 Penalty: 8397.875977 Iteration 2Q: 3 clusters Score -208309.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -208362.046875 Penalty: 8397.875977 Iteration 3Q: 3 clusters Score -208362 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -208408.453125 Penalty: 8397.875977 Iteration 4Q: 3 clusters Score -208408.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -208437.156250 Penalty: 8397.875977 Iteration 5Q: 3 clusters Score -208437.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -208451.609375 Penalty: 8397.875977 Iteration 6Q: 3 clusters Score -208451.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -208466.828125 Penalty: 8397.875977 Iteration 7Q: 3 clusters Score -208466.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -208479.921875 Penalty: 8397.875977 Iteration 8Q: 3 clusters Score -208479.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -208485.093750 Penalty: 8397.875977 Iteration 9Q: 3 clusters Score -208485.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -208485.093750 Penalty: 8397.875977 Iteration 10F: 3 clusters Score -208485.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (117317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117317 members Entering Unmasked Estep Score: -27631460.000000 Penalty: 7149.488770 Iteration 0F: 2 clusters Score -2.763146e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58565 members Mstep: Class 2 contains 58752 members Entering Unmasked Estep Score: -27553080.000000 Penalty: 14298.977539 Iteration 0F: 3 clusters Score -2.755308e+07 nChanged 53863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57498 members Mstep: Class 2 contains 59819 members Entering Unmasked Estep Score: -27582838.000000 Penalty: 14298.977539 Iteration 1F: 3 clusters Score -2.758284e+07 nChanged 4556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56818 members Mstep: Class 2 contains 60499 members Entering Unmasked Estep Score: -27583812.000000 Penalty: 14298.977539 Iteration 2Q: 3 clusters Score -2.758381e+07 nChanged 4220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55820 members Mstep: Class 2 contains 61497 members Entering Unmasked Estep Score: -27584938.000000 Penalty: 14298.977539 Iteration 3Q: 3 clusters Score -2.758494e+07 nChanged 3899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54531 members Mstep: Class 2 contains 62786 members Entering Unmasked Estep Score: -27585868.000000 Penalty: 14298.977539 Iteration 4Q: 3 clusters Score -2.758587e+07 nChanged 3901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52702 members Mstep: Class 2 contains 64615 members Entering Unmasked Estep Score: -27586826.000000 Penalty: 14298.977539 Iteration 5Q: 3 clusters Score -2.758683e+07 nChanged 4128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50082 members Mstep: Class 2 contains 67235 members Entering Unmasked Estep Score: -27588236.000000 Penalty: 14298.977539 Iteration 6Q: 3 clusters Score -2.758824e+07 nChanged 4732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46406 members Mstep: Class 2 contains 70911 members Entering Unmasked Estep Score: -27590154.000000 Penalty: 14298.977539 Iteration 7Q: 3 clusters Score -2.759015e+07 nChanged 5807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41261 members Mstep: Class 2 contains 76056 members Entering Unmasked Estep Score: -27592900.000000 Penalty: 14298.977539 Iteration 8Q: 3 clusters Score -2.75929e+07 nChanged 6961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34704 members Mstep: Class 2 contains 82613 members Entering Unmasked Estep Score: -27597424.000000 Penalty: 14298.977539 Iteration 9F: 3 clusters Score -2.759742e+07 nChanged 8006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26930 members Mstep: Class 2 contains 90387 members Entering Unmasked Estep Score: -27603370.000000 Penalty: 14298.977539 Iteration 10F: 3 clusters Score -2.760337e+07 nChanged 8218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18856 members Mstep: Class 2 contains 98461 members Entering Unmasked Estep Score: -27610172.000000 Penalty: 14298.977539 Iteration 11F: 3 clusters Score -2.761017e+07 nChanged 7131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 105514 members Entering Unmasked Estep Score: -27616332.000000 Penalty: 14298.977539 Iteration 12F: 3 clusters Score -2.761633e+07 nChanged 5000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 110468 members Entering Unmasked Estep Score: -27620544.000000 Penalty: 14298.977539 Iteration 13Q: 3 clusters Score -2.762054e+07 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 113348 members Entering Unmasked Estep Score: -27622872.000000 Penalty: 14298.977539 Iteration 14Q: 3 clusters Score -2.762287e+07 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 114834 members Entering Unmasked Estep Score: -27624068.000000 Penalty: 14298.977539 Iteration 15Q: 3 clusters Score -2.762407e+07 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 115531 members Entering Unmasked Estep Score: -27624614.000000 Penalty: 14298.977539 Iteration 16Q: 3 clusters Score -2.762461e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 115848 members Entering Unmasked Estep Score: -27624944.000000 Penalty: 14298.977539 Iteration 17Q: 3 clusters Score -2.762494e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 116026 members Entering Unmasked Estep Score: -27625080.000000 Penalty: 14298.977539 Iteration 18Q: 3 clusters Score -2.762508e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 116112 members Entering Unmasked Estep Score: -27625164.000000 Penalty: 14298.977539 Iteration 19Q: 3 clusters Score -2.762516e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 116167 members Entering Unmasked Estep Score: -27625182.000000 Penalty: 14298.977539 Iteration 20F: 3 clusters Score -2.762518e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 116213 members Entering Unmasked Estep Score: -27625236.000000 Penalty: 14298.977539 Iteration 21Q: 3 clusters Score -2.762524e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 116247 members Entering Unmasked Estep Score: -27625264.000000 Penalty: 14298.977539 Iteration 22Q: 3 clusters Score -2.762526e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 116263 members Entering Unmasked Estep Score: -27625338.000000 Penalty: 14298.977539 Iteration 23Q: 3 clusters Score -2.762534e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 116276 members Entering Unmasked Estep Score: -27625308.000000 Penalty: 14298.977539 Iteration 24Q: 3 clusters Score -2.762531e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 116282 members Entering Unmasked Estep Score: -27625308.000000 Penalty: 14298.977539 Iteration 25Q: 3 clusters Score -2.762531e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 116288 members Entering Unmasked Estep Score: -27625320.000000 Penalty: 14298.977539 Iteration 26Q: 3 clusters Score -2.762532e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 116295 members Entering Unmasked Estep Score: -27625336.000000 Penalty: 14298.977539 Iteration 27Q: 3 clusters Score -2.762534e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 116299 members Entering Unmasked Estep Score: -27625342.000000 Penalty: 14298.977539 Iteration 28Q: 3 clusters Score -2.762534e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 116308 members Entering Unmasked Estep Score: -27625336.000000 Penalty: 14298.977539 Iteration 29Q: 3 clusters Score -2.762534e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 116319 members Entering Unmasked Estep Score: -27625326.000000 Penalty: 14298.977539 Iteration 30Q: 3 clusters Score -2.762533e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 116322 members Entering Unmasked Estep Score: -27625344.000000 Penalty: 14298.977539 Iteration 31Q: 3 clusters Score -2.762534e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 116326 members Entering Unmasked Estep Score: -27625356.000000 Penalty: 14298.977539 Iteration 32Q: 3 clusters Score -2.762536e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 116329 members Entering Unmasked Estep Score: -27625362.000000 Penalty: 14298.977539 Iteration 33Q: 3 clusters Score -2.762536e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 116332 members Entering Unmasked Estep Score: -27625326.000000 Penalty: 14298.977539 Iteration 34Q: 3 clusters Score -2.762533e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 116331 members Entering Unmasked Estep Score: -27625350.000000 Penalty: 14298.977539 Iteration 35Q: 3 clusters Score -2.762535e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 116330 members Entering Unmasked Estep Score: -27625348.000000 Penalty: 14298.977539 Iteration 36Q: 3 clusters Score -2.762535e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 116329 members Entering Unmasked Estep Score: -27625356.000000 Penalty: 14298.977539 Iteration 37Q: 3 clusters Score -2.762536e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 116329 members Entering Unmasked Estep Score: -27625356.000000 Penalty: 14298.977539 Iteration 38F: 3 clusters Score -2.762536e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (32075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32075 members Entering Unmasked Estep Score: -7417805.000000 Penalty: 6355.197266 Iteration 0F: 2 clusters Score -7417805 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15997 members Mstep: Class 2 contains 16078 members Entering Unmasked Estep Score: -7393597.000000 Penalty: 12710.394531 Iteration 0F: 3 clusters Score -7393597 nChanged 13614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 16300 members Entering Unmasked Estep Score: -7400879.000000 Penalty: 12710.394531 Iteration 1F: 3 clusters Score -7400879 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15627 members Mstep: Class 2 contains 16448 members Entering Unmasked Estep Score: -7401709.500000 Penalty: 12710.394531 Iteration 2F: 3 clusters Score -7401710 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15449 members Mstep: Class 2 contains 16626 members Entering Unmasked Estep Score: -7402375.000000 Penalty: 12710.394531 Iteration 3Q: 3 clusters Score -7402375 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 16854 members Entering Unmasked Estep Score: -7402982.500000 Penalty: 12710.394531 Iteration 4Q: 3 clusters Score -7402982 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14935 members Mstep: Class 2 contains 17140 members Entering Unmasked Estep Score: -7403623.500000 Penalty: 12710.394531 Iteration 5Q: 3 clusters Score -7403624 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14587 members Mstep: Class 2 contains 17488 members Entering Unmasked Estep Score: -7404087.000000 Penalty: 12710.394531 Iteration 6Q: 3 clusters Score -7404087 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14179 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -7404655.000000 Penalty: 12710.394531 Iteration 7Q: 3 clusters Score -7404655 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 18339 members Entering Unmasked Estep Score: -7405229.000000 Penalty: 12710.394531 Iteration 8Q: 3 clusters Score -7405229 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13103 members Mstep: Class 2 contains 18972 members Entering Unmasked Estep Score: -7405837.000000 Penalty: 12710.394531 Iteration 9Q: 3 clusters Score -7405837 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 19746 members Entering Unmasked Estep Score: -7406563.000000 Penalty: 12710.394531 Iteration 10Q: 3 clusters Score -7406563 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11348 members Mstep: Class 2 contains 20727 members Entering Unmasked Estep Score: -7407407.500000 Penalty: 12710.394531 Iteration 11Q: 3 clusters Score -7407408 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10232 members Mstep: Class 2 contains 21843 members Entering Unmasked Estep Score: -7408418.500000 Penalty: 12710.394531 Iteration 12Q: 3 clusters Score -7408418 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 23018 members Entering Unmasked Estep Score: -7409637.500000 Penalty: 12710.394531 Iteration 13Q: 3 clusters Score -7409638 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 24103 members Entering Unmasked Estep Score: -7410799.500000 Penalty: 12710.394531 Iteration 14Q: 3 clusters Score -7410800 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 24910 members Entering Unmasked Estep Score: -7411847.000000 Penalty: 12710.394531 Iteration 15Q: 3 clusters Score -7411847 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 25408 members Entering Unmasked Estep Score: -7412485.500000 Penalty: 12710.394531 Iteration 16Q: 3 clusters Score -7412486 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 25727 members Entering Unmasked Estep Score: -7412923.500000 Penalty: 12710.394531 Iteration 17Q: 3 clusters Score -7412924 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 25947 members Entering Unmasked Estep Score: -7413142.000000 Penalty: 12710.394531 Iteration 18Q: 3 clusters Score -7413142 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 26103 members Entering Unmasked Estep Score: -7413275.500000 Penalty: 12710.394531 Iteration 19Q: 3 clusters Score -7413276 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 26220 members Entering Unmasked Estep Score: -7413345.000000 Penalty: 12710.394531 Iteration 20F: 3 clusters Score -7413345 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 26329 members Entering Unmasked Estep Score: -7413443.000000 Penalty: 12710.394531 Iteration 21Q: 3 clusters Score -7413443 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 26428 members Entering Unmasked Estep Score: -7413509.000000 Penalty: 12710.394531 Iteration 22Q: 3 clusters Score -7413509 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 26511 members Entering Unmasked Estep Score: -7413560.500000 Penalty: 12710.394531 Iteration 23Q: 3 clusters Score -7413560 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 26567 members Entering Unmasked Estep Score: -7413590.000000 Penalty: 12710.394531 Iteration 24Q: 3 clusters Score -7413590 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 26624 members Entering Unmasked Estep Score: -7413614.000000 Penalty: 12710.394531 Iteration 25Q: 3 clusters Score -7413614 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 26664 members Entering Unmasked Estep Score: -7413630.000000 Penalty: 12710.394531 Iteration 26Q: 3 clusters Score -7413630 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 26709 members Entering Unmasked Estep Score: -7413667.500000 Penalty: 12710.394531 Iteration 27Q: 3 clusters Score -7413668 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 26761 members Entering Unmasked Estep Score: -7413673.000000 Penalty: 12710.394531 Iteration 28Q: 3 clusters Score -7413673 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 26811 members Entering Unmasked Estep Score: -7413722.000000 Penalty: 12710.394531 Iteration 29Q: 3 clusters Score -7413722 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 26884 members Entering Unmasked Estep Score: -7413800.500000 Penalty: 12710.394531 Iteration 30Q: 3 clusters Score -7413800 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 26978 members Entering Unmasked Estep Score: -7413860.000000 Penalty: 12710.394531 Iteration 31Q: 3 clusters Score -7413860 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 27076 members Entering Unmasked Estep Score: -7413906.000000 Penalty: 12710.394531 Iteration 32Q: 3 clusters Score -7413906 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 27175 members Entering Unmasked Estep Score: -7413997.000000 Penalty: 12710.394531 Iteration 33Q: 3 clusters Score -7413997 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 27280 members Entering Unmasked Estep Score: -7414102.500000 Penalty: 12710.394531 Iteration 34Q: 3 clusters Score -7414102 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 27368 members Entering Unmasked Estep Score: -7414153.500000 Penalty: 12710.394531 Iteration 35Q: 3 clusters Score -7414154 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 27448 members Entering Unmasked Estep Score: -7414191.500000 Penalty: 12710.394531 Iteration 36Q: 3 clusters Score -7414192 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 27502 members Entering Unmasked Estep Score: -7414234.000000 Penalty: 12710.394531 Iteration 37Q: 3 clusters Score -7414234 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 27542 members Entering Unmasked Estep Score: -7414255.500000 Penalty: 12710.394531 Iteration 38Q: 3 clusters Score -7414256 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 27560 members Entering Unmasked Estep Score: -7414286.500000 Penalty: 12710.394531 Iteration 39Q: 3 clusters Score -7414286 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 27577 members Entering Unmasked Estep Score: -7414292.000000 Penalty: 12710.394531 Iteration 40F: 3 clusters Score -7414292 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 27584 members Entering Unmasked Estep Score: -7414283.000000 Penalty: 12710.394531 Iteration 41Q: 3 clusters Score -7414283 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 27596 members Entering Unmasked Estep Score: -7414285.500000 Penalty: 12710.394531 Iteration 42Q: 3 clusters Score -7414286 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 27603 members Entering Unmasked Estep Score: -7414280.000000 Penalty: 12710.394531 Iteration 43Q: 3 clusters Score -7414280 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 27606 members Entering Unmasked Estep Score: -7414276.500000 Penalty: 12710.394531 Iteration 44Q: 3 clusters Score -7414276 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 27613 members Entering Unmasked Estep Score: -7414258.500000 Penalty: 12710.394531 Iteration 45Q: 3 clusters Score -7414258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 27617 members Entering Unmasked Estep Score: -7414270.500000 Penalty: 12710.394531 Iteration 46Q: 3 clusters Score -7414270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 27620 members Entering Unmasked Estep Score: -7414274.500000 Penalty: 12710.394531 Iteration 47Q: 3 clusters Score -7414274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 27622 members Entering Unmasked Estep Score: -7414267.000000 Penalty: 12710.394531 Iteration 48Q: 3 clusters Score -7414267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 27622 members Entering Unmasked Estep Score: -7414267.000000 Penalty: 12710.394531 Iteration 49F: 3 clusters Score -7414267 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Entering Unmasked Estep Score: -157893.250000 Penalty: 4062.101074 Iteration 0F: 2 clusters Score -157893.2 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 407 members Entering Unmasked Estep Score: -154205.140625 Penalty: 8124.202148 Iteration 0F: 3 clusters Score -154205.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -154578.906250 Penalty: 8124.202148 Iteration 1F: 3 clusters Score -154578.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -154700.921875 Penalty: 8124.202148 Iteration 2Q: 3 clusters Score -154700.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -154765.359375 Penalty: 8124.202148 Iteration 3Q: 3 clusters Score -154765.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -154802.156250 Penalty: 8124.202148 Iteration 4Q: 3 clusters Score -154802.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -154828.000000 Penalty: 8124.202148 Iteration 5Q: 3 clusters Score -154828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -154854.625000 Penalty: 8124.202148 Iteration 6Q: 3 clusters Score -154854.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -154856.421875 Penalty: 8124.202148 Iteration 7Q: 3 clusters Score -154856.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -154856.421875 Penalty: 8124.202148 Iteration 8F: 3 clusters Score -154856.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (84268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84268 members Entering Unmasked Estep Score: -20032118.000000 Penalty: 6946.826660 Iteration 0F: 2 clusters Score -2.003212e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42249 members Mstep: Class 2 contains 42019 members Entering Unmasked Estep Score: -19978162.000000 Penalty: 13893.653320 Iteration 0F: 3 clusters Score -1.997816e+07 nChanged 38297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42780 members Mstep: Class 2 contains 41488 members Entering Unmasked Estep Score: -19998742.000000 Penalty: 13893.653320 Iteration 1F: 3 clusters Score -1.999874e+07 nChanged 3668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42908 members Mstep: Class 2 contains 41360 members Entering Unmasked Estep Score: -19999894.000000 Penalty: 13893.653320 Iteration 2Q: 3 clusters Score -1.999989e+07 nChanged 3400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43102 members Mstep: Class 2 contains 41166 members Entering Unmasked Estep Score: -20000974.000000 Penalty: 13893.653320 Iteration 3Q: 3 clusters Score -2.000097e+07 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43387 members Mstep: Class 2 contains 40881 members Entering Unmasked Estep Score: -20001982.000000 Penalty: 13893.653320 Iteration 4Q: 3 clusters Score -2.000198e+07 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43832 members Mstep: Class 2 contains 40436 members Entering Unmasked Estep Score: -20002912.000000 Penalty: 13893.653320 Iteration 5Q: 3 clusters Score -2.000291e+07 nChanged 2911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44355 members Mstep: Class 2 contains 39913 members Entering Unmasked Estep Score: -20003836.000000 Penalty: 13893.653320 Iteration 6Q: 3 clusters Score -2.000384e+07 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45053 members Mstep: Class 2 contains 39215 members Entering Unmasked Estep Score: -20005008.000000 Penalty: 13893.653320 Iteration 7Q: 3 clusters Score -2.000501e+07 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45852 members Mstep: Class 2 contains 38416 members Entering Unmasked Estep Score: -20006156.000000 Penalty: 13893.653320 Iteration 8Q: 3 clusters Score -2.000616e+07 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46807 members Mstep: Class 2 contains 37461 members Entering Unmasked Estep Score: -20007282.000000 Penalty: 13893.653320 Iteration 9Q: 3 clusters Score -2.000728e+07 nChanged 2943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47804 members Mstep: Class 2 contains 36464 members Entering Unmasked Estep Score: -20008402.000000 Penalty: 13893.653320 Iteration 10Q: 3 clusters Score -2.00084e+07 nChanged 2927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48935 members Mstep: Class 2 contains 35333 members Entering Unmasked Estep Score: -20009546.000000 Penalty: 13893.653320 Iteration 11Q: 3 clusters Score -2.000955e+07 nChanged 2980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50223 members Mstep: Class 2 contains 34045 members Entering Unmasked Estep Score: -20010564.000000 Penalty: 13893.653320 Iteration 12Q: 3 clusters Score -2.001056e+07 nChanged 3002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51715 members Mstep: Class 2 contains 32553 members Entering Unmasked Estep Score: -20011766.000000 Penalty: 13893.653320 Iteration 13Q: 3 clusters Score -2.001177e+07 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53452 members Mstep: Class 2 contains 30816 members Entering Unmasked Estep Score: -20012972.000000 Penalty: 13893.653320 Iteration 14Q: 3 clusters Score -2.001297e+07 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55445 members Mstep: Class 2 contains 28823 members Entering Unmasked Estep Score: -20014422.000000 Penalty: 13893.653320 Iteration 15Q: 3 clusters Score -2.001442e+07 nChanged 2926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57663 members Mstep: Class 2 contains 26605 members Entering Unmasked Estep Score: -20015970.000000 Penalty: 13893.653320 Iteration 16Q: 3 clusters Score -2.001597e+07 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60036 members Mstep: Class 2 contains 24232 members Entering Unmasked Estep Score: -20017520.000000 Penalty: 13893.653320 Iteration 17Q: 3 clusters Score -2.001752e+07 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62526 members Mstep: Class 2 contains 21742 members Entering Unmasked Estep Score: -20019220.000000 Penalty: 13893.653320 Iteration 18Q: 3 clusters Score -2.001922e+07 nChanged 2892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65014 members Mstep: Class 2 contains 19254 members Entering Unmasked Estep Score: -20021178.000000 Penalty: 13893.653320 Iteration 19Q: 3 clusters Score -2.002118e+07 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67356 members Mstep: Class 2 contains 16912 members Entering Unmasked Estep Score: -20023240.000000 Penalty: 13893.653320 Iteration 20F: 3 clusters Score -2.002324e+07 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69242 members Mstep: Class 2 contains 15026 members Entering Unmasked Estep Score: -20024970.000000 Penalty: 13893.653320 Iteration 21Q: 3 clusters Score -2.002497e+07 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70640 members Mstep: Class 2 contains 13628 members Entering Unmasked Estep Score: -20026046.000000 Penalty: 13893.653320 Iteration 22Q: 3 clusters Score -2.002605e+07 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71810 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -20026792.000000 Penalty: 13893.653320 Iteration 23Q: 3 clusters Score -2.002679e+07 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72786 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -20027274.000000 Penalty: 13893.653320 Iteration 24Q: 3 clusters Score -2.002727e+07 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73675 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -20027784.000000 Penalty: 13893.653320 Iteration 25Q: 3 clusters Score -2.002778e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74445 members Mstep: Class 2 contains 9823 members Entering Unmasked Estep Score: -20028046.000000 Penalty: 13893.653320 Iteration 26Q: 3 clusters Score -2.002805e+07 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75126 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -20028402.000000 Penalty: 13893.653320 Iteration 27Q: 3 clusters Score -2.00284e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75748 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -20028594.000000 Penalty: 13893.653320 Iteration 28Q: 3 clusters Score -2.002859e+07 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76261 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -20028760.000000 Penalty: 13893.653320 Iteration 29Q: 3 clusters Score -2.002876e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76711 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -20028902.000000 Penalty: 13893.653320 Iteration 30Q: 3 clusters Score -2.00289e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77102 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -20029096.000000 Penalty: 13893.653320 Iteration 31Q: 3 clusters Score -2.00291e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77417 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -20029146.000000 Penalty: 13893.653320 Iteration 32Q: 3 clusters Score -2.002915e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77666 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -20029186.000000 Penalty: 13893.653320 Iteration 33Q: 3 clusters Score -2.002919e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77916 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -20029228.000000 Penalty: 13893.653320 Iteration 34Q: 3 clusters Score -2.002923e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78132 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -20029268.000000 Penalty: 13893.653320 Iteration 35Q: 3 clusters Score -2.002927e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78304 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -20029294.000000 Penalty: 13893.653320 Iteration 36Q: 3 clusters Score -2.002929e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78443 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -20029310.000000 Penalty: 13893.653320 Iteration 37Q: 3 clusters Score -2.002931e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78558 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -20029338.000000 Penalty: 13893.653320 Iteration 38Q: 3 clusters Score -2.002934e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78681 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -20029334.000000 Penalty: 13893.653320 Iteration 39Q: 3 clusters Score -2.002933e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78800 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -20029336.000000 Penalty: 13893.653320 Iteration 40F: 3 clusters Score -2.002934e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78910 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -20029360.000000 Penalty: 13893.653320 Iteration 41Q: 3 clusters Score -2.002936e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79001 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -20029346.000000 Penalty: 13893.653320 Iteration 42Q: 3 clusters Score -2.002935e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79085 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -20029372.000000 Penalty: 13893.653320 Iteration 43Q: 3 clusters Score -2.002937e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79175 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -20029350.000000 Penalty: 13893.653320 Iteration 44Q: 3 clusters Score -2.002935e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79248 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -20029388.000000 Penalty: 13893.653320 Iteration 45Q: 3 clusters Score -2.002939e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79315 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -20029396.000000 Penalty: 13893.653320 Iteration 46Q: 3 clusters Score -2.00294e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79384 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -20029372.000000 Penalty: 13893.653320 Iteration 47Q: 3 clusters Score -2.002937e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79446 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -20029372.000000 Penalty: 13893.653320 Iteration 48Q: 3 clusters Score -2.002937e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79505 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -20029370.000000 Penalty: 13893.653320 Iteration 49Q: 3 clusters Score -2.002937e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79564 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -20029388.000000 Penalty: 13893.653320 Iteration 50Q: 3 clusters Score -2.002939e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79616 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -20029382.000000 Penalty: 13893.653320 Iteration 51Q: 3 clusters Score -2.002938e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79663 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -20029360.000000 Penalty: 13893.653320 Iteration 52Q: 3 clusters Score -2.002936e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79701 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -20029390.000000 Penalty: 13893.653320 Iteration 53Q: 3 clusters Score -2.002939e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79727 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -20029386.000000 Penalty: 13893.653320 Iteration 54Q: 3 clusters Score -2.002939e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79758 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -20029418.000000 Penalty: 13893.653320 Iteration 55Q: 3 clusters Score -2.002942e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79799 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -20029410.000000 Penalty: 13893.653320 Iteration 56Q: 3 clusters Score -2.002941e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79833 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -20029416.000000 Penalty: 13893.653320 Iteration 57Q: 3 clusters Score -2.002942e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79855 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -20029402.000000 Penalty: 13893.653320 Iteration 58Q: 3 clusters Score -2.00294e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79872 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -20029436.000000 Penalty: 13893.653320 Iteration 59Q: 3 clusters Score -2.002944e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79898 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -20029456.000000 Penalty: 13893.653320 Iteration 60F: 3 clusters Score -2.002946e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79918 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -20029438.000000 Penalty: 13893.653320 Iteration 61Q: 3 clusters Score -2.002944e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79936 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -20029442.000000 Penalty: 13893.653320 Iteration 62Q: 3 clusters Score -2.002944e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79949 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -20029480.000000 Penalty: 13893.653320 Iteration 63Q: 3 clusters Score -2.002948e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79960 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -20029470.000000 Penalty: 13893.653320 Iteration 64Q: 3 clusters Score -2.002947e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79969 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -20029482.000000 Penalty: 13893.653320 Iteration 65Q: 3 clusters Score -2.002948e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79982 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -20029474.000000 Penalty: 13893.653320 Iteration 66Q: 3 clusters Score -2.002947e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79988 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -20029486.000000 Penalty: 13893.653320 Iteration 67Q: 3 clusters Score -2.002949e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79997 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -20029464.000000 Penalty: 13893.653320 Iteration 68Q: 3 clusters Score -2.002946e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80011 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -20029458.000000 Penalty: 13893.653320 Iteration 69Q: 3 clusters Score -2.002946e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80021 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -20029480.000000 Penalty: 13893.653320 Iteration 70Q: 3 clusters Score -2.002948e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80031 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -20029478.000000 Penalty: 13893.653320 Iteration 71Q: 3 clusters Score -2.002948e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80041 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -20029464.000000 Penalty: 13893.653320 Iteration 72Q: 3 clusters Score -2.002946e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80044 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -20029468.000000 Penalty: 13893.653320 Iteration 73Q: 3 clusters Score -2.002947e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80047 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -20029480.000000 Penalty: 13893.653320 Iteration 74Q: 3 clusters Score -2.002948e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80053 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -20029488.000000 Penalty: 13893.653320 Iteration 75Q: 3 clusters Score -2.002949e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80056 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -20029482.000000 Penalty: 13893.653320 Iteration 76Q: 3 clusters Score -2.002948e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80062 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -20029478.000000 Penalty: 13893.653320 Iteration 77Q: 3 clusters Score -2.002948e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80066 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -20029494.000000 Penalty: 13893.653320 Iteration 78Q: 3 clusters Score -2.002949e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80068 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -20029464.000000 Penalty: 13893.653320 Iteration 79Q: 3 clusters Score -2.002946e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80073 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -20029468.000000 Penalty: 13893.653320 Iteration 80F: 3 clusters Score -2.002947e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80080 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -20029456.000000 Penalty: 13893.653320 Iteration 81Q: 3 clusters Score -2.002946e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80083 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -20029466.000000 Penalty: 13893.653320 Iteration 82Q: 3 clusters Score -2.002947e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80086 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -20029474.000000 Penalty: 13893.653320 Iteration 83Q: 3 clusters Score -2.002947e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80090 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -20029482.000000 Penalty: 13893.653320 Iteration 84Q: 3 clusters Score -2.002948e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80093 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -20029476.000000 Penalty: 13893.653320 Iteration 85Q: 3 clusters Score -2.002948e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80095 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -20029480.000000 Penalty: 13893.653320 Iteration 86Q: 3 clusters Score -2.002948e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80095 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -20029482.000000 Penalty: 13893.653320 Iteration 87Q: 3 clusters Score -2.002948e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80097 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -20029474.000000 Penalty: 13893.653320 Iteration 88Q: 3 clusters Score -2.002947e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80102 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -20029474.000000 Penalty: 13893.653320 Iteration 89Q: 3 clusters Score -2.002947e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80101 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -20029484.000000 Penalty: 13893.653320 Iteration 90Q: 3 clusters Score -2.002948e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80102 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -20029484.000000 Penalty: 13893.653320 Iteration 91Q: 3 clusters Score -2.002948e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80103 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -20029476.000000 Penalty: 13893.653320 Iteration 92Q: 3 clusters Score -2.002948e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80104 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -20029490.000000 Penalty: 13893.653320 Iteration 93Q: 3 clusters Score -2.002949e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80103 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -20029480.000000 Penalty: 13893.653320 Iteration 94Q: 3 clusters Score -2.002948e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80105 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -20029472.000000 Penalty: 13893.653320 Iteration 95Q: 3 clusters Score -2.002947e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80112 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -20029452.000000 Penalty: 13893.653320 Iteration 96Q: 3 clusters Score -2.002945e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80119 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -20029468.000000 Penalty: 13893.653320 Iteration 97Q: 3 clusters Score -2.002947e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80121 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -20029462.000000 Penalty: 13893.653320 Iteration 98Q: 3 clusters Score -2.002946e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80123 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -20029470.000000 Penalty: 13893.653320 Iteration 99Q: 3 clusters Score -2.002947e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80131 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -20029478.000000 Penalty: 13893.653320 Iteration 100F: 3 clusters Score -2.002948e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80135 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -20029480.000000 Penalty: 13893.653320 Iteration 101Q: 3 clusters Score -2.002948e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80145 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -20029484.000000 Penalty: 13893.653320 Iteration 102Q: 3 clusters Score -2.002948e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80152 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -20029490.000000 Penalty: 13893.653320 Iteration 103Q: 3 clusters Score -2.002949e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80157 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -20029482.000000 Penalty: 13893.653320 Iteration 104Q: 3 clusters Score -2.002948e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80155 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -20029500.000000 Penalty: 13893.653320 Iteration 105Q: 3 clusters Score -2.00295e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80157 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -20029504.000000 Penalty: 13893.653320 Iteration 106Q: 3 clusters Score -2.00295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80158 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -20029498.000000 Penalty: 13893.653320 Iteration 107Q: 3 clusters Score -2.00295e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80160 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -20029506.000000 Penalty: 13893.653320 Iteration 108Q: 3 clusters Score -2.002951e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80161 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -20029508.000000 Penalty: 13893.653320 Iteration 109Q: 3 clusters Score -2.002951e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80164 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -20029500.000000 Penalty: 13893.653320 Iteration 110Q: 3 clusters Score -2.00295e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80166 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -20029470.000000 Penalty: 13893.653320 Iteration 111Q: 3 clusters Score -2.002947e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80170 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -20029480.000000 Penalty: 13893.653320 Iteration 112Q: 3 clusters Score -2.002948e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80171 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -20029494.000000 Penalty: 13893.653320 Iteration 113Q: 3 clusters Score -2.002949e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80174 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -20029500.000000 Penalty: 13893.653320 Iteration 114Q: 3 clusters Score -2.00295e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80177 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -20029488.000000 Penalty: 13893.653320 Iteration 115Q: 3 clusters Score -2.002949e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80179 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -20029486.000000 Penalty: 13893.653320 Iteration 116Q: 3 clusters Score -2.002949e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80181 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -20029496.000000 Penalty: 13893.653320 Iteration 117Q: 3 clusters Score -2.00295e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80188 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -20029490.000000 Penalty: 13893.653320 Iteration 118Q: 3 clusters Score -2.002949e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80192 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -20029498.000000 Penalty: 13893.653320 Iteration 119Q: 3 clusters Score -2.00295e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80192 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -20029518.000000 Penalty: 13893.653320 Iteration 120F: 3 clusters Score -2.002952e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80195 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -20029502.000000 Penalty: 13893.653320 Iteration 121Q: 3 clusters Score -2.00295e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80197 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -20029500.000000 Penalty: 13893.653320 Iteration 122Q: 3 clusters Score -2.00295e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80197 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -20029500.000000 Penalty: 13893.653320 Iteration 123F: 3 clusters Score -2.00295e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (11386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11386 members Entering Unmasked Estep Score: -2586565.500000 Penalty: 5720.835449 Iteration 0F: 2 clusters Score -2586566 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -2575596.250000 Penalty: 11441.670898 Iteration 0F: 3 clusters Score -2575596 nChanged 4245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -2578212.250000 Penalty: 11441.670898 Iteration 1F: 3 clusters Score -2578212 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -2578793.000000 Penalty: 11441.670898 Iteration 2F: 3 clusters Score -2578793 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -2579212.500000 Penalty: 11441.670898 Iteration 3F: 3 clusters Score -2579212 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -2579511.750000 Penalty: 11441.670898 Iteration 4Q: 3 clusters Score -2579512 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -2579760.500000 Penalty: 11441.670898 Iteration 5Q: 3 clusters Score -2579760 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -2579957.000000 Penalty: 11441.670898 Iteration 6Q: 3 clusters Score -2579957 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -2580166.750000 Penalty: 11441.670898 Iteration 7Q: 3 clusters Score -2580167 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -2580325.500000 Penalty: 11441.670898 Iteration 8Q: 3 clusters Score -2580326 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -2580450.500000 Penalty: 11441.670898 Iteration 9Q: 3 clusters Score -2580450 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -2580537.500000 Penalty: 11441.670898 Iteration 10Q: 3 clusters Score -2580538 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -2580622.000000 Penalty: 11441.670898 Iteration 11Q: 3 clusters Score -2580622 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -2580711.750000 Penalty: 11441.670898 Iteration 12Q: 3 clusters Score -2580712 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -2580755.000000 Penalty: 11441.670898 Iteration 13Q: 3 clusters Score -2580755 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -2580803.750000 Penalty: 11441.670898 Iteration 14Q: 3 clusters Score -2580804 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -2580838.250000 Penalty: 11441.670898 Iteration 15Q: 3 clusters Score -2580838 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -2580867.500000 Penalty: 11441.670898 Iteration 16Q: 3 clusters Score -2580868 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -2580905.000000 Penalty: 11441.670898 Iteration 17Q: 3 clusters Score -2580905 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -2580938.500000 Penalty: 11441.670898 Iteration 18Q: 3 clusters Score -2580938 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -2580970.250000 Penalty: 11441.670898 Iteration 19Q: 3 clusters Score -2580970 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -2580996.500000 Penalty: 11441.670898 Iteration 20F: 3 clusters Score -2580996 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -2581017.750000 Penalty: 11441.670898 Iteration 21Q: 3 clusters Score -2581018 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -2581040.250000 Penalty: 11441.670898 Iteration 22Q: 3 clusters Score -2581040 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -2581070.000000 Penalty: 11441.670898 Iteration 23Q: 3 clusters Score -2581070 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -2581095.750000 Penalty: 11441.670898 Iteration 24Q: 3 clusters Score -2581096 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -2581134.250000 Penalty: 11441.670898 Iteration 25Q: 3 clusters Score -2581134 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -2581165.750000 Penalty: 11441.670898 Iteration 26Q: 3 clusters Score -2581166 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -2581204.000000 Penalty: 11441.670898 Iteration 27Q: 3 clusters Score -2581204 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -2581243.250000 Penalty: 11441.670898 Iteration 28Q: 3 clusters Score -2581243 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -2581290.000000 Penalty: 11441.670898 Iteration 29Q: 3 clusters Score -2581290 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -2581330.250000 Penalty: 11441.670898 Iteration 30Q: 3 clusters Score -2581330 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -2581380.750000 Penalty: 11441.670898 Iteration 31Q: 3 clusters Score -2581381 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -2581429.000000 Penalty: 11441.670898 Iteration 32Q: 3 clusters Score -2581429 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -2581481.250000 Penalty: 11441.670898 Iteration 33Q: 3 clusters Score -2581481 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -2581546.000000 Penalty: 11441.670898 Iteration 34Q: 3 clusters Score -2581546 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -2581615.500000 Penalty: 11441.670898 Iteration 35Q: 3 clusters Score -2581616 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -2581682.750000 Penalty: 11441.670898 Iteration 36Q: 3 clusters Score -2581683 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -2581749.250000 Penalty: 11441.670898 Iteration 37Q: 3 clusters Score -2581749 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7969 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -2581796.750000 Penalty: 11441.670898 Iteration 38Q: 3 clusters Score -2581797 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -2581861.750000 Penalty: 11441.670898 Iteration 39Q: 3 clusters Score -2581862 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -2581909.750000 Penalty: 11441.670898 Iteration 40F: 3 clusters Score -2581910 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -2581951.250000 Penalty: 11441.670898 Iteration 41Q: 3 clusters Score -2581951 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -2582007.250000 Penalty: 11441.670898 Iteration 42Q: 3 clusters Score -2582007 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -2582047.750000 Penalty: 11441.670898 Iteration 43Q: 3 clusters Score -2582048 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -2582106.500000 Penalty: 11441.670898 Iteration 44Q: 3 clusters Score -2582106 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -2582170.500000 Penalty: 11441.670898 Iteration 45Q: 3 clusters Score -2582170 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -2582246.500000 Penalty: 11441.670898 Iteration 46Q: 3 clusters Score -2582246 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -2582336.250000 Penalty: 11441.670898 Iteration 47Q: 3 clusters Score -2582336 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -2582415.750000 Penalty: 11441.670898 Iteration 48Q: 3 clusters Score -2582416 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9205 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -2582465.750000 Penalty: 11441.670898 Iteration 49Q: 3 clusters Score -2582466 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -2582510.500000 Penalty: 11441.670898 Iteration 50Q: 3 clusters Score -2582510 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -2582560.750000 Penalty: 11441.670898 Iteration 51Q: 3 clusters Score -2582561 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -2582602.500000 Penalty: 11441.670898 Iteration 52Q: 3 clusters Score -2582602 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -2582646.000000 Penalty: 11441.670898 Iteration 53Q: 3 clusters Score -2582646 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9575 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -2582685.750000 Penalty: 11441.670898 Iteration 54Q: 3 clusters Score -2582686 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -2582715.500000 Penalty: 11441.670898 Iteration 55Q: 3 clusters Score -2582716 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -2582732.500000 Penalty: 11441.670898 Iteration 56Q: 3 clusters Score -2582732 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -2582745.500000 Penalty: 11441.670898 Iteration 57Q: 3 clusters Score -2582746 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -2582757.500000 Penalty: 11441.670898 Iteration 58Q: 3 clusters Score -2582758 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -2582772.750000 Penalty: 11441.670898 Iteration 59Q: 3 clusters Score -2582773 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -2582776.250000 Penalty: 11441.670898 Iteration 60F: 3 clusters Score -2582776 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -2582785.750000 Penalty: 11441.670898 Iteration 61Q: 3 clusters Score -2582786 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -2582786.250000 Penalty: 11441.670898 Iteration 62Q: 3 clusters Score -2582786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -2582788.750000 Penalty: 11441.670898 Iteration 63Q: 3 clusters Score -2582789 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -2582797.000000 Penalty: 11441.670898 Iteration 64Q: 3 clusters Score -2582797 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -2582799.750000 Penalty: 11441.670898 Iteration 65Q: 3 clusters Score -2582800 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -2582800.500000 Penalty: 11441.670898 Iteration 66Q: 3 clusters Score -2582800 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -2582800.000000 Penalty: 11441.670898 Iteration 67Q: 3 clusters Score -2582800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -2582798.250000 Penalty: 11441.670898 Iteration 68Q: 3 clusters Score -2582798 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -2582802.500000 Penalty: 11441.670898 Iteration 69Q: 3 clusters Score -2582802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -2582802.750000 Penalty: 11441.670898 Iteration 70Q: 3 clusters Score -2582803 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -2582806.000000 Penalty: 11441.670898 Iteration 71Q: 3 clusters Score -2582806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -2582806.000000 Penalty: 11441.670898 Iteration 72Q: 3 clusters Score -2582806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -2582806.000000 Penalty: 11441.670898 Iteration 73F: 3 clusters Score -2582806 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Entering Unmasked Estep Score: -319207.281250 Penalty: 4451.786621 Iteration 0F: 2 clusters Score -319207.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -314723.968750 Penalty: 8903.573242 Iteration 0F: 3 clusters Score -314724 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -315220.156250 Penalty: 8903.573242 Iteration 1F: 3 clusters Score -315220.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -315359.625000 Penalty: 8903.573242 Iteration 2F: 3 clusters Score -315359.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -315436.281250 Penalty: 8903.573242 Iteration 3Q: 3 clusters Score -315436.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -315495.937500 Penalty: 8903.573242 Iteration 4Q: 3 clusters Score -315495.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -315538.781250 Penalty: 8903.573242 Iteration 5Q: 3 clusters Score -315538.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -315597.906250 Penalty: 8903.573242 Iteration 6Q: 3 clusters Score -315597.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -315667.187500 Penalty: 8903.573242 Iteration 7Q: 3 clusters Score -315667.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -315750.687500 Penalty: 8903.573242 Iteration 8Q: 3 clusters Score -315750.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -315809.843750 Penalty: 8903.573242 Iteration 9Q: 3 clusters Score -315809.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -315843.531250 Penalty: 8903.573242 Iteration 10Q: 3 clusters Score -315843.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -315890.843750 Penalty: 8903.573242 Iteration 11Q: 3 clusters Score -315890.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -315957.281250 Penalty: 8903.573242 Iteration 12Q: 3 clusters Score -315957.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -316035.218750 Penalty: 8903.573242 Iteration 13Q: 3 clusters Score -316035.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -316161.125000 Penalty: 8903.573242 Iteration 14Q: 3 clusters Score -316161.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -316428.687500 Penalty: 8903.573242 Iteration 15Q: 3 clusters Score -316428.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -316799.062500 Penalty: 8903.573242 Iteration 16Q: 3 clusters Score -316799.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -317459.656250 Penalty: 8903.573242 Iteration 17F: 3 clusters Score -317459.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -318907.031250 Penalty: 8903.573242 Iteration 18F: 3 clusters Score -318907 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -319786.062500 Penalty: 8903.573242 Iteration 19F: 3 clusters Score -319786.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -320340.781250 Penalty: 8903.573242 Iteration 20F: 3 clusters Score -320340.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -320811.656250 Penalty: 8903.573242 Iteration 21Q: 3 clusters Score -320811.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -320838.593750 Penalty: 8903.573242 Iteration 22Q: 3 clusters Score -320838.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -320838.593750 Penalty: 8903.573242 Iteration 23F: 3 clusters Score -320838.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 117317 members Mstep: Class 3 contains 32075 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84268 members Mstep: Class 6 contains 11386 members Mstep: Class 7 contains 806 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 9187 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41559 members Mstep: Class 12 contains 40277 members Mstep: Class 13 contains 7475 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15682 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18694 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4923 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20564 members Mstep: Class 23 contains 715 members Mstep: Class 24 contains 6748 members Mstep: Class 25 contains 7094 members Mstep: Class 26 contains 628 members Entering Unmasked Estep Score: -101702272.000000 Penalty: 206887.828125 Splitting cluster 7 changes total score from -101704416.000000 to -101702272.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (3099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Entering Unmasked Estep Score: -700428.125000 Penalty: 4923.786133 Iteration 0F: 2 clusters Score -700428.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -694653.625000 Penalty: 9847.572266 Iteration 0F: 3 clusters Score -694653.6 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -695869.375000 Penalty: 9847.572266 Iteration 1F: 3 clusters Score -695869.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -697724.937500 Penalty: 9847.572266 Iteration 2F: 3 clusters Score -697724.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -698524.812500 Penalty: 9847.572266 Iteration 3F: 3 clusters Score -698524.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -699007.937500 Penalty: 9847.572266 Iteration 4F: 3 clusters Score -699007.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -699407.000000 Penalty: 9847.572266 Iteration 5F: 3 clusters Score -699407 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -699686.000000 Penalty: 9847.572266 Iteration 6Q: 3 clusters Score -699686 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -699919.562500 Penalty: 9847.572266 Iteration 7Q: 3 clusters Score -699919.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -700038.437500 Penalty: 9847.572266 Iteration 8Q: 3 clusters Score -700038.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -700094.625000 Penalty: 9847.572266 Iteration 9Q: 3 clusters Score -700094.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -700126.500000 Penalty: 9847.572266 Iteration 10Q: 3 clusters Score -700126.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -700153.875000 Penalty: 9847.572266 Iteration 11Q: 3 clusters Score -700153.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -700177.375000 Penalty: 9847.572266 Iteration 12Q: 3 clusters Score -700177.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -700194.750000 Penalty: 9847.572266 Iteration 13Q: 3 clusters Score -700194.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -700217.375000 Penalty: 9847.572266 Iteration 14Q: 3 clusters Score -700217.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -700230.687500 Penalty: 9847.572266 Iteration 15Q: 3 clusters Score -700230.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -700236.000000 Penalty: 9847.572266 Iteration 16Q: 3 clusters Score -700236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -700237.875000 Penalty: 9847.572266 Iteration 17Q: 3 clusters Score -700237.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -700242.875000 Penalty: 9847.572266 Iteration 18Q: 3 clusters Score -700242.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -700251.750000 Penalty: 9847.572266 Iteration 19Q: 3 clusters Score -700251.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -700257.125000 Penalty: 9847.572266 Iteration 20F: 3 clusters Score -700257.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -700260.000000 Penalty: 9847.572266 Iteration 21Q: 3 clusters Score -700260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -700260.000000 Penalty: 9847.572266 Iteration 22F: 3 clusters Score -700260 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Entering Unmasked Estep Score: -2100465.000000 Penalty: 5589.395996 Iteration 0F: 2 clusters Score -2100465 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -2090779.750000 Penalty: 11178.791992 Iteration 0F: 3 clusters Score -2090780 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -2092697.875000 Penalty: 11178.791992 Iteration 1F: 3 clusters Score -2092698 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -2093129.125000 Penalty: 11178.791992 Iteration 2F: 3 clusters Score -2093129 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -2093402.750000 Penalty: 11178.791992 Iteration 3Q: 3 clusters Score -2093403 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -2093589.250000 Penalty: 11178.791992 Iteration 4Q: 3 clusters Score -2093589 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -2093718.625000 Penalty: 11178.791992 Iteration 5Q: 3 clusters Score -2093719 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -2093811.375000 Penalty: 11178.791992 Iteration 6Q: 3 clusters Score -2093811 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -2093897.125000 Penalty: 11178.791992 Iteration 7Q: 3 clusters Score -2093897 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -2093957.625000 Penalty: 11178.791992 Iteration 8Q: 3 clusters Score -2093958 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -2094002.625000 Penalty: 11178.791992 Iteration 9Q: 3 clusters Score -2094003 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -2094044.250000 Penalty: 11178.791992 Iteration 10Q: 3 clusters Score -2094044 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -2094080.375000 Penalty: 11178.791992 Iteration 11Q: 3 clusters Score -2094080 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -2094107.000000 Penalty: 11178.791992 Iteration 12Q: 3 clusters Score -2094107 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -2094128.250000 Penalty: 11178.791992 Iteration 13Q: 3 clusters Score -2094128 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -2094151.375000 Penalty: 11178.791992 Iteration 14Q: 3 clusters Score -2094151 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -2094175.375000 Penalty: 11178.791992 Iteration 15Q: 3 clusters Score -2094175 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -2094196.625000 Penalty: 11178.791992 Iteration 16Q: 3 clusters Score -2094197 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -2094214.250000 Penalty: 11178.791992 Iteration 17Q: 3 clusters Score -2094214 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -2094229.125000 Penalty: 11178.791992 Iteration 18Q: 3 clusters Score -2094229 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -2094244.250000 Penalty: 11178.791992 Iteration 19Q: 3 clusters Score -2094244 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -2094258.250000 Penalty: 11178.791992 Iteration 20F: 3 clusters Score -2094258 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -2094270.000000 Penalty: 11178.791992 Iteration 21Q: 3 clusters Score -2094270 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -2094282.250000 Penalty: 11178.791992 Iteration 22Q: 3 clusters Score -2094282 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -2094293.500000 Penalty: 11178.791992 Iteration 23Q: 3 clusters Score -2094294 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -2094306.250000 Penalty: 11178.791992 Iteration 24Q: 3 clusters Score -2094306 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -2094320.500000 Penalty: 11178.791992 Iteration 25Q: 3 clusters Score -2094320 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -2094323.500000 Penalty: 11178.791992 Iteration 26Q: 3 clusters Score -2094324 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -2094334.125000 Penalty: 11178.791992 Iteration 27Q: 3 clusters Score -2094334 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -2094340.625000 Penalty: 11178.791992 Iteration 28Q: 3 clusters Score -2094341 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -2094346.625000 Penalty: 11178.791992 Iteration 29Q: 3 clusters Score -2094347 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -2094352.375000 Penalty: 11178.791992 Iteration 30Q: 3 clusters Score -2094352 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -2094357.250000 Penalty: 11178.791992 Iteration 31Q: 3 clusters Score -2094357 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -2094363.125000 Penalty: 11178.791992 Iteration 32Q: 3 clusters Score -2094363 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -2094374.375000 Penalty: 11178.791992 Iteration 33Q: 3 clusters Score -2094374 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -2094381.875000 Penalty: 11178.791992 Iteration 34Q: 3 clusters Score -2094382 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -2094390.375000 Penalty: 11178.791992 Iteration 35Q: 3 clusters Score -2094390 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -2094399.875000 Penalty: 11178.791992 Iteration 36Q: 3 clusters Score -2094400 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -2094399.875000 Penalty: 11178.791992 Iteration 37Q: 3 clusters Score -2094400 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -2094412.250000 Penalty: 11178.791992 Iteration 38Q: 3 clusters Score -2094412 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -2094417.750000 Penalty: 11178.791992 Iteration 39Q: 3 clusters Score -2094418 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -2094429.625000 Penalty: 11178.791992 Iteration 40F: 3 clusters Score -2094430 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -2094438.750000 Penalty: 11178.791992 Iteration 41Q: 3 clusters Score -2094439 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -2094447.375000 Penalty: 11178.791992 Iteration 42Q: 3 clusters Score -2094447 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -2094449.500000 Penalty: 11178.791992 Iteration 43Q: 3 clusters Score -2094450 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -2094453.500000 Penalty: 11178.791992 Iteration 44Q: 3 clusters Score -2094454 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -2094456.500000 Penalty: 11178.791992 Iteration 45Q: 3 clusters Score -2094456 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -2094459.250000 Penalty: 11178.791992 Iteration 46Q: 3 clusters Score -2094459 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -2094469.000000 Penalty: 11178.791992 Iteration 47Q: 3 clusters Score -2094469 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -2094470.125000 Penalty: 11178.791992 Iteration 48Q: 3 clusters Score -2094470 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -2094477.250000 Penalty: 11178.791992 Iteration 49Q: 3 clusters Score -2094477 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -2094482.750000 Penalty: 11178.791992 Iteration 50Q: 3 clusters Score -2094483 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -2094482.125000 Penalty: 11178.791992 Iteration 51Q: 3 clusters Score -2094482 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -2094494.750000 Penalty: 11178.791992 Iteration 52Q: 3 clusters Score -2094495 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -2094498.375000 Penalty: 11178.791992 Iteration 53Q: 3 clusters Score -2094498 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -2094501.750000 Penalty: 11178.791992 Iteration 54Q: 3 clusters Score -2094502 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -2094501.000000 Penalty: 11178.791992 Iteration 55Q: 3 clusters Score -2094501 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -2094506.375000 Penalty: 11178.791992 Iteration 56Q: 3 clusters Score -2094506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -2094512.375000 Penalty: 11178.791992 Iteration 57Q: 3 clusters Score -2094512 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -2094514.750000 Penalty: 11178.791992 Iteration 58Q: 3 clusters Score -2094515 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -2094517.500000 Penalty: 11178.791992 Iteration 59Q: 3 clusters Score -2094518 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -2094519.375000 Penalty: 11178.791992 Iteration 60F: 3 clusters Score -2094519 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -2094522.375000 Penalty: 11178.791992 Iteration 61Q: 3 clusters Score -2094522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -2094520.375000 Penalty: 11178.791992 Iteration 62Q: 3 clusters Score -2094520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -2094524.000000 Penalty: 11178.791992 Iteration 63Q: 3 clusters Score -2094524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -2094521.625000 Penalty: 11178.791992 Iteration 64Q: 3 clusters Score -2094522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -2094521.625000 Penalty: 11178.791992 Iteration 65F: 3 clusters Score -2094522 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -347068.937500 Penalty: 4482.605469 Iteration 0F: 2 clusters Score -347068.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -342530.906250 Penalty: 8965.210938 Iteration 0F: 3 clusters Score -342530.9 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -343194.843750 Penalty: 8965.210938 Iteration 1F: 3 clusters Score -343194.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -343679.812500 Penalty: 8965.210938 Iteration 2F: 3 clusters Score -343679.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -344124.687500 Penalty: 8965.210938 Iteration 3F: 3 clusters Score -344124.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -344542.031250 Penalty: 8965.210938 Iteration 4F: 3 clusters Score -344542 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -344761.656250 Penalty: 8965.210938 Iteration 5F: 3 clusters Score -344761.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -344929.062500 Penalty: 8965.210938 Iteration 6Q: 3 clusters Score -344929.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -345041.906250 Penalty: 8965.210938 Iteration 7Q: 3 clusters Score -345041.9 nChanged 26 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: -345124.187500 Penalty: 8965.210938 Iteration 8Q: 3 clusters Score -345124.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -345193.625000 Penalty: 8965.210938 Iteration 9Q: 3 clusters Score -345193.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -345234.968750 Penalty: 8965.210938 Iteration 10Q: 3 clusters Score -345235 nChanged 7 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: -345258.906250 Penalty: 8965.210938 Iteration 11Q: 3 clusters Score -345258.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -345286.437500 Penalty: 8965.210938 Iteration 12Q: 3 clusters Score -345286.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -345298.187500 Penalty: 8965.210938 Iteration 13Q: 3 clusters Score -345298.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -345302.375000 Penalty: 8965.210938 Iteration 14Q: 3 clusters Score -345302.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -345306.343750 Penalty: 8965.210938 Iteration 15Q: 3 clusters Score -345306.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -345308.750000 Penalty: 8965.210938 Iteration 16Q: 3 clusters Score -345308.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -345308.750000 Penalty: 8965.210938 Iteration 17F: 3 clusters Score -345308.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (41559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41559 members Entering Unmasked Estep Score: -9897607.000000 Penalty: 6513.857422 Iteration 0F: 2 clusters Score -9897607 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20913 members Mstep: Class 2 contains 20646 members Entering Unmasked Estep Score: -9867528.000000 Penalty: 13027.714844 Iteration 0F: 3 clusters Score -9867528 nChanged 18102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21479 members Mstep: Class 2 contains 20080 members Entering Unmasked Estep Score: -9877331.000000 Penalty: 13027.714844 Iteration 1F: 3 clusters Score -9877331 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21724 members Mstep: Class 2 contains 19835 members Entering Unmasked Estep Score: -9878919.000000 Penalty: 13027.714844 Iteration 2F: 3 clusters Score -9878919 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21833 members Mstep: Class 2 contains 19726 members Entering Unmasked Estep Score: -9880910.000000 Penalty: 13027.714844 Iteration 3F: 3 clusters Score -9880910 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21701 members Mstep: Class 2 contains 19858 members Entering Unmasked Estep Score: -9883331.000000 Penalty: 13027.714844 Iteration 4F: 3 clusters Score -9883331 nChanged 3008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21297 members Mstep: Class 2 contains 20262 members Entering Unmasked Estep Score: -9885781.000000 Penalty: 13027.714844 Iteration 5F: 3 clusters Score -9885781 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20633 members Mstep: Class 2 contains 20926 members Entering Unmasked Estep Score: -9888032.000000 Penalty: 13027.714844 Iteration 6F: 3 clusters Score -9888032 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 21625 members Entering Unmasked Estep Score: -9889743.000000 Penalty: 13027.714844 Iteration 7F: 3 clusters Score -9889743 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19260 members Mstep: Class 2 contains 22299 members Entering Unmasked Estep Score: -9891010.000000 Penalty: 13027.714844 Iteration 8F: 3 clusters Score -9891010 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18660 members Mstep: Class 2 contains 22899 members Entering Unmasked Estep Score: -9891814.000000 Penalty: 13027.714844 Iteration 9Q: 3 clusters Score -9891814 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18072 members Mstep: Class 2 contains 23487 members Entering Unmasked Estep Score: -9892738.000000 Penalty: 13027.714844 Iteration 10Q: 3 clusters Score -9892738 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17500 members Mstep: Class 2 contains 24059 members Entering Unmasked Estep Score: -9893422.000000 Penalty: 13027.714844 Iteration 11Q: 3 clusters Score -9893422 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16981 members Mstep: Class 2 contains 24578 members Entering Unmasked Estep Score: -9893968.000000 Penalty: 13027.714844 Iteration 12Q: 3 clusters Score -9893968 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16506 members Mstep: Class 2 contains 25053 members Entering Unmasked Estep Score: -9894357.000000 Penalty: 13027.714844 Iteration 13Q: 3 clusters Score -9894357 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16083 members Mstep: Class 2 contains 25476 members Entering Unmasked Estep Score: -9894593.000000 Penalty: 13027.714844 Iteration 14Q: 3 clusters Score -9894593 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 25855 members Entering Unmasked Estep Score: -9894760.000000 Penalty: 13027.714844 Iteration 15Q: 3 clusters Score -9894760 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15418 members Mstep: Class 2 contains 26141 members Entering Unmasked Estep Score: -9894875.000000 Penalty: 13027.714844 Iteration 16Q: 3 clusters Score -9894875 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15154 members Mstep: Class 2 contains 26405 members Entering Unmasked Estep Score: -9894932.000000 Penalty: 13027.714844 Iteration 17Q: 3 clusters Score -9894932 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14902 members Mstep: Class 2 contains 26657 members Entering Unmasked Estep Score: -9894994.000000 Penalty: 13027.714844 Iteration 18Q: 3 clusters Score -9894994 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14662 members Mstep: Class 2 contains 26897 members Entering Unmasked Estep Score: -9895060.000000 Penalty: 13027.714844 Iteration 19Q: 3 clusters Score -9895060 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Mstep: Class 2 contains 27092 members Entering Unmasked Estep Score: -9895091.000000 Penalty: 13027.714844 Iteration 20F: 3 clusters Score -9895091 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14321 members Mstep: Class 2 contains 27238 members Entering Unmasked Estep Score: -9895139.000000 Penalty: 13027.714844 Iteration 21Q: 3 clusters Score -9895139 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14180 members Mstep: Class 2 contains 27379 members Entering Unmasked Estep Score: -9895131.000000 Penalty: 13027.714844 Iteration 22Q: 3 clusters Score -9895131 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 27494 members Entering Unmasked Estep Score: -9895129.000000 Penalty: 13027.714844 Iteration 23Q: 3 clusters Score -9895129 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 27595 members Entering Unmasked Estep Score: -9895121.000000 Penalty: 13027.714844 Iteration 24Q: 3 clusters Score -9895121 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13871 members Mstep: Class 2 contains 27688 members Entering Unmasked Estep Score: -9895135.000000 Penalty: 13027.714844 Iteration 25Q: 3 clusters Score -9895135 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 27778 members Entering Unmasked Estep Score: -9895137.000000 Penalty: 13027.714844 Iteration 26Q: 3 clusters Score -9895137 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13705 members Mstep: Class 2 contains 27854 members Entering Unmasked Estep Score: -9895160.000000 Penalty: 13027.714844 Iteration 27Q: 3 clusters Score -9895160 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13632 members Mstep: Class 2 contains 27927 members Entering Unmasked Estep Score: -9895164.000000 Penalty: 13027.714844 Iteration 28Q: 3 clusters Score -9895164 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 28001 members Entering Unmasked Estep Score: -9895165.000000 Penalty: 13027.714844 Iteration 29Q: 3 clusters Score -9895165 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Mstep: Class 2 contains 28079 members Entering Unmasked Estep Score: -9895187.000000 Penalty: 13027.714844 Iteration 30Q: 3 clusters Score -9895187 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 28148 members Entering Unmasked Estep Score: -9895181.000000 Penalty: 13027.714844 Iteration 31Q: 3 clusters Score -9895181 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13353 members Mstep: Class 2 contains 28206 members Entering Unmasked Estep Score: -9895201.000000 Penalty: 13027.714844 Iteration 32Q: 3 clusters Score -9895201 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 28253 members Entering Unmasked Estep Score: -9895198.000000 Penalty: 13027.714844 Iteration 33Q: 3 clusters Score -9895198 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 28293 members Entering Unmasked Estep Score: -9895196.000000 Penalty: 13027.714844 Iteration 34Q: 3 clusters Score -9895196 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13224 members Mstep: Class 2 contains 28335 members Entering Unmasked Estep Score: -9895210.000000 Penalty: 13027.714844 Iteration 35Q: 3 clusters Score -9895210 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13181 members Mstep: Class 2 contains 28378 members Entering Unmasked Estep Score: -9895203.000000 Penalty: 13027.714844 Iteration 36Q: 3 clusters Score -9895203 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13135 members Mstep: Class 2 contains 28424 members Entering Unmasked Estep Score: -9895205.000000 Penalty: 13027.714844 Iteration 37Q: 3 clusters Score -9895205 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13093 members Mstep: Class 2 contains 28466 members Entering Unmasked Estep Score: -9895197.000000 Penalty: 13027.714844 Iteration 38Q: 3 clusters Score -9895197 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13047 members Mstep: Class 2 contains 28512 members Entering Unmasked Estep Score: -9895205.000000 Penalty: 13027.714844 Iteration 39Q: 3 clusters Score -9895205 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 28562 members Entering Unmasked Estep Score: -9895217.000000 Penalty: 13027.714844 Iteration 40F: 3 clusters Score -9895217 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Mstep: Class 2 contains 28608 members Entering Unmasked Estep Score: -9895217.000000 Penalty: 13027.714844 Iteration 41Q: 3 clusters Score -9895217 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12916 members Mstep: Class 2 contains 28643 members Entering Unmasked Estep Score: -9895226.000000 Penalty: 13027.714844 Iteration 42Q: 3 clusters Score -9895226 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12873 members Mstep: Class 2 contains 28686 members Entering Unmasked Estep Score: -9895263.000000 Penalty: 13027.714844 Iteration 43Q: 3 clusters Score -9895263 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12830 members Mstep: Class 2 contains 28729 members Entering Unmasked Estep Score: -9895280.000000 Penalty: 13027.714844 Iteration 44Q: 3 clusters Score -9895280 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12784 members Mstep: Class 2 contains 28775 members Entering Unmasked Estep Score: -9895307.000000 Penalty: 13027.714844 Iteration 45Q: 3 clusters Score -9895307 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 28825 members Entering Unmasked Estep Score: -9895303.000000 Penalty: 13027.714844 Iteration 46Q: 3 clusters Score -9895303 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Mstep: Class 2 contains 28870 members Entering Unmasked Estep Score: -9895291.000000 Penalty: 13027.714844 Iteration 47Q: 3 clusters Score -9895291 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Mstep: Class 2 contains 28911 members Entering Unmasked Estep Score: -9895306.000000 Penalty: 13027.714844 Iteration 48Q: 3 clusters Score -9895306 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12610 members Mstep: Class 2 contains 28949 members Entering Unmasked Estep Score: -9895301.000000 Penalty: 13027.714844 Iteration 49Q: 3 clusters Score -9895301 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12583 members Mstep: Class 2 contains 28976 members Entering Unmasked Estep Score: -9895326.000000 Penalty: 13027.714844 Iteration 50Q: 3 clusters Score -9895326 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12561 members Mstep: Class 2 contains 28998 members Entering Unmasked Estep Score: -9895327.000000 Penalty: 13027.714844 Iteration 51Q: 3 clusters Score -9895327 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 29023 members Entering Unmasked Estep Score: -9895316.000000 Penalty: 13027.714844 Iteration 52Q: 3 clusters Score -9895316 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 29053 members Entering Unmasked Estep Score: -9895313.000000 Penalty: 13027.714844 Iteration 53Q: 3 clusters Score -9895313 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 29071 members Entering Unmasked Estep Score: -9895319.000000 Penalty: 13027.714844 Iteration 54Q: 3 clusters Score -9895319 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12471 members Mstep: Class 2 contains 29088 members Entering Unmasked Estep Score: -9895317.000000 Penalty: 13027.714844 Iteration 55Q: 3 clusters Score -9895317 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 29103 members Entering Unmasked Estep Score: -9895314.000000 Penalty: 13027.714844 Iteration 56Q: 3 clusters Score -9895314 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 29114 members Entering Unmasked Estep Score: -9895331.000000 Penalty: 13027.714844 Iteration 57Q: 3 clusters Score -9895331 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12437 members Mstep: Class 2 contains 29122 members Entering Unmasked Estep Score: -9895322.000000 Penalty: 13027.714844 Iteration 58Q: 3 clusters Score -9895322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 29130 members Entering Unmasked Estep Score: -9895312.000000 Penalty: 13027.714844 Iteration 59Q: 3 clusters Score -9895312 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12418 members Mstep: Class 2 contains 29141 members Entering Unmasked Estep Score: -9895315.000000 Penalty: 13027.714844 Iteration 60F: 3 clusters Score -9895315 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 29149 members Entering Unmasked Estep Score: -9895320.000000 Penalty: 13027.714844 Iteration 61Q: 3 clusters Score -9895320 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 29155 members Entering Unmasked Estep Score: -9895315.000000 Penalty: 13027.714844 Iteration 62Q: 3 clusters Score -9895315 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12399 members Mstep: Class 2 contains 29160 members Entering Unmasked Estep Score: -9895313.000000 Penalty: 13027.714844 Iteration 63Q: 3 clusters Score -9895313 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 29165 members Entering Unmasked Estep Score: -9895321.000000 Penalty: 13027.714844 Iteration 64Q: 3 clusters Score -9895321 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12390 members Mstep: Class 2 contains 29169 members Entering Unmasked Estep Score: -9895327.000000 Penalty: 13027.714844 Iteration 65Q: 3 clusters Score -9895327 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12385 members Mstep: Class 2 contains 29174 members Entering Unmasked Estep Score: -9895332.000000 Penalty: 13027.714844 Iteration 66Q: 3 clusters Score -9895332 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 29180 members Entering Unmasked Estep Score: -9895330.000000 Penalty: 13027.714844 Iteration 67Q: 3 clusters Score -9895330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 29184 members Entering Unmasked Estep Score: -9895329.000000 Penalty: 13027.714844 Iteration 68Q: 3 clusters Score -9895329 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12373 members Mstep: Class 2 contains 29186 members Entering Unmasked Estep Score: -9895323.000000 Penalty: 13027.714844 Iteration 69Q: 3 clusters Score -9895323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 29188 members Entering Unmasked Estep Score: -9895322.000000 Penalty: 13027.714844 Iteration 70Q: 3 clusters Score -9895322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 29188 members Entering Unmasked Estep Score: -9895322.000000 Penalty: 13027.714844 Iteration 71F: 3 clusters Score -9895322 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (40277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40277 members Entering Unmasked Estep Score: -9351034.000000 Penalty: 6494.665527 Iteration 0F: 2 clusters Score -9351034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20140 members Mstep: Class 2 contains 20137 members Entering Unmasked Estep Score: -9321602.000000 Penalty: 12989.331055 Iteration 0F: 3 clusters Score -9321602 nChanged 17573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20079 members Mstep: Class 2 contains 20198 members Entering Unmasked Estep Score: -9330940.000000 Penalty: 12989.331055 Iteration 1F: 3 clusters Score -9330940 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20021 members Mstep: Class 2 contains 20256 members Entering Unmasked Estep Score: -9331814.000000 Penalty: 12989.331055 Iteration 2F: 3 clusters Score -9331814 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 20343 members Entering Unmasked Estep Score: -9332549.000000 Penalty: 12989.331055 Iteration 3Q: 3 clusters Score -9332549 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19670 members Mstep: Class 2 contains 20607 members Entering Unmasked Estep Score: -9333378.000000 Penalty: 12989.331055 Iteration 4Q: 3 clusters Score -9333378 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19267 members Mstep: Class 2 contains 21010 members Entering Unmasked Estep Score: -9334265.000000 Penalty: 12989.331055 Iteration 5Q: 3 clusters Score -9334265 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18687 members Mstep: Class 2 contains 21590 members Entering Unmasked Estep Score: -9335651.000000 Penalty: 12989.331055 Iteration 6F: 3 clusters Score -9335651 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17839 members Mstep: Class 2 contains 22438 members Entering Unmasked Estep Score: -9337458.000000 Penalty: 12989.331055 Iteration 7F: 3 clusters Score -9337458 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16779 members Mstep: Class 2 contains 23498 members Entering Unmasked Estep Score: -9339513.000000 Penalty: 12989.331055 Iteration 8F: 3 clusters Score -9339513 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15746 members Mstep: Class 2 contains 24531 members Entering Unmasked Estep Score: -9341431.000000 Penalty: 12989.331055 Iteration 9F: 3 clusters Score -9341431 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14918 members Mstep: Class 2 contains 25359 members Entering Unmasked Estep Score: -9342755.000000 Penalty: 12989.331055 Iteration 10F: 3 clusters Score -9342755 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14248 members Mstep: Class 2 contains 26029 members Entering Unmasked Estep Score: -9343691.000000 Penalty: 12989.331055 Iteration 11Q: 3 clusters Score -9343691 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13801 members Mstep: Class 2 contains 26476 members Entering Unmasked Estep Score: -9344302.000000 Penalty: 12989.331055 Iteration 12Q: 3 clusters Score -9344302 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 26793 members Entering Unmasked Estep Score: -9344791.000000 Penalty: 12989.331055 Iteration 13Q: 3 clusters Score -9344791 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13309 members Mstep: Class 2 contains 26968 members Entering Unmasked Estep Score: -9345136.000000 Penalty: 12989.331055 Iteration 14Q: 3 clusters Score -9345136 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13190 members Mstep: Class 2 contains 27087 members Entering Unmasked Estep Score: -9345452.000000 Penalty: 12989.331055 Iteration 15Q: 3 clusters Score -9345452 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13085 members Mstep: Class 2 contains 27192 members Entering Unmasked Estep Score: -9345660.000000 Penalty: 12989.331055 Iteration 16Q: 3 clusters Score -9345660 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12982 members Mstep: Class 2 contains 27295 members Entering Unmasked Estep Score: -9345783.000000 Penalty: 12989.331055 Iteration 17Q: 3 clusters Score -9345783 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12870 members Mstep: Class 2 contains 27407 members Entering Unmasked Estep Score: -9345848.000000 Penalty: 12989.331055 Iteration 18Q: 3 clusters Score -9345848 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12747 members Mstep: Class 2 contains 27530 members Entering Unmasked Estep Score: -9345919.000000 Penalty: 12989.331055 Iteration 19Q: 3 clusters Score -9345919 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 27620 members Entering Unmasked Estep Score: -9345939.000000 Penalty: 12989.331055 Iteration 20F: 3 clusters Score -9345939 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12562 members Mstep: Class 2 contains 27715 members Entering Unmasked Estep Score: -9345960.000000 Penalty: 12989.331055 Iteration 21Q: 3 clusters Score -9345960 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 27819 members Entering Unmasked Estep Score: -9345966.000000 Penalty: 12989.331055 Iteration 22Q: 3 clusters Score -9345966 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12367 members Mstep: Class 2 contains 27910 members Entering Unmasked Estep Score: -9345954.000000 Penalty: 12989.331055 Iteration 23Q: 3 clusters Score -9345954 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 27992 members Entering Unmasked Estep Score: -9345988.000000 Penalty: 12989.331055 Iteration 24Q: 3 clusters Score -9345988 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 28062 members Entering Unmasked Estep Score: -9346017.000000 Penalty: 12989.331055 Iteration 25Q: 3 clusters Score -9346017 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12140 members Mstep: Class 2 contains 28137 members Entering Unmasked Estep Score: -9346001.000000 Penalty: 12989.331055 Iteration 26Q: 3 clusters Score -9346001 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 28200 members Entering Unmasked Estep Score: -9346002.000000 Penalty: 12989.331055 Iteration 27Q: 3 clusters Score -9346002 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 28250 members Entering Unmasked Estep Score: -9346039.000000 Penalty: 12989.331055 Iteration 28Q: 3 clusters Score -9346039 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 28297 members Entering Unmasked Estep Score: -9346046.000000 Penalty: 12989.331055 Iteration 29Q: 3 clusters Score -9346046 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11927 members Mstep: Class 2 contains 28350 members Entering Unmasked Estep Score: -9346060.000000 Penalty: 12989.331055 Iteration 30Q: 3 clusters Score -9346060 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 28393 members Entering Unmasked Estep Score: -9346047.000000 Penalty: 12989.331055 Iteration 31Q: 3 clusters Score -9346047 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 28426 members Entering Unmasked Estep Score: -9346043.000000 Penalty: 12989.331055 Iteration 32Q: 3 clusters Score -9346043 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 28462 members Entering Unmasked Estep Score: -9346065.000000 Penalty: 12989.331055 Iteration 33Q: 3 clusters Score -9346065 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 28497 members Entering Unmasked Estep Score: -9346094.000000 Penalty: 12989.331055 Iteration 34Q: 3 clusters Score -9346094 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 28524 members Entering Unmasked Estep Score: -9346108.000000 Penalty: 12989.331055 Iteration 35Q: 3 clusters Score -9346108 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 28556 members Entering Unmasked Estep Score: -9346104.000000 Penalty: 12989.331055 Iteration 36Q: 3 clusters Score -9346104 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 28588 members Entering Unmasked Estep Score: -9346111.000000 Penalty: 12989.331055 Iteration 37Q: 3 clusters Score -9346111 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 28626 members Entering Unmasked Estep Score: -9346137.000000 Penalty: 12989.331055 Iteration 38Q: 3 clusters Score -9346137 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 28669 members Entering Unmasked Estep Score: -9346131.000000 Penalty: 12989.331055 Iteration 39Q: 3 clusters Score -9346131 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 28706 members Entering Unmasked Estep Score: -9346125.000000 Penalty: 12989.331055 Iteration 40F: 3 clusters Score -9346125 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 28742 members Entering Unmasked Estep Score: -9346146.000000 Penalty: 12989.331055 Iteration 41Q: 3 clusters Score -9346146 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11496 members Mstep: Class 2 contains 28781 members Entering Unmasked Estep Score: -9346135.000000 Penalty: 12989.331055 Iteration 42Q: 3 clusters Score -9346135 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11459 members Mstep: Class 2 contains 28818 members Entering Unmasked Estep Score: -9346146.000000 Penalty: 12989.331055 Iteration 43Q: 3 clusters Score -9346146 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11422 members Mstep: Class 2 contains 28855 members Entering Unmasked Estep Score: -9346138.000000 Penalty: 12989.331055 Iteration 44Q: 3 clusters Score -9346138 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 28897 members Entering Unmasked Estep Score: -9346131.000000 Penalty: 12989.331055 Iteration 45Q: 3 clusters Score -9346131 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 28934 members Entering Unmasked Estep Score: -9346151.000000 Penalty: 12989.331055 Iteration 46Q: 3 clusters Score -9346151 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 28972 members Entering Unmasked Estep Score: -9346155.000000 Penalty: 12989.331055 Iteration 47Q: 3 clusters Score -9346155 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 29012 members Entering Unmasked Estep Score: -9346170.000000 Penalty: 12989.331055 Iteration 48Q: 3 clusters Score -9346170 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 29058 members Entering Unmasked Estep Score: -9346164.000000 Penalty: 12989.331055 Iteration 49Q: 3 clusters Score -9346164 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11166 members Mstep: Class 2 contains 29111 members Entering Unmasked Estep Score: -9346172.000000 Penalty: 12989.331055 Iteration 50Q: 3 clusters Score -9346172 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 29160 members Entering Unmasked Estep Score: -9346164.000000 Penalty: 12989.331055 Iteration 51Q: 3 clusters Score -9346164 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 29200 members Entering Unmasked Estep Score: -9346186.000000 Penalty: 12989.331055 Iteration 52Q: 3 clusters Score -9346186 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 29239 members Entering Unmasked Estep Score: -9346201.000000 Penalty: 12989.331055 Iteration 53Q: 3 clusters Score -9346201 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 29276 members Entering Unmasked Estep Score: -9346220.000000 Penalty: 12989.331055 Iteration 54Q: 3 clusters Score -9346220 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10970 members Mstep: Class 2 contains 29307 members Entering Unmasked Estep Score: -9346231.000000 Penalty: 12989.331055 Iteration 55Q: 3 clusters Score -9346231 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10946 members Mstep: Class 2 contains 29331 members Entering Unmasked Estep Score: -9346214.000000 Penalty: 12989.331055 Iteration 56Q: 3 clusters Score -9346214 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 29350 members Entering Unmasked Estep Score: -9346215.000000 Penalty: 12989.331055 Iteration 57Q: 3 clusters Score -9346215 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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contains 0 members Mstep: Class 1 contains 10800 members Mstep: Class 2 contains 29477 members Entering Unmasked Estep Score: -9346264.000000 Penalty: 12989.331055 Iteration 62Q: 3 clusters Score -9346264 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10781 members Mstep: Class 2 contains 29496 members Entering Unmasked Estep Score: -9346262.000000 Penalty: 12989.331055 Iteration 63Q: 3 clusters Score -9346262 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 29521 members Entering Unmasked Estep Score: -9346258.000000 Penalty: 12989.331055 Iteration 64Q: 3 clusters Score -9346258 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 29546 members Entering Unmasked Estep Score: -9346247.000000 Penalty: 12989.331055 Iteration 65Q: 3 clusters Score -9346247 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 29584 members Entering Unmasked Estep Score: -9346289.000000 Penalty: 12989.331055 Iteration 66Q: 3 clusters Score -9346289 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10661 members Mstep: Class 2 contains 29616 members Entering Unmasked Estep Score: -9346271.000000 Penalty: 12989.331055 Iteration 67Q: 3 clusters Score -9346271 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10634 members Mstep: Class 2 contains 29643 members Entering Unmasked Estep Score: -9346276.000000 Penalty: 12989.331055 Iteration 68Q: 3 clusters Score -9346276 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 29663 members Entering Unmasked Estep Score: -9346275.000000 Penalty: 12989.331055 Iteration 69Q: 3 clusters Score -9346275 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 29690 members Entering Unmasked Estep Score: -9346292.000000 Penalty: 12989.331055 Iteration 70Q: 3 clusters Score -9346292 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 29718 members Entering Unmasked Estep Score: -9346287.000000 Penalty: 12989.331055 Iteration 71Q: 3 clusters Score -9346287 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 29740 members Entering Unmasked Estep Score: -9346281.000000 Penalty: 12989.331055 Iteration 72Q: 3 clusters Score -9346281 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 29760 members Entering Unmasked Estep Score: -9346284.000000 Penalty: 12989.331055 Iteration 73Q: 3 clusters Score -9346284 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 29779 members Entering Unmasked Estep Score: -9346286.000000 Penalty: 12989.331055 Iteration 74Q: 3 clusters Score -9346286 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 29795 members Entering Unmasked Estep Score: -9346300.000000 Penalty: 12989.331055 Iteration 75Q: 3 clusters Score -9346300 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10461 members Mstep: Class 2 contains 29816 members Entering Unmasked Estep Score: -9346305.000000 Penalty: 12989.331055 Iteration 76Q: 3 clusters Score -9346305 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 29844 members Entering Unmasked Estep Score: -9346316.000000 Penalty: 12989.331055 Iteration 77Q: 3 clusters Score -9346316 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 29877 members Entering Unmasked Estep Score: -9346325.000000 Penalty: 12989.331055 Iteration 78Q: 3 clusters Score -9346325 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 29914 members Entering Unmasked Estep Score: -9346329.000000 Penalty: 12989.331055 Iteration 79Q: 3 clusters Score -9346329 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 29951 members Entering Unmasked Estep Score: -9346328.000000 Penalty: 12989.331055 Iteration 80F: 3 clusters Score -9346328 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 29985 members Entering Unmasked Estep Score: -9346339.000000 Penalty: 12989.331055 Iteration 81Q: 3 clusters Score -9346339 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 30018 members Entering Unmasked Estep Score: -9346354.000000 Penalty: 12989.331055 Iteration 82Q: 3 clusters Score -9346354 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 30046 members Entering Unmasked Estep Score: -9346331.000000 Penalty: 12989.331055 Iteration 83Q: 3 clusters Score -9346331 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 30073 members Entering Unmasked Estep Score: -9346346.000000 Penalty: 12989.331055 Iteration 84Q: 3 clusters Score -9346346 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 30100 members Entering Unmasked Estep Score: -9346363.000000 Penalty: 12989.331055 Iteration 85Q: 3 clusters Score -9346363 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10153 members Mstep: Class 2 contains 30124 members Entering Unmasked Estep Score: -9346342.000000 Penalty: 12989.331055 Iteration 86Q: 3 clusters Score -9346342 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 30147 members Entering Unmasked Estep Score: -9346357.000000 Penalty: 12989.331055 Iteration 87Q: 3 clusters Score -9346357 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 30169 members Entering Unmasked Estep Score: -9346363.000000 Penalty: 12989.331055 Iteration 88Q: 3 clusters Score -9346363 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10089 members Mstep: Class 2 contains 30188 members Entering Unmasked Estep Score: -9346355.000000 Penalty: 12989.331055 Iteration 89Q: 3 clusters Score -9346355 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 30208 members Entering Unmasked Estep Score: -9346342.000000 Penalty: 12989.331055 Iteration 90Q: 3 clusters Score -9346342 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 30230 members Entering Unmasked Estep Score: -9346340.000000 Penalty: 12989.331055 Iteration 91Q: 3 clusters Score -9346340 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10030 members Mstep: Class 2 contains 30247 members Entering Unmasked Estep Score: -9346343.000000 Penalty: 12989.331055 Iteration 92Q: 3 clusters Score -9346343 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 30334 members Entering Unmasked Estep Score: -9346359.000000 Penalty: 12989.331055 Iteration 97Q: 3 clusters Score -9346359 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9926 members Mstep: Class 2 contains 30351 members Entering Unmasked Estep Score: -9346373.000000 Penalty: 12989.331055 Iteration 98Q: 3 clusters Score -9346373 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 30371 members Entering Unmasked Estep Score: -9346399.000000 Penalty: 12989.331055 Iteration 99Q: 3 clusters Score -9346399 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9878 members Mstep: Class 2 contains 30399 members Entering Unmasked Estep Score: -9346403.000000 Penalty: 12989.331055 Iteration 100F: 3 clusters Score -9346403 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9849 members Mstep: Class 2 contains 30428 members Entering Unmasked Estep Score: -9346398.000000 Penalty: 12989.331055 Iteration 101Q: 3 clusters Score -9346398 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9814 members Mstep: Class 2 contains 30463 members Entering Unmasked Estep Score: -9346387.000000 Penalty: 12989.331055 Iteration 102Q: 3 clusters Score -9346387 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 30491 members Entering Unmasked Estep Score: -9346398.000000 Penalty: 12989.331055 Iteration 103Q: 3 clusters Score -9346398 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 30517 members Entering Unmasked Estep Score: -9346392.000000 Penalty: 12989.331055 Iteration 104Q: 3 clusters Score -9346392 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 30549 members Entering Unmasked Estep Score: -9346409.000000 Penalty: 12989.331055 Iteration 105Q: 3 clusters Score -9346409 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 30588 members Entering Unmasked Estep Score: -9346424.000000 Penalty: 12989.331055 Iteration 106Q: 3 clusters Score -9346424 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 30623 members Entering Unmasked Estep Score: -9346435.000000 Penalty: 12989.331055 Iteration 107Q: 3 clusters Score -9346435 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9625 members Mstep: Class 2 contains 30652 members Entering Unmasked Estep Score: -9346430.000000 Penalty: 12989.331055 Iteration 108Q: 3 clusters Score -9346430 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 30691 members Entering Unmasked Estep Score: -9346468.000000 Penalty: 12989.331055 Iteration 109Q: 3 clusters Score -9346468 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 30730 members Entering Unmasked Estep Score: -9346467.000000 Penalty: 12989.331055 Iteration 110Q: 3 clusters Score -9346467 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 30771 members Entering Unmasked Estep Score: -9346467.000000 Penalty: 12989.331055 Iteration 111Q: 3 clusters Score -9346467 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 30828 members Entering Unmasked Estep Score: -9346491.000000 Penalty: 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contains 8103 members Mstep: Class 2 contains 32174 members Entering Unmasked Estep Score: -9347086.000000 Penalty: 12989.331055 Iteration 128Q: 3 clusters Score -9347086 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 32283 members Entering Unmasked Estep Score: -9347163.000000 Penalty: 12989.331055 Iteration 129Q: 3 clusters Score -9347163 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 32395 members Entering Unmasked Estep Score: -9347227.000000 Penalty: 12989.331055 Iteration 130Q: 3 clusters Score -9347227 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 32512 members Entering Unmasked Estep Score: -9347329.000000 Penalty: 12989.331055 Iteration 131Q: 3 clusters Score -9347329 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 32624 members Entering Unmasked Estep Score: -9347431.000000 Penalty: 12989.331055 Iteration 132Q: 3 clusters Score -9347431 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 32741 members Entering Unmasked Estep Score: -9347492.000000 Penalty: 12989.331055 Iteration 133Q: 3 clusters Score -9347492 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 32841 members Entering Unmasked Estep Score: -9347552.000000 Penalty: 12989.331055 Iteration 134Q: 3 clusters Score -9347552 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 32931 members Entering Unmasked Estep Score: -9347656.000000 Penalty: 12989.331055 Iteration 135Q: 3 clusters Score -9347656 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 33029 members Entering Unmasked Estep Score: -9347703.000000 Penalty: 12989.331055 Iteration 136Q: 3 clusters Score -9347703 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 33139 members Entering Unmasked Estep Score: -9347766.000000 Penalty: 12989.331055 Iteration 137Q: 3 clusters Score -9347766 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 33246 members Entering Unmasked Estep Score: -9347808.000000 Penalty: 12989.331055 Iteration 138Q: 3 clusters Score -9347808 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 33334 members Entering Unmasked Estep Score: -9347867.000000 Penalty: 12989.331055 Iteration 139Q: 3 clusters Score -9347867 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 33433 members Entering Unmasked Estep Score: -9347940.000000 Penalty: 12989.331055 Iteration 140F: 3 clusters Score -9347940 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 33547 members Entering Unmasked Estep Score: -9348006.000000 Penalty: 12989.331055 Iteration 141Q: 3 clusters Score -9348006 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 33660 members Entering Unmasked Estep Score: -9348050.000000 Penalty: 12989.331055 Iteration 142Q: 3 clusters Score -9348050 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 33759 members Entering Unmasked Estep Score: -9348097.000000 Penalty: 12989.331055 Iteration 143Q: 3 clusters Score -9348097 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 33837 members Entering Unmasked Estep Score: -9348115.000000 Penalty: 12989.331055 Iteration 144Q: 3 clusters Score -9348115 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 33915 members Entering Unmasked Estep Score: -9348123.000000 Penalty: 12989.331055 Iteration 145Q: 3 clusters Score -9348123 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 33975 members Entering Unmasked Estep Score: -9348137.000000 Penalty: 12989.331055 Iteration 146Q: 3 clusters Score -9348137 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 34037 members Entering Unmasked Estep Score: -9348171.000000 Penalty: 12989.331055 Iteration 147Q: 3 clusters Score -9348171 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 34097 members Entering Unmasked Estep Score: -9348217.000000 Penalty: 12989.331055 Iteration 148Q: 3 clusters Score -9348217 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 34147 members Entering Unmasked Estep Score: -9348229.000000 Penalty: 12989.331055 Iteration 149Q: 3 clusters Score -9348229 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 34186 members Entering Unmasked Estep Score: -9348235.000000 Penalty: 12989.331055 Iteration 150Q: 3 clusters Score -9348235 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 34229 members Entering Unmasked Estep Score: -9348246.000000 Penalty: 12989.331055 Iteration 151Q: 3 clusters Score -9348246 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 34280 members Entering Unmasked Estep Score: -9348256.000000 Penalty: 12989.331055 Iteration 152Q: 3 clusters Score -9348256 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 34308 members Entering Unmasked Estep Score: -9348270.000000 Penalty: 12989.331055 Iteration 153Q: 3 clusters Score -9348270 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 34335 members Entering Unmasked Estep Score: -9348282.000000 Penalty: 12989.331055 Iteration 154Q: 3 clusters Score -9348282 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 34366 members Entering Unmasked Estep Score: -9348282.000000 Penalty: 12989.331055 Iteration 155Q: 3 clusters Score -9348282 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 34392 members Entering Unmasked Estep Score: -9348282.000000 Penalty: 12989.331055 Iteration 156Q: 3 clusters Score -9348282 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 34413 members Entering Unmasked Estep Score: -9348292.000000 Penalty: 12989.331055 Iteration 157Q: 3 clusters Score -9348292 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 34431 members Entering Unmasked Estep Score: -9348291.000000 Penalty: 12989.331055 Iteration 158Q: 3 clusters Score -9348291 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 34444 members Entering Unmasked Estep Score: -9348296.000000 Penalty: 12989.331055 Iteration 159Q: 3 clusters Score -9348296 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 34458 members Entering Unmasked Estep Score: -9348299.000000 Penalty: 12989.331055 Iteration 160F: 3 clusters Score -9348299 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 34469 members Entering Unmasked Estep Score: -9348307.000000 Penalty: 12989.331055 Iteration 161Q: 3 clusters Score -9348307 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 34481 members Entering Unmasked Estep Score: -9348284.000000 Penalty: 12989.331055 Iteration 162Q: 3 clusters Score -9348284 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 34490 members Entering Unmasked Estep Score: -9348295.000000 Penalty: 12989.331055 Iteration 163Q: 3 clusters Score -9348295 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 34494 members Entering Unmasked Estep Score: -9348276.000000 Penalty: 12989.331055 Iteration 164Q: 3 clusters Score -9348276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 34495 members Entering Unmasked Estep Score: -9348279.000000 Penalty: 12989.331055 Iteration 165Q: 3 clusters Score -9348279 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 34496 members Entering Unmasked Estep Score: -9348288.000000 Penalty: 12989.331055 Iteration 166Q: 3 clusters Score -9348288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 34496 members Entering Unmasked Estep Score: -9348288.000000 Penalty: 12989.331055 Iteration 167F: 3 clusters Score -9348288 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Entering Unmasked Estep Score: -1753943.875000 Penalty: 5463.083008 Iteration 0F: 2 clusters Score -1753944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1745266.750000 Penalty: 10926.166016 Iteration 0F: 3 clusters Score -1745267 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1746836.000000 Penalty: 10926.166016 Iteration 1F: 3 clusters Score -1746836 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1747209.875000 Penalty: 10926.166016 Iteration 2F: 3 clusters Score -1747210 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1747429.000000 Penalty: 10926.166016 Iteration 3Q: 3 clusters Score -1747429 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1747571.875000 Penalty: 10926.166016 Iteration 4Q: 3 clusters Score -1747572 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1747672.000000 Penalty: 10926.166016 Iteration 5Q: 3 clusters Score -1747672 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1747756.750000 Penalty: 10926.166016 Iteration 6Q: 3 clusters Score -1747757 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1747831.625000 Penalty: 10926.166016 Iteration 7Q: 3 clusters Score -1747832 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -1747893.125000 Penalty: 10926.166016 Iteration 8Q: 3 clusters Score -1747893 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1747939.125000 Penalty: 10926.166016 Iteration 9Q: 3 clusters Score -1747939 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1747975.375000 Penalty: 10926.166016 Iteration 10Q: 3 clusters Score -1747975 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1748029.750000 Penalty: 10926.166016 Iteration 11Q: 3 clusters Score -1748030 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1748089.250000 Penalty: 10926.166016 Iteration 12Q: 3 clusters Score -1748089 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1748161.000000 Penalty: 10926.166016 Iteration 13Q: 3 clusters Score -1748161 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1748220.875000 Penalty: 10926.166016 Iteration 14Q: 3 clusters Score -1748221 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -1748291.375000 Penalty: 10926.166016 Iteration 15Q: 3 clusters Score -1748291 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1748391.875000 Penalty: 10926.166016 Iteration 16Q: 3 clusters Score -1748392 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -1748543.750000 Penalty: 10926.166016 Iteration 17Q: 3 clusters Score -1748544 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1748779.125000 Penalty: 10926.166016 Iteration 18Q: 3 clusters Score -1748779 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1749132.375000 Penalty: 10926.166016 Iteration 19Q: 3 clusters Score -1749132 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1749574.125000 Penalty: 10926.166016 Iteration 20F: 3 clusters Score -1749574 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -1749988.500000 Penalty: 10926.166016 Iteration 21Q: 3 clusters Score -1749988 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -1750342.625000 Penalty: 10926.166016 Iteration 22Q: 3 clusters Score -1750343 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1750614.625000 Penalty: 10926.166016 Iteration 23Q: 3 clusters Score -1750615 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -1750807.125000 Penalty: 10926.166016 Iteration 24Q: 3 clusters Score -1750807 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -1750916.375000 Penalty: 10926.166016 Iteration 25Q: 3 clusters Score -1750916 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -1750978.875000 Penalty: 10926.166016 Iteration 26Q: 3 clusters Score -1750979 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -1751016.375000 Penalty: 10926.166016 Iteration 27Q: 3 clusters Score -1751016 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -1751036.125000 Penalty: 10926.166016 Iteration 28Q: 3 clusters Score -1751036 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -1751054.250000 Penalty: 10926.166016 Iteration 29Q: 3 clusters Score -1751054 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -1751064.250000 Penalty: 10926.166016 Iteration 30Q: 3 clusters Score -1751064 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -1751069.375000 Penalty: 10926.166016 Iteration 31Q: 3 clusters Score -1751069 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -1751077.875000 Penalty: 10926.166016 Iteration 32Q: 3 clusters Score -1751078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1751086.125000 Penalty: 10926.166016 Iteration 33Q: 3 clusters Score -1751086 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -1751085.250000 Penalty: 10926.166016 Iteration 34Q: 3 clusters Score -1751085 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -1751094.000000 Penalty: 10926.166016 Iteration 35Q: 3 clusters Score -1751094 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -1751095.500000 Penalty: 10926.166016 Iteration 36Q: 3 clusters Score -1751096 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -1751097.500000 Penalty: 10926.166016 Iteration 37Q: 3 clusters Score -1751098 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -1751096.250000 Penalty: 10926.166016 Iteration 38Q: 3 clusters Score -1751096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1751101.875000 Penalty: 10926.166016 Iteration 39Q: 3 clusters Score -1751102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -1751100.500000 Penalty: 10926.166016 Iteration 40F: 3 clusters Score -1751100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -1751107.750000 Penalty: 10926.166016 Iteration 41Q: 3 clusters Score -1751108 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -1751106.250000 Penalty: 10926.166016 Iteration 42Q: 3 clusters Score -1751106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -1751106.500000 Penalty: 10926.166016 Iteration 43Q: 3 clusters Score -1751106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -1751106.500000 Penalty: 10926.166016 Iteration 44F: 3 clusters Score -1751106 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Entering Unmasked Estep Score: -105280.460938 Penalty: 3816.169922 Iteration 0F: 2 clusters Score -105280.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -102051.179688 Penalty: 7632.339844 Iteration 0F: 3 clusters Score -102051.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -102419.218750 Penalty: 7632.339844 Iteration 1F: 3 clusters Score -102419.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -102522.390625 Penalty: 7632.339844 Iteration 2Q: 3 clusters Score -102522.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -102539.085938 Penalty: 7632.339844 Iteration 3Q: 3 clusters Score -102539.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -102562.671875 Penalty: 7632.339844 Iteration 4Q: 3 clusters Score -102562.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -102567.726562 Penalty: 7632.339844 Iteration 5Q: 3 clusters Score -102567.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -102582.523438 Penalty: 7632.339844 Iteration 6Q: 3 clusters Score -102582.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -102600.429688 Penalty: 7632.339844 Iteration 7Q: 3 clusters Score -102600.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -102624.679688 Penalty: 7632.339844 Iteration 8Q: 3 clusters Score -102624.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -102624.679688 Penalty: 7632.339844 Iteration 9F: 3 clusters Score -102624.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Entering Unmasked Estep Score: -189042.437500 Penalty: 4190.489746 Iteration 0F: 2 clusters Score -189042.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -185188.671875 Penalty: 8380.979492 Iteration 0F: 3 clusters Score -185188.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -185970.671875 Penalty: 8380.979492 Iteration 1F: 3 clusters Score -185970.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -186548.812500 Penalty: 8380.979492 Iteration 2F: 3 clusters Score -186548.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -186955.046875 Penalty: 8380.979492 Iteration 3F: 3 clusters Score -186955 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -187396.937500 Penalty: 8380.979492 Iteration 4Q: 3 clusters Score -187396.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -187572.062500 Penalty: 8380.979492 Iteration 5Q: 3 clusters Score -187572.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -187672.687500 Penalty: 8380.979492 Iteration 6Q: 3 clusters Score -187672.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -187751.203125 Penalty: 8380.979492 Iteration 7Q: 3 clusters Score -187751.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -187786.734375 Penalty: 8380.979492 Iteration 8Q: 3 clusters Score -187786.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -187827.765625 Penalty: 8380.979492 Iteration 9Q: 3 clusters Score -187827.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -187854.375000 Penalty: 8380.979492 Iteration 10Q: 3 clusters Score -187854.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -187884.390625 Penalty: 8380.979492 Iteration 11Q: 3 clusters Score -187884.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -187906.296875 Penalty: 8380.979492 Iteration 12Q: 3 clusters Score -187906.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -187929.859375 Penalty: 8380.979492 Iteration 13Q: 3 clusters Score -187929.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -187937.968750 Penalty: 8380.979492 Iteration 14Q: 3 clusters Score -187938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -187944.250000 Penalty: 8380.979492 Iteration 15Q: 3 clusters Score -187944.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -187951.078125 Penalty: 8380.979492 Iteration 16Q: 3 clusters Score -187951.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -187958.187500 Penalty: 8380.979492 Iteration 17Q: 3 clusters Score -187958.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -187961.312500 Penalty: 8380.979492 Iteration 18Q: 3 clusters Score -187961.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -187961.312500 Penalty: 8380.979492 Iteration 19F: 3 clusters Score -187961.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Entering Unmasked Estep Score: -3566847.000000 Penalty: 5916.914551 Iteration 0F: 2 clusters Score -3566847 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -3553080.500000 Penalty: 11833.829102 Iteration 0F: 3 clusters Score -3553080 nChanged 6161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -3556763.000000 Penalty: 11833.829102 Iteration 1F: 3 clusters Score -3556763 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -3557887.500000 Penalty: 11833.829102 Iteration 2F: 3 clusters Score -3557888 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -3558724.250000 Penalty: 11833.829102 Iteration 3F: 3 clusters Score -3558724 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -3559336.750000 Penalty: 11833.829102 Iteration 4F: 3 clusters Score -3559337 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -3559824.750000 Penalty: 11833.829102 Iteration 5Q: 3 clusters Score -3559825 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -3560306.750000 Penalty: 11833.829102 Iteration 6Q: 3 clusters Score -3560307 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -3560719.500000 Penalty: 11833.829102 Iteration 7Q: 3 clusters Score -3560720 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -3561072.500000 Penalty: 11833.829102 Iteration 8Q: 3 clusters Score -3561072 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 10232 members Entering Unmasked Estep Score: -3561349.250000 Penalty: 11833.829102 Iteration 9Q: 3 clusters Score -3561349 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 10471 members Entering Unmasked Estep Score: -3561585.250000 Penalty: 11833.829102 Iteration 10Q: 3 clusters Score -3561585 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 10701 members Entering Unmasked Estep Score: -3561778.500000 Penalty: 11833.829102 Iteration 11Q: 3 clusters Score -3561778 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -3561910.750000 Penalty: 11833.829102 Iteration 12Q: 3 clusters Score -3561911 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -3562024.250000 Penalty: 11833.829102 Iteration 13Q: 3 clusters Score -3562024 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -3562113.250000 Penalty: 11833.829102 Iteration 14Q: 3 clusters Score -3562113 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 11298 members Entering Unmasked Estep Score: -3562199.000000 Penalty: 11833.829102 Iteration 15Q: 3 clusters Score -3562199 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -3562261.250000 Penalty: 11833.829102 Iteration 16Q: 3 clusters Score -3562261 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 11487 members Entering Unmasked Estep Score: -3562329.250000 Penalty: 11833.829102 Iteration 17Q: 3 clusters Score -3562329 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -3562381.250000 Penalty: 11833.829102 Iteration 18Q: 3 clusters Score -3562381 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 11652 members Entering Unmasked Estep Score: -3562434.000000 Penalty: 11833.829102 Iteration 19Q: 3 clusters Score -3562434 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 11736 members Entering Unmasked Estep Score: -3562497.500000 Penalty: 11833.829102 Iteration 20F: 3 clusters Score -3562498 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -3562546.000000 Penalty: 11833.829102 Iteration 21Q: 3 clusters Score -3562546 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 11894 members Entering Unmasked Estep Score: -3562586.250000 Penalty: 11833.829102 Iteration 22Q: 3 clusters Score -3562586 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 11963 members Entering Unmasked Estep Score: -3562624.500000 Penalty: 11833.829102 Iteration 23Q: 3 clusters Score -3562624 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -3562664.500000 Penalty: 11833.829102 Iteration 24Q: 3 clusters Score -3562664 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -3562693.750000 Penalty: 11833.829102 Iteration 25Q: 3 clusters Score -3562694 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 12161 members Entering Unmasked Estep Score: -3562733.000000 Penalty: 11833.829102 Iteration 26Q: 3 clusters Score -3562733 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -3562770.250000 Penalty: 11833.829102 Iteration 27Q: 3 clusters Score -3562770 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 12259 members Entering Unmasked Estep Score: -3562789.750000 Penalty: 11833.829102 Iteration 28Q: 3 clusters Score -3562790 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -3562809.500000 Penalty: 11833.829102 Iteration 29Q: 3 clusters Score -3562810 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -3562832.750000 Penalty: 11833.829102 Iteration 30Q: 3 clusters Score -3562833 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 12397 members Entering Unmasked Estep Score: -3562852.000000 Penalty: 11833.829102 Iteration 31Q: 3 clusters Score -3562852 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 12443 members Entering Unmasked Estep Score: -3562882.500000 Penalty: 11833.829102 Iteration 32Q: 3 clusters Score -3562882 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -3562906.250000 Penalty: 11833.829102 Iteration 33Q: 3 clusters Score -3562906 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -3562921.250000 Penalty: 11833.829102 Iteration 34Q: 3 clusters Score -3562921 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -3562950.500000 Penalty: 11833.829102 Iteration 35Q: 3 clusters Score -3562950 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -3562974.500000 Penalty: 11833.829102 Iteration 36Q: 3 clusters Score -3562974 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 12657 members Entering Unmasked Estep Score: -3562997.750000 Penalty: 11833.829102 Iteration 37Q: 3 clusters Score -3562998 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -3563005.500000 Penalty: 11833.829102 Iteration 38Q: 3 clusters Score -3563006 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 12717 members Entering Unmasked Estep Score: -3563019.750000 Penalty: 11833.829102 Iteration 39Q: 3 clusters Score -3563020 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -3563045.750000 Penalty: 11833.829102 Iteration 40F: 3 clusters Score -3563046 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -3563058.250000 Penalty: 11833.829102 Iteration 41Q: 3 clusters Score -3563058 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -3563069.750000 Penalty: 11833.829102 Iteration 42Q: 3 clusters Score -3563070 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 12837 members Entering Unmasked Estep Score: -3563082.250000 Penalty: 11833.829102 Iteration 43Q: 3 clusters Score -3563082 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -3563110.250000 Penalty: 11833.829102 Iteration 44Q: 3 clusters Score -3563110 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -3563142.750000 Penalty: 11833.829102 Iteration 45Q: 3 clusters Score -3563143 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -3563168.250000 Penalty: 11833.829102 Iteration 46Q: 3 clusters Score -3563168 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -3563186.000000 Penalty: 11833.829102 Iteration 47Q: 3 clusters Score -3563186 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -3563216.250000 Penalty: 11833.829102 Iteration 48Q: 3 clusters Score -3563216 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 13061 members Entering Unmasked Estep Score: -3563238.250000 Penalty: 11833.829102 Iteration 49Q: 3 clusters Score -3563238 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 13097 members Entering Unmasked Estep Score: -3563263.750000 Penalty: 11833.829102 Iteration 50Q: 3 clusters Score -3563264 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 13124 members Entering Unmasked Estep Score: -3563276.250000 Penalty: 11833.829102 Iteration 51Q: 3 clusters Score -3563276 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 13137 members Entering Unmasked Estep Score: -3563283.750000 Penalty: 11833.829102 Iteration 52Q: 3 clusters Score -3563284 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 13154 members Entering Unmasked Estep Score: -3563301.250000 Penalty: 11833.829102 Iteration 53Q: 3 clusters Score -3563301 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 13168 members Entering Unmasked Estep Score: -3563308.500000 Penalty: 11833.829102 Iteration 54Q: 3 clusters Score -3563308 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 13185 members Entering Unmasked Estep Score: -3563312.750000 Penalty: 11833.829102 Iteration 55Q: 3 clusters Score -3563313 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 13194 members Entering Unmasked Estep Score: -3563327.250000 Penalty: 11833.829102 Iteration 56Q: 3 clusters Score -3563327 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 13211 members Entering Unmasked Estep Score: -3563329.500000 Penalty: 11833.829102 Iteration 57Q: 3 clusters Score -3563330 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -3563338.000000 Penalty: 11833.829102 Iteration 58Q: 3 clusters Score -3563338 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 13239 members Entering Unmasked Estep Score: -3563349.000000 Penalty: 11833.829102 Iteration 59Q: 3 clusters Score -3563349 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -3563361.750000 Penalty: 11833.829102 Iteration 60F: 3 clusters Score -3563362 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 13264 members Entering Unmasked Estep Score: -3563371.500000 Penalty: 11833.829102 Iteration 61Q: 3 clusters Score -3563372 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -3563375.750000 Penalty: 11833.829102 Iteration 62Q: 3 clusters Score -3563376 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 13298 members Entering Unmasked Estep Score: -3563388.000000 Penalty: 11833.829102 Iteration 63Q: 3 clusters Score -3563388 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 13322 members Entering Unmasked Estep Score: -3563402.750000 Penalty: 11833.829102 Iteration 64Q: 3 clusters Score -3563403 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 13343 members Entering Unmasked Estep Score: -3563423.000000 Penalty: 11833.829102 Iteration 65Q: 3 clusters Score -3563423 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -3563450.000000 Penalty: 11833.829102 Iteration 66Q: 3 clusters Score -3563450 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -3563474.500000 Penalty: 11833.829102 Iteration 67Q: 3 clusters Score -3563474 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 13426 members Entering Unmasked Estep Score: -3563499.500000 Penalty: 11833.829102 Iteration 68Q: 3 clusters Score -3563500 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 13445 members Entering Unmasked Estep Score: -3563508.250000 Penalty: 11833.829102 Iteration 69Q: 3 clusters Score -3563508 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 13462 members Entering Unmasked Estep Score: -3563528.000000 Penalty: 11833.829102 Iteration 70Q: 3 clusters Score -3563528 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 13482 members Entering Unmasked Estep Score: -3563535.750000 Penalty: 11833.829102 Iteration 71Q: 3 clusters Score -3563536 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -3563548.250000 Penalty: 11833.829102 Iteration 72Q: 3 clusters Score -3563548 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 13513 members Entering Unmasked Estep Score: -3563550.500000 Penalty: 11833.829102 Iteration 73Q: 3 clusters Score -3563550 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 13532 members Entering Unmasked Estep Score: -3563559.000000 Penalty: 11833.829102 Iteration 74Q: 3 clusters Score -3563559 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 13555 members Entering Unmasked Estep Score: -3563572.750000 Penalty: 11833.829102 Iteration 75Q: 3 clusters Score -3563573 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 13582 members Entering Unmasked Estep Score: -3563596.500000 Penalty: 11833.829102 Iteration 76Q: 3 clusters Score -3563596 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -3563605.250000 Penalty: 11833.829102 Iteration 77Q: 3 clusters Score -3563605 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 13622 members Entering Unmasked Estep Score: -3563621.750000 Penalty: 11833.829102 Iteration 78Q: 3 clusters Score -3563622 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 13644 members Entering Unmasked Estep Score: -3563648.000000 Penalty: 11833.829102 Iteration 79Q: 3 clusters Score -3563648 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 13661 members Entering Unmasked Estep Score: -3563655.000000 Penalty: 11833.829102 Iteration 80F: 3 clusters Score -3563655 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -3563664.750000 Penalty: 11833.829102 Iteration 81Q: 3 clusters Score -3563665 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 13683 members Entering Unmasked Estep Score: -3563666.250000 Penalty: 11833.829102 Iteration 82Q: 3 clusters Score -3563666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 13692 members Entering Unmasked Estep Score: -3563674.750000 Penalty: 11833.829102 Iteration 83Q: 3 clusters Score -3563675 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 13704 members Entering Unmasked Estep Score: -3563679.500000 Penalty: 11833.829102 Iteration 84Q: 3 clusters Score -3563680 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 13716 members Entering Unmasked Estep Score: -3563687.250000 Penalty: 11833.829102 Iteration 85Q: 3 clusters Score -3563687 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -3563687.500000 Penalty: 11833.829102 Iteration 86Q: 3 clusters Score -3563688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 13724 members Entering Unmasked Estep Score: -3563688.750000 Penalty: 11833.829102 Iteration 87Q: 3 clusters Score -3563689 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -3563693.000000 Penalty: 11833.829102 Iteration 88Q: 3 clusters Score -3563693 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -3563693.500000 Penalty: 11833.829102 Iteration 89Q: 3 clusters Score -3563694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 13736 members Entering Unmasked Estep Score: -3563688.500000 Penalty: 11833.829102 Iteration 90Q: 3 clusters Score -3563688 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 13741 members Entering Unmasked Estep Score: -3563696.250000 Penalty: 11833.829102 Iteration 91Q: 3 clusters Score -3563696 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 13744 members Entering Unmasked Estep Score: -3563696.750000 Penalty: 11833.829102 Iteration 92Q: 3 clusters Score -3563697 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 13749 members Entering Unmasked Estep Score: -3563708.750000 Penalty: 11833.829102 Iteration 93Q: 3 clusters Score -3563709 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 13754 members Entering Unmasked Estep Score: -3563708.000000 Penalty: 11833.829102 Iteration 94Q: 3 clusters Score -3563708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 13759 members Entering Unmasked Estep Score: -3563713.750000 Penalty: 11833.829102 Iteration 95Q: 3 clusters Score -3563714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 13762 members Entering Unmasked Estep Score: -3563713.500000 Penalty: 11833.829102 Iteration 96Q: 3 clusters Score -3563714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 13763 members Entering Unmasked Estep Score: -3563712.000000 Penalty: 11833.829102 Iteration 97Q: 3 clusters Score -3563712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 13765 members Entering Unmasked Estep Score: -3563714.000000 Penalty: 11833.829102 Iteration 98Q: 3 clusters Score -3563714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 13766 members Entering Unmasked Estep Score: -3563711.250000 Penalty: 11833.829102 Iteration 99Q: 3 clusters Score -3563711 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 13767 members Entering Unmasked Estep Score: -3563712.500000 Penalty: 11833.829102 Iteration 100F: 3 clusters Score -3563712 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Entering Unmasked Estep Score: -2316385.000000 Penalty: 5632.511719 Iteration 0F: 2 clusters Score -2316385 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -2306309.750000 Penalty: 11265.023438 Iteration 0F: 3 clusters Score -2306310 nChanged 3626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -2308681.000000 Penalty: 11265.023438 Iteration 1F: 3 clusters Score -2308681 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -2309770.750000 Penalty: 11265.023438 Iteration 2F: 3 clusters Score -2309771 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -2310995.750000 Penalty: 11265.023438 Iteration 3F: 3 clusters Score -2310996 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -2312165.750000 Penalty: 11265.023438 Iteration 4F: 3 clusters Score -2312166 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -2312918.500000 Penalty: 11265.023438 Iteration 5F: 3 clusters Score -2312918 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -2313358.000000 Penalty: 11265.023438 Iteration 6F: 3 clusters Score -2313358 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -2313587.000000 Penalty: 11265.023438 Iteration 7Q: 3 clusters Score -2313587 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -2313699.500000 Penalty: 11265.023438 Iteration 8Q: 3 clusters Score -2313700 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -2313779.250000 Penalty: 11265.023438 Iteration 9Q: 3 clusters Score -2313779 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -2313833.750000 Penalty: 11265.023438 Iteration 10Q: 3 clusters Score -2313834 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -2313865.000000 Penalty: 11265.023438 Iteration 11Q: 3 clusters Score -2313865 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -2313886.500000 Penalty: 11265.023438 Iteration 12Q: 3 clusters Score -2313886 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -2313899.750000 Penalty: 11265.023438 Iteration 13Q: 3 clusters Score -2313900 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -2313922.500000 Penalty: 11265.023438 Iteration 14Q: 3 clusters Score -2313922 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -2313927.250000 Penalty: 11265.023438 Iteration 15Q: 3 clusters Score -2313927 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -2313938.750000 Penalty: 11265.023438 Iteration 16Q: 3 clusters Score -2313939 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -2313937.750000 Penalty: 11265.023438 Iteration 17Q: 3 clusters Score -2313938 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -2313946.000000 Penalty: 11265.023438 Iteration 18Q: 3 clusters Score -2313946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -2313951.000000 Penalty: 11265.023438 Iteration 19Q: 3 clusters Score -2313951 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -2313947.000000 Penalty: 11265.023438 Iteration 20F: 3 clusters Score -2313947 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -2313960.250000 Penalty: 11265.023438 Iteration 21Q: 3 clusters Score -2313960 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -2313967.250000 Penalty: 11265.023438 Iteration 22Q: 3 clusters Score -2313967 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -2313967.250000 Penalty: 11265.023438 Iteration 23Q: 3 clusters Score -2313967 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -2313972.500000 Penalty: 11265.023438 Iteration 24Q: 3 clusters Score -2313972 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -2313984.000000 Penalty: 11265.023438 Iteration 25Q: 3 clusters Score -2313984 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -2313988.750000 Penalty: 11265.023438 Iteration 26Q: 3 clusters Score -2313989 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -2313984.750000 Penalty: 11265.023438 Iteration 27Q: 3 clusters Score -2313985 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -2313988.000000 Penalty: 11265.023438 Iteration 28Q: 3 clusters Score -2313988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -2313987.250000 Penalty: 11265.023438 Iteration 29Q: 3 clusters Score -2313987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -2313988.000000 Penalty: 11265.023438 Iteration 30Q: 3 clusters Score -2313988 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -2313991.250000 Penalty: 11265.023438 Iteration 31Q: 3 clusters Score -2313991 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -2313998.250000 Penalty: 11265.023438 Iteration 32Q: 3 clusters Score -2313998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -2313993.000000 Penalty: 11265.023438 Iteration 33Q: 3 clusters Score -2313993 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -2313991.750000 Penalty: 11265.023438 Iteration 34Q: 3 clusters Score -2313992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -2313992.250000 Penalty: 11265.023438 Iteration 35Q: 3 clusters Score -2313992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -2313995.000000 Penalty: 11265.023438 Iteration 36Q: 3 clusters Score -2313995 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -2313997.250000 Penalty: 11265.023438 Iteration 37Q: 3 clusters Score -2313997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -2313995.500000 Penalty: 11265.023438 Iteration 38Q: 3 clusters Score -2313996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -2313995.750000 Penalty: 11265.023438 Iteration 39Q: 3 clusters Score -2313996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -2313998.750000 Penalty: 11265.023438 Iteration 40F: 3 clusters Score -2313999 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (18694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18694 members Entering Unmasked Estep Score: -4345047.000000 Penalty: 6024.523926 Iteration 0F: 2 clusters Score -4345047 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -4329678.500000 Penalty: 12049.047852 Iteration 0F: 3 clusters Score -4329678 nChanged 7508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -4333728.500000 Penalty: 12049.047852 Iteration 1F: 3 clusters Score -4333728 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -4334284.500000 Penalty: 12049.047852 Iteration 2F: 3 clusters Score -4334284 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -4334625.500000 Penalty: 12049.047852 Iteration 3Q: 3 clusters Score -4334626 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -4334864.500000 Penalty: 12049.047852 Iteration 4Q: 3 clusters Score -4334864 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -4335054.500000 Penalty: 12049.047852 Iteration 5Q: 3 clusters Score -4335054 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 10040 members Entering Unmasked Estep Score: -4335186.000000 Penalty: 12049.047852 Iteration 6Q: 3 clusters Score -4335186 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -4335311.500000 Penalty: 12049.047852 Iteration 7Q: 3 clusters Score -4335312 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 10422 members Entering Unmasked Estep Score: -4335483.000000 Penalty: 12049.047852 Iteration 8Q: 3 clusters Score -4335483 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -4335687.000000 Penalty: 12049.047852 Iteration 9Q: 3 clusters Score -4335687 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -4336007.500000 Penalty: 12049.047852 Iteration 10Q: 3 clusters Score -4336008 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 11395 members Entering Unmasked Estep Score: -4336486.000000 Penalty: 12049.047852 Iteration 11Q: 3 clusters Score -4336486 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 11997 members Entering Unmasked Estep Score: -4337113.500000 Penalty: 12049.047852 Iteration 12Q: 3 clusters Score -4337114 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 12780 members Entering Unmasked Estep Score: -4338117.500000 Penalty: 12049.047852 Iteration 13F: 3 clusters Score -4338118 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -4339256.000000 Penalty: 12049.047852 Iteration 14F: 3 clusters Score -4339256 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 14677 members Entering Unmasked Estep Score: -4340391.000000 Penalty: 12049.047852 Iteration 15F: 3 clusters Score -4340391 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 15552 members Entering Unmasked Estep Score: -4341412.000000 Penalty: 12049.047852 Iteration 16F: 3 clusters Score -4341412 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 16145 members Entering Unmasked Estep Score: -4342090.500000 Penalty: 12049.047852 Iteration 17Q: 3 clusters Score -4342090 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 16588 members Entering Unmasked Estep Score: -4342572.000000 Penalty: 12049.047852 Iteration 18Q: 3 clusters Score -4342572 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 16924 members Entering Unmasked Estep Score: -4342910.500000 Penalty: 12049.047852 Iteration 19Q: 3 clusters Score -4342910 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 17147 members Entering Unmasked Estep Score: -4343124.000000 Penalty: 12049.047852 Iteration 20F: 3 clusters Score -4343124 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 17302 members Entering Unmasked Estep Score: -4343269.000000 Penalty: 12049.047852 Iteration 21Q: 3 clusters Score -4343269 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 17386 members Entering Unmasked Estep Score: -4343337.500000 Penalty: 12049.047852 Iteration 22Q: 3 clusters Score -4343338 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -4343374.000000 Penalty: 12049.047852 Iteration 23Q: 3 clusters Score -4343374 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 17470 members Entering Unmasked Estep Score: -4343421.500000 Penalty: 12049.047852 Iteration 24Q: 3 clusters Score -4343422 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 17499 members Entering Unmasked Estep Score: -4343439.500000 Penalty: 12049.047852 Iteration 25Q: 3 clusters Score -4343440 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 17527 members Entering Unmasked Estep Score: -4343451.500000 Penalty: 12049.047852 Iteration 26Q: 3 clusters Score -4343452 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 17542 members Entering Unmasked Estep Score: -4343467.000000 Penalty: 12049.047852 Iteration 27Q: 3 clusters Score -4343467 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 17557 members Entering Unmasked Estep Score: -4343479.000000 Penalty: 12049.047852 Iteration 28Q: 3 clusters Score -4343479 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 17565 members Entering Unmasked Estep Score: -4343489.000000 Penalty: 12049.047852 Iteration 29Q: 3 clusters Score -4343489 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 17575 members Entering Unmasked Estep Score: -4343496.000000 Penalty: 12049.047852 Iteration 30Q: 3 clusters Score -4343496 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -4343497.500000 Penalty: 12049.047852 Iteration 31Q: 3 clusters Score -4343498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 17581 members Entering Unmasked Estep Score: -4343500.500000 Penalty: 12049.047852 Iteration 32Q: 3 clusters Score -4343500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -4343501.000000 Penalty: 12049.047852 Iteration 33Q: 3 clusters Score -4343501 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -4343503.000000 Penalty: 12049.047852 Iteration 34Q: 3 clusters Score -4343503 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -4343503.000000 Penalty: 12049.047852 Iteration 35F: 3 clusters Score -4343503 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Entering Unmasked Estep Score: -219832.875000 Penalty: 4237.094727 Iteration 0F: 2 clusters Score -219832.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -215868.062500 Penalty: 8474.189453 Iteration 0F: 3 clusters Score -215868.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -216343.453125 Penalty: 8474.189453 Iteration 1F: 3 clusters Score -216343.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -216515.968750 Penalty: 8474.189453 Iteration 2F: 3 clusters Score -216516 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -216600.421875 Penalty: 8474.189453 Iteration 3Q: 3 clusters Score -216600.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -216690.734375 Penalty: 8474.189453 Iteration 4Q: 3 clusters Score -216690.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -216751.062500 Penalty: 8474.189453 Iteration 5Q: 3 clusters Score -216751.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -216793.187500 Penalty: 8474.189453 Iteration 6Q: 3 clusters Score -216793.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -216812.265625 Penalty: 8474.189453 Iteration 7Q: 3 clusters Score -216812.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -216816.500000 Penalty: 8474.189453 Iteration 8Q: 3 clusters Score -216816.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -216822.218750 Penalty: 8474.189453 Iteration 9Q: 3 clusters Score -216822.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -216828.515625 Penalty: 8474.189453 Iteration 10Q: 3 clusters Score -216828.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -216830.718750 Penalty: 8474.189453 Iteration 11Q: 3 clusters Score -216830.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -216830.718750 Penalty: 8474.189453 Iteration 12F: 3 clusters Score -216830.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Entering Unmasked Estep Score: -1160649.125000 Penalty: 5207.274902 Iteration 0F: 2 clusters Score -1160649 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -1153628.500000 Penalty: 10414.549805 Iteration 0F: 3 clusters Score -1153628 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -1154754.125000 Penalty: 10414.549805 Iteration 1F: 3 clusters Score -1154754 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -1155068.125000 Penalty: 10414.549805 Iteration 2F: 3 clusters Score -1155068 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -1155244.625000 Penalty: 10414.549805 Iteration 3Q: 3 clusters Score -1155245 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1155361.750000 Penalty: 10414.549805 Iteration 4Q: 3 clusters Score -1155362 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -1155450.000000 Penalty: 10414.549805 Iteration 5Q: 3 clusters Score -1155450 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1155509.750000 Penalty: 10414.549805 Iteration 6Q: 3 clusters Score -1155510 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -1155578.250000 Penalty: 10414.549805 Iteration 7Q: 3 clusters Score -1155578 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1155654.750000 Penalty: 10414.549805 Iteration 8Q: 3 clusters Score -1155655 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -1155730.875000 Penalty: 10414.549805 Iteration 9Q: 3 clusters Score -1155731 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1155819.125000 Penalty: 10414.549805 Iteration 10Q: 3 clusters Score -1155819 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -1155938.500000 Penalty: 10414.549805 Iteration 11Q: 3 clusters Score -1155938 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1156079.875000 Penalty: 10414.549805 Iteration 12Q: 3 clusters Score -1156080 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1156220.875000 Penalty: 10414.549805 Iteration 13Q: 3 clusters Score -1156221 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1156377.125000 Penalty: 10414.549805 Iteration 14Q: 3 clusters Score -1156377 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1156606.375000 Penalty: 10414.549805 Iteration 15Q: 3 clusters Score -1156606 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1156829.375000 Penalty: 10414.549805 Iteration 16Q: 3 clusters Score -1156829 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1157035.875000 Penalty: 10414.549805 Iteration 17Q: 3 clusters Score -1157036 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -1157196.375000 Penalty: 10414.549805 Iteration 18Q: 3 clusters Score -1157196 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -1157326.125000 Penalty: 10414.549805 Iteration 19Q: 3 clusters Score -1157326 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -1157432.250000 Penalty: 10414.549805 Iteration 20F: 3 clusters Score -1157432 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1157504.500000 Penalty: 10414.549805 Iteration 21Q: 3 clusters Score -1157504 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1157553.125000 Penalty: 10414.549805 Iteration 22Q: 3 clusters Score -1157553 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1157592.250000 Penalty: 10414.549805 Iteration 23Q: 3 clusters Score -1157592 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -1157639.500000 Penalty: 10414.549805 Iteration 24Q: 3 clusters Score -1157640 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -1157662.250000 Penalty: 10414.549805 Iteration 25Q: 3 clusters Score -1157662 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -1157676.500000 Penalty: 10414.549805 Iteration 26Q: 3 clusters Score -1157676 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -1157689.625000 Penalty: 10414.549805 Iteration 27Q: 3 clusters Score -1157690 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1157695.250000 Penalty: 10414.549805 Iteration 28Q: 3 clusters Score -1157695 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -1157697.750000 Penalty: 10414.549805 Iteration 29Q: 3 clusters Score -1157698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -1157698.250000 Penalty: 10414.549805 Iteration 30Q: 3 clusters Score -1157698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1157701.375000 Penalty: 10414.549805 Iteration 31Q: 3 clusters Score -1157701 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1157705.500000 Penalty: 10414.549805 Iteration 32Q: 3 clusters Score -1157706 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -1157710.250000 Penalty: 10414.549805 Iteration 33Q: 3 clusters Score -1157710 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1157719.625000 Penalty: 10414.549805 Iteration 34Q: 3 clusters Score -1157720 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1157726.375000 Penalty: 10414.549805 Iteration 35Q: 3 clusters Score -1157726 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1157728.000000 Penalty: 10414.549805 Iteration 36Q: 3 clusters Score -1157728 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -1157733.125000 Penalty: 10414.549805 Iteration 37Q: 3 clusters Score -1157733 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1157736.875000 Penalty: 10414.549805 Iteration 38Q: 3 clusters Score -1157737 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1157739.250000 Penalty: 10414.549805 Iteration 39Q: 3 clusters Score -1157739 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1157742.750000 Penalty: 10414.549805 Iteration 40F: 3 clusters Score -1157743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1157744.000000 Penalty: 10414.549805 Iteration 41Q: 3 clusters Score -1157744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1157743.375000 Penalty: 10414.549805 Iteration 42Q: 3 clusters Score -1157743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1157745.250000 Penalty: 10414.549805 Iteration 43Q: 3 clusters Score -1157745 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1157745.250000 Penalty: 10414.549805 Iteration 44F: 3 clusters Score -1157745 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Entering Unmasked Estep Score: -112085.437500 Penalty: 3883.469971 Iteration 0F: 2 clusters Score -112085.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -108674.390625 Penalty: 7766.939941 Iteration 0F: 3 clusters Score -108674.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -108916.281250 Penalty: 7766.939941 Iteration 1F: 3 clusters Score -108916.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -109016.242188 Penalty: 7766.939941 Iteration 2Q: 3 clusters Score -109016.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -109049.382812 Penalty: 7766.939941 Iteration 3Q: 3 clusters Score -109049.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -109060.210938 Penalty: 7766.939941 Iteration 4Q: 3 clusters Score -109060.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -109060.210938 Penalty: 7766.939941 Iteration 5F: 3 clusters Score -109060.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (20564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20564 members Entering Unmasked Estep Score: -4886197.000000 Penalty: 6082.919434 Iteration 0F: 2 clusters Score -4886197 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 10380 members Entering Unmasked Estep Score: -4869149.500000 Penalty: 12165.838867 Iteration 0F: 3 clusters Score -4869150 nChanged 8468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 10764 members Entering Unmasked Estep Score: -4873723.000000 Penalty: 12165.838867 Iteration 1F: 3 clusters Score -4873723 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -4874386.500000 Penalty: 12165.838867 Iteration 2F: 3 clusters Score -4874386 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 11249 members Entering Unmasked Estep Score: -4874817.500000 Penalty: 12165.838867 Iteration 3Q: 3 clusters Score -4874818 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 11534 members Entering Unmasked Estep Score: -4875156.500000 Penalty: 12165.838867 Iteration 4Q: 3 clusters Score -4875156 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -4875427.000000 Penalty: 12165.838867 Iteration 5Q: 3 clusters Score -4875427 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 12140 members Entering Unmasked Estep Score: -4875635.500000 Penalty: 12165.838867 Iteration 6Q: 3 clusters Score -4875636 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -4875865.500000 Penalty: 12165.838867 Iteration 7Q: 3 clusters Score -4875866 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -4876073.000000 Penalty: 12165.838867 Iteration 8Q: 3 clusters Score -4876073 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 13349 members Entering Unmasked Estep Score: -4876296.500000 Penalty: 12165.838867 Iteration 9Q: 3 clusters Score -4876296 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 13838 members Entering Unmasked Estep Score: -4876551.500000 Penalty: 12165.838867 Iteration 10Q: 3 clusters Score -4876552 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 14352 members Entering Unmasked Estep Score: -4876828.500000 Penalty: 12165.838867 Iteration 11Q: 3 clusters Score -4876828 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 14933 members Entering Unmasked Estep Score: -4877149.000000 Penalty: 12165.838867 Iteration 12Q: 3 clusters Score -4877149 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 15522 members Entering Unmasked Estep Score: -4877502.000000 Penalty: 12165.838867 Iteration 13Q: 3 clusters Score -4877502 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 16154 members Entering Unmasked Estep Score: -4877900.000000 Penalty: 12165.838867 Iteration 14Q: 3 clusters Score -4877900 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 16758 members Entering Unmasked Estep Score: -4878311.000000 Penalty: 12165.838867 Iteration 15Q: 3 clusters Score -4878311 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 17346 members Entering Unmasked Estep Score: -4878736.000000 Penalty: 12165.838867 Iteration 16Q: 3 clusters Score -4878736 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 17909 members Entering Unmasked Estep Score: -4879212.500000 Penalty: 12165.838867 Iteration 17Q: 3 clusters Score -4879212 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 18395 members Entering Unmasked Estep Score: -4879609.000000 Penalty: 12165.838867 Iteration 18Q: 3 clusters Score -4879609 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 18754 members Entering Unmasked Estep Score: -4879923.500000 Penalty: 12165.838867 Iteration 19Q: 3 clusters Score -4879924 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 19024 members Entering Unmasked Estep Score: -4880150.500000 Penalty: 12165.838867 Iteration 20F: 3 clusters Score -4880150 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 19208 members Entering Unmasked Estep Score: -4880325.500000 Penalty: 12165.838867 Iteration 21Q: 3 clusters Score -4880326 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 19342 members Entering Unmasked Estep Score: -4880446.500000 Penalty: 12165.838867 Iteration 22Q: 3 clusters Score -4880446 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 19445 members Entering Unmasked Estep Score: -4880543.500000 Penalty: 12165.838867 Iteration 23Q: 3 clusters Score -4880544 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 19512 members Entering Unmasked Estep Score: -4880636.000000 Penalty: 12165.838867 Iteration 24Q: 3 clusters Score -4880636 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 19571 members Entering Unmasked Estep Score: -4880706.000000 Penalty: 12165.838867 Iteration 25Q: 3 clusters Score -4880706 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 19611 members Entering Unmasked Estep Score: -4880750.000000 Penalty: 12165.838867 Iteration 26Q: 3 clusters Score -4880750 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 19638 members Entering Unmasked Estep Score: -4880780.000000 Penalty: 12165.838867 Iteration 27Q: 3 clusters Score -4880780 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -4880824.000000 Penalty: 12165.838867 Iteration 28Q: 3 clusters Score -4880824 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 19691 members Entering Unmasked Estep Score: -4880859.000000 Penalty: 12165.838867 Iteration 29Q: 3 clusters Score -4880859 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 19710 members Entering Unmasked Estep Score: -4880875.000000 Penalty: 12165.838867 Iteration 30Q: 3 clusters Score -4880875 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 19719 members Entering Unmasked Estep Score: -4880891.000000 Penalty: 12165.838867 Iteration 31Q: 3 clusters Score -4880891 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 19723 members Entering Unmasked Estep Score: -4880898.500000 Penalty: 12165.838867 Iteration 32Q: 3 clusters Score -4880898 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 19729 members Entering Unmasked Estep Score: -4880901.500000 Penalty: 12165.838867 Iteration 33Q: 3 clusters Score -4880902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 19731 members Entering Unmasked Estep Score: -4880906.500000 Penalty: 12165.838867 Iteration 34Q: 3 clusters Score -4880906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 19734 members Entering Unmasked Estep Score: -4880905.000000 Penalty: 12165.838867 Iteration 35Q: 3 clusters Score -4880905 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 19740 members Entering Unmasked Estep Score: -4880916.500000 Penalty: 12165.838867 Iteration 36Q: 3 clusters Score -4880916 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 19747 members Entering Unmasked Estep Score: -4880914.500000 Penalty: 12165.838867 Iteration 37Q: 3 clusters Score -4880914 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 19757 members Entering Unmasked Estep Score: -4880929.000000 Penalty: 12165.838867 Iteration 38Q: 3 clusters Score -4880929 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 19759 members Entering Unmasked Estep Score: -4880934.500000 Penalty: 12165.838867 Iteration 39Q: 3 clusters Score -4880934 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 19760 members Entering Unmasked Estep Score: -4880932.000000 Penalty: 12165.838867 Iteration 40F: 3 clusters Score -4880932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 19762 members Entering Unmasked Estep Score: -4880942.500000 Penalty: 12165.838867 Iteration 41Q: 3 clusters Score -4880942 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 19763 members Entering Unmasked Estep Score: -4880936.000000 Penalty: 12165.838867 Iteration 42Q: 3 clusters Score -4880936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 19764 members Entering Unmasked Estep Score: -4880938.000000 Penalty: 12165.838867 Iteration 43Q: 3 clusters Score -4880938 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 19764 members Entering Unmasked Estep Score: -4880938.000000 Penalty: 12165.838867 Iteration 44F: 3 clusters Score -4880938 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Entering Unmasked Estep Score: -146559.031250 Penalty: 4025.523193 Iteration 0F: 2 clusters Score -146559 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -143080.640625 Penalty: 8051.046387 Iteration 0F: 3 clusters Score -143080.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -143569.687500 Penalty: 8051.046387 Iteration 1F: 3 clusters Score -143569.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -143744.265625 Penalty: 8051.046387 Iteration 2Q: 3 clusters Score -143744.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -143812.890625 Penalty: 8051.046387 Iteration 3Q: 3 clusters Score -143812.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -143876.406250 Penalty: 8051.046387 Iteration 4Q: 3 clusters Score -143876.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -143941.359375 Penalty: 8051.046387 Iteration 5Q: 3 clusters Score -143941.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -143971.843750 Penalty: 8051.046387 Iteration 6Q: 3 clusters Score -143971.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -143985.406250 Penalty: 8051.046387 Iteration 7Q: 3 clusters Score -143985.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -144006.718750 Penalty: 8051.046387 Iteration 8Q: 3 clusters Score -144006.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -144023.234375 Penalty: 8051.046387 Iteration 9Q: 3 clusters Score -144023.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -144035.531250 Penalty: 8051.046387 Iteration 10Q: 3 clusters Score -144035.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -144039.390625 Penalty: 8051.046387 Iteration 11Q: 3 clusters Score -144039.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -144049.078125 Penalty: 8051.046387 Iteration 12Q: 3 clusters Score -144049.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -144061.390625 Penalty: 8051.046387 Iteration 13Q: 3 clusters Score -144061.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -144065.734375 Penalty: 8051.046387 Iteration 14Q: 3 clusters Score -144065.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -144069.687500 Penalty: 8051.046387 Iteration 15Q: 3 clusters Score -144069.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -144069.687500 Penalty: 8051.046387 Iteration 16F: 3 clusters Score -144069.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Entering Unmasked Estep Score: -1589031.000000 Penalty: 5400.413086 Iteration 0F: 2 clusters Score -1589031 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1580891.500000 Penalty: 10800.826172 Iteration 0F: 3 clusters Score -1580892 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1582308.000000 Penalty: 10800.826172 Iteration 1F: 3 clusters Score -1582308 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -1582672.250000 Penalty: 10800.826172 Iteration 2F: 3 clusters Score -1582672 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1582888.000000 Penalty: 10800.826172 Iteration 3Q: 3 clusters Score -1582888 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1583029.000000 Penalty: 10800.826172 Iteration 4Q: 3 clusters Score -1583029 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1583141.500000 Penalty: 10800.826172 Iteration 5Q: 3 clusters Score -1583142 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1583271.000000 Penalty: 10800.826172 Iteration 6Q: 3 clusters Score -1583271 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1583398.875000 Penalty: 10800.826172 Iteration 7Q: 3 clusters Score -1583399 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1583508.625000 Penalty: 10800.826172 Iteration 8Q: 3 clusters Score -1583509 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1583619.625000 Penalty: 10800.826172 Iteration 9Q: 3 clusters Score -1583620 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1583737.500000 Penalty: 10800.826172 Iteration 10Q: 3 clusters Score -1583738 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1583860.375000 Penalty: 10800.826172 Iteration 11Q: 3 clusters Score -1583860 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1583994.125000 Penalty: 10800.826172 Iteration 12Q: 3 clusters Score -1583994 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -1584155.500000 Penalty: 10800.826172 Iteration 13Q: 3 clusters Score -1584156 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1584331.625000 Penalty: 10800.826172 Iteration 14Q: 3 clusters Score -1584332 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1584510.125000 Penalty: 10800.826172 Iteration 15Q: 3 clusters Score -1584510 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -1584701.125000 Penalty: 10800.826172 Iteration 16Q: 3 clusters Score -1584701 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1584888.250000 Penalty: 10800.826172 Iteration 17Q: 3 clusters Score -1584888 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1585049.375000 Penalty: 10800.826172 Iteration 18Q: 3 clusters Score -1585049 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -1585216.500000 Penalty: 10800.826172 Iteration 19Q: 3 clusters Score -1585216 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1585361.750000 Penalty: 10800.826172 Iteration 20F: 3 clusters Score -1585362 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -1585459.750000 Penalty: 10800.826172 Iteration 21Q: 3 clusters Score -1585460 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -1585537.000000 Penalty: 10800.826172 Iteration 22Q: 3 clusters Score -1585537 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -1585590.375000 Penalty: 10800.826172 Iteration 23Q: 3 clusters Score -1585590 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -1585654.375000 Penalty: 10800.826172 Iteration 24Q: 3 clusters Score -1585654 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -1585701.125000 Penalty: 10800.826172 Iteration 25Q: 3 clusters Score -1585701 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1585736.750000 Penalty: 10800.826172 Iteration 26Q: 3 clusters Score -1585737 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1585761.875000 Penalty: 10800.826172 Iteration 27Q: 3 clusters Score -1585762 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1585780.000000 Penalty: 10800.826172 Iteration 28Q: 3 clusters Score -1585780 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1585787.875000 Penalty: 10800.826172 Iteration 29Q: 3 clusters Score -1585788 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1585799.000000 Penalty: 10800.826172 Iteration 30Q: 3 clusters Score -1585799 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1585806.375000 Penalty: 10800.826172 Iteration 31Q: 3 clusters Score -1585806 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1585811.500000 Penalty: 10800.826172 Iteration 32Q: 3 clusters Score -1585812 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1585815.125000 Penalty: 10800.826172 Iteration 33Q: 3 clusters Score -1585815 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -1585815.500000 Penalty: 10800.826172 Iteration 34Q: 3 clusters Score -1585816 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -1585815.500000 Penalty: 10800.826172 Iteration 35F: 3 clusters Score -1585816 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (7094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Entering Unmasked Estep Score: -1662842.750000 Penalty: 5431.040039 Iteration 0F: 2 clusters Score -1662843 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1654412.625000 Penalty: 10862.080078 Iteration 0F: 3 clusters Score -1654413 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -1655926.750000 Penalty: 10862.080078 Iteration 1F: 3 clusters Score -1655927 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1656276.000000 Penalty: 10862.080078 Iteration 2F: 3 clusters Score -1656276 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1656491.750000 Penalty: 10862.080078 Iteration 3Q: 3 clusters Score -1656492 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1656652.375000 Penalty: 10862.080078 Iteration 4Q: 3 clusters Score -1656652 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1656776.000000 Penalty: 10862.080078 Iteration 5Q: 3 clusters Score -1656776 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1656885.000000 Penalty: 10862.080078 Iteration 6Q: 3 clusters Score -1656885 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1656994.375000 Penalty: 10862.080078 Iteration 7Q: 3 clusters Score -1656994 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1657075.750000 Penalty: 10862.080078 Iteration 8Q: 3 clusters Score -1657076 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -1657154.500000 Penalty: 10862.080078 Iteration 9Q: 3 clusters Score -1657154 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1657230.625000 Penalty: 10862.080078 Iteration 10Q: 3 clusters Score -1657231 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1657334.250000 Penalty: 10862.080078 Iteration 11Q: 3 clusters Score -1657334 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1657458.250000 Penalty: 10862.080078 Iteration 12Q: 3 clusters Score -1657458 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1657571.375000 Penalty: 10862.080078 Iteration 13Q: 3 clusters Score -1657571 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1657714.875000 Penalty: 10862.080078 Iteration 14Q: 3 clusters Score -1657715 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1657911.125000 Penalty: 10862.080078 Iteration 15Q: 3 clusters Score -1657911 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1658085.750000 Penalty: 10862.080078 Iteration 16Q: 3 clusters Score -1658086 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1658274.750000 Penalty: 10862.080078 Iteration 17Q: 3 clusters Score -1658275 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1658507.625000 Penalty: 10862.080078 Iteration 18Q: 3 clusters Score -1658508 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1658764.625000 Penalty: 10862.080078 Iteration 19Q: 3 clusters Score -1658765 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1659057.875000 Penalty: 10862.080078 Iteration 20F: 3 clusters Score -1659058 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -1659360.875000 Penalty: 10862.080078 Iteration 21Q: 3 clusters Score -1659361 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1659626.500000 Penalty: 10862.080078 Iteration 22Q: 3 clusters Score -1659626 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1659819.500000 Penalty: 10862.080078 Iteration 23Q: 3 clusters Score -1659820 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1659963.000000 Penalty: 10862.080078 Iteration 24Q: 3 clusters Score -1659963 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1660053.500000 Penalty: 10862.080078 Iteration 25Q: 3 clusters Score -1660054 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1660101.375000 Penalty: 10862.080078 Iteration 26Q: 3 clusters Score -1660101 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1660130.750000 Penalty: 10862.080078 Iteration 27Q: 3 clusters Score -1660131 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1660150.000000 Penalty: 10862.080078 Iteration 28Q: 3 clusters Score -1660150 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -1660162.000000 Penalty: 10862.080078 Iteration 29Q: 3 clusters Score -1660162 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1660167.375000 Penalty: 10862.080078 Iteration 30Q: 3 clusters Score -1660167 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -1660171.500000 Penalty: 10862.080078 Iteration 31Q: 3 clusters Score -1660172 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1660170.625000 Penalty: 10862.080078 Iteration 32Q: 3 clusters Score -1660171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1660172.875000 Penalty: 10862.080078 Iteration 33Q: 3 clusters Score -1660173 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1660172.875000 Penalty: 10862.080078 Iteration 34F: 3 clusters Score -1660173 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 117317 members Mstep: Class 3 contains 32075 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84268 members Mstep: Class 6 contains 11386 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 9187 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41559 members Mstep: Class 12 contains 40277 members Mstep: Class 13 contains 7475 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15682 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18694 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4923 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20564 members Mstep: Class 23 contains 715 members Mstep: Class 24 contains 6748 members Mstep: Class 25 contains 7094 members Entering Unmasked Estep ConsiderDeletion Score: -101704312.000000 Penalty: 198930.609375 Iteration 79Q: 26 clusters Score -1.017043e+08 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 117267 members Mstep: Class 3 contains 32074 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84283 members Mstep: Class 6 contains 11320 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3097 members Mstep: Class 9 contains 9225 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41547 members Mstep: Class 12 contains 40268 members Mstep: Class 13 contains 7472 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15660 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18694 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4923 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20664 members Mstep: Class 23 contains 714 members Mstep: Class 24 contains 6756 members Mstep: Class 25 contains 7099 members Entering Unmasked Estep ConsiderDeletion Score: -101704680.000000 Penalty: 198930.609375 Iteration 80F: 26 clusters Score -1.017047e+08 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 117242 members Mstep: Class 3 contains 32074 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84287 members Mstep: Class 6 contains 11279 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3097 members Mstep: Class 9 contains 9267 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41531 members Mstep: Class 12 contains 40239 members Mstep: Class 13 contains 7467 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15643 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18685 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4924 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20744 members Mstep: Class 23 contains 715 members Mstep: Class 24 contains 6764 members Mstep: Class 25 contains 7107 members Entering Unmasked Estep ConsiderDeletion Score: -101704664.000000 Penalty: 198930.609375 Iteration 81Q: 26 clusters Score -1.017047e+08 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 117201 members Mstep: Class 3 contains 32077 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84303 members Mstep: Class 6 contains 11229 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3099 members Mstep: Class 9 contains 9305 members Mstep: Class 10 contains 1507 members Mstep: Class 11 contains 41523 members Mstep: Class 12 contains 40207 members Mstep: Class 13 contains 7457 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15619 members Mstep: Class 17 contains 9857 members Mstep: Class 18 contains 18680 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4926 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20843 members Mstep: Class 23 contains 712 members Mstep: Class 24 contains 6768 members Mstep: Class 25 contains 7116 members Entering Unmasked Estep ConsiderDeletion Score: -101704904.000000 Penalty: 198930.609375 Iteration 82Q: 26 clusters Score -1.017049e+08 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 117170 members Mstep: Class 3 contains 32078 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84325 members Mstep: Class 6 contains 11153 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3100 members Mstep: Class 9 contains 9345 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41510 members Mstep: Class 12 contains 40167 members Mstep: Class 13 contains 7455 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15591 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 18674 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4927 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 20962 members Mstep: Class 23 contains 712 members Mstep: Class 24 contains 6767 members Mstep: Class 25 contains 7127 members Entering Unmasked Estep ConsiderDeletion Score: -101704896.000000 Penalty: 198930.609375 Iteration 83Q: 26 clusters Score -1.017049e+08 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 117144 members Mstep: Class 3 contains 32078 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84340 members Mstep: Class 6 contains 11073 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3102 members Mstep: Class 9 contains 9380 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41495 members Mstep: Class 12 contains 40138 members Mstep: Class 13 contains 7450 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15567 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 18671 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4927 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 21084 members Mstep: Class 23 contains 712 members Mstep: Class 24 contains 6767 members Mstep: Class 25 contains 7135 members Entering Unmasked Estep ConsiderDeletion Score: -101704688.000000 Penalty: 198930.609375 Iteration 84Q: 26 clusters Score -1.017047e+08 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 117110 members Mstep: Class 3 contains 32072 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84357 members Mstep: Class 6 contains 11016 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3102 members Mstep: Class 9 contains 9410 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41486 members Mstep: Class 12 contains 40092 members Mstep: Class 13 contains 7447 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15547 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 18667 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4927 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 21204 members Mstep: Class 23 contains 711 members Mstep: Class 24 contains 6769 members Mstep: Class 25 contains 7146 members Entering Unmasked Estep ConsiderDeletion Score: -101704936.000000 Penalty: 198930.609375 Iteration 85Q: 26 clusters Score -1.017049e+08 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 117079 members Mstep: Class 3 contains 32067 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84377 members Mstep: Class 6 contains 10941 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 3103 members Mstep: Class 9 contains 9426 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41479 members Mstep: Class 12 contains 40030 members Mstep: Class 13 contains 7444 members Mstep: Class 14 contains 508 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15532 members Mstep: Class 17 contains 9858 members Mstep: Class 18 contains 18667 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4927 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 21357 members Mstep: Class 23 contains 710 members Mstep: Class 24 contains 6775 members Mstep: Class 25 contains 7150 members Entering Unmasked Estep ConsiderDeletion Score: -101704992.000000 Penalty: 198930.609375 Iteration 86Q: 26 clusters Score -1.01705e+08 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 117054 members Mstep: Class 3 contains 32066 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84393 members Mstep: Class 6 contains 10835 members Mstep: Class 7 contains 1433 members Mstep: Class 8 contains 3102 members Mstep: Class 9 contains 9451 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41460 members Mstep: Class 12 contains 39970 members Mstep: Class 13 contains 7434 members Mstep: Class 14 contains 507 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15508 members Mstep: Class 17 contains 9856 members Mstep: Class 18 contains 18666 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4927 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 21557 members Mstep: Class 23 contains 710 members Mstep: Class 24 contains 6780 members Mstep: Class 25 contains 7156 members Entering Unmasked Estep ConsiderDeletion Score: -101705048.000000 Penalty: 198930.609375 Iteration 87Q: 26 clusters Score -1.01705e+08 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 117029 members Mstep: Class 3 contains 32063 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84412 members Mstep: Class 6 contains 10747 members Mstep: Class 7 contains 1433 members Mstep: Class 8 contains 3102 members Mstep: Class 9 contains 9473 members Mstep: Class 10 contains 1508 members Mstep: Class 11 contains 41447 members Mstep: Class 12 contains 39862 members Mstep: Class 13 contains 7425 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15485 members Mstep: Class 17 contains 9856 members Mstep: Class 18 contains 18665 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4928 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 21781 members Mstep: Class 23 contains 709 members Mstep: Class 24 contains 6784 members Mstep: Class 25 contains 7160 members Entering Unmasked Estep ConsiderDeletion Score: -101705256.000000 Penalty: 198930.609375 Iteration 88Q: 26 clusters Score -1.017053e+08 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 116992 members Mstep: Class 3 contains 32061 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84417 members Mstep: Class 6 contains 10607 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3102 members Mstep: Class 9 contains 9505 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 41424 members Mstep: Class 12 contains 39769 members Mstep: Class 13 contains 7414 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15472 members Mstep: Class 17 contains 9856 members Mstep: Class 18 contains 18668 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4929 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 22064 members Mstep: Class 23 contains 707 members Mstep: Class 24 contains 6786 members Mstep: Class 25 contains 7159 members Entering Unmasked Estep ConsiderDeletion Score: -101705432.000000 Penalty: 198930.609375 Iteration 89Q: 26 clusters Score -1.017054e+08 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 116948 members Mstep: Class 3 contains 32055 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84425 members Mstep: Class 6 contains 10481 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3100 members Mstep: Class 9 contains 9535 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 41394 members Mstep: Class 12 contains 39650 members Mstep: Class 13 contains 7401 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15453 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18674 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4929 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 22372 members Mstep: Class 23 contains 705 members Mstep: Class 24 contains 6786 members Mstep: Class 25 contains 7168 members Entering Unmasked Estep ConsiderDeletion Score: -101705552.000000 Penalty: 198930.609375 Iteration 90Q: 26 clusters Score -1.017056e+08 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 116912 members Mstep: Class 3 contains 32053 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84435 members Mstep: Class 6 contains 10365 members Mstep: Class 7 contains 1431 members Mstep: Class 8 contains 3100 members Mstep: Class 9 contains 9564 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 41364 members Mstep: Class 12 contains 39510 members Mstep: Class 13 contains 7384 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15421 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18677 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4929 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 22699 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 6788 members Mstep: Class 25 contains 7172 members Entering Unmasked Estep ConsiderDeletion Score: -101705816.000000 Penalty: 198930.609375 Iteration 91Q: 26 clusters Score -1.017058e+08 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 116887 members Mstep: Class 3 contains 32033 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84451 members Mstep: Class 6 contains 10244 members Mstep: Class 7 contains 1430 members Mstep: Class 8 contains 3106 members Mstep: Class 9 contains 9580 members Mstep: Class 10 contains 1505 members Mstep: Class 11 contains 41332 members Mstep: Class 12 contains 39340 members Mstep: Class 13 contains 7376 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15384 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18680 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4930 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 23071 members Mstep: Class 23 contains 702 members Mstep: Class 24 contains 6788 members Mstep: Class 25 contains 7173 members Entering Unmasked Estep ConsiderDeletion Score: -101706160.000000 Penalty: 198930.609375 Iteration 92Q: 26 clusters Score -1.017062e+08 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 116843 members Mstep: Class 3 contains 32020 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84459 members Mstep: Class 6 contains 10073 members Mstep: Class 7 contains 1430 members Mstep: Class 8 contains 3106 members Mstep: Class 9 contains 9591 members Mstep: Class 10 contains 1505 members Mstep: Class 11 contains 41313 members Mstep: Class 12 contains 39177 members Mstep: Class 13 contains 7362 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15362 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18684 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 23494 members Mstep: Class 23 contains 702 members Mstep: Class 24 contains 6790 members Mstep: Class 25 contains 7168 members Entering Unmasked Estep ConsiderDeletion Score: -101706176.000000 Penalty: 198930.609375 Iteration 93Q: 26 clusters Score -1.017062e+08 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 116822 members Mstep: Class 3 contains 32014 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84470 members Mstep: Class 6 contains 9957 members Mstep: Class 7 contains 1430 members Mstep: Class 8 contains 3104 members Mstep: Class 9 contains 9602 members Mstep: Class 10 contains 1506 members Mstep: Class 11 contains 41283 members Mstep: Class 12 contains 38998 members Mstep: Class 13 contains 7346 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15334 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18683 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4933 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 23873 members Mstep: Class 23 contains 701 members Mstep: Class 24 contains 6788 members Mstep: Class 25 contains 7167 members Entering Unmasked Estep ConsiderDeletion Score: -101706520.000000 Penalty: 198930.609375 Iteration 94Q: 26 clusters Score -1.017065e+08 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 116808 members Mstep: Class 3 contains 32015 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84480 members Mstep: Class 6 contains 9843 members Mstep: Class 7 contains 1430 members Mstep: Class 8 contains 3104 members Mstep: Class 9 contains 9608 members Mstep: Class 10 contains 1505 members Mstep: Class 11 contains 41249 members Mstep: Class 12 contains 38807 members Mstep: Class 13 contains 7337 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15316 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18684 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4933 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 24239 members Mstep: Class 23 contains 700 members Mstep: Class 24 contains 6790 members Mstep: Class 25 contains 7164 members Entering Unmasked Estep ConsiderDeletion Score: -101706696.000000 Penalty: 198930.609375 Iteration 95Q: 26 clusters Score -1.017067e+08 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 116791 members Mstep: Class 3 contains 32030 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84476 members Mstep: Class 6 contains 9683 members Mstep: Class 7 contains 1430 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9616 members Mstep: Class 10 contains 1505 members Mstep: Class 11 contains 41212 members Mstep: Class 12 contains 38684 members Mstep: Class 13 contains 7329 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15311 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18684 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4933 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 24570 members Mstep: Class 23 contains 699 members Mstep: Class 24 contains 6791 members Mstep: Class 25 contains 7161 members Entering Unmasked Estep ConsiderDeletion Score: -101707144.000000 Penalty: 198930.609375 Iteration 96Q: 26 clusters Score -1.017071e+08 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 116785 members Mstep: Class 3 contains 32056 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84471 members Mstep: Class 6 contains 9491 members Mstep: Class 7 contains 1430 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9624 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 41175 members Mstep: Class 12 contains 38581 members Mstep: Class 13 contains 7324 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15320 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18686 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4933 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 24872 members Mstep: Class 23 contains 699 members Mstep: Class 24 contains 6793 members Mstep: Class 25 contains 7161 members Entering Unmasked Estep ConsiderDeletion Score: -101707472.000000 Penalty: 198930.609375 Iteration 97Q: 26 clusters Score -1.017075e+08 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 116772 members Mstep: Class 3 contains 32078 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84465 members Mstep: Class 6 contains 9311 members Mstep: Class 7 contains 1430 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9635 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 41152 members Mstep: Class 12 contains 38497 members Mstep: Class 13 contains 7323 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15313 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18684 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4934 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 25151 members Mstep: Class 23 contains 699 members Mstep: Class 24 contains 6794 members Mstep: Class 25 contains 7165 members Entering Unmasked Estep ConsiderDeletion Score: -101707552.000000 Penalty: 198930.609375 Iteration 98Q: 26 clusters Score -1.017076e+08 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116765 members Mstep: Class 3 contains 32096 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84464 members Mstep: Class 6 contains 9137 members Mstep: Class 7 contains 1431 members Mstep: Class 8 contains 3105 members Mstep: Class 9 contains 9653 members Mstep: Class 10 contains 1503 members Mstep: Class 11 contains 41133 members Mstep: Class 12 contains 38428 members Mstep: Class 13 contains 7321 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15306 members Mstep: Class 17 contains 9855 members Mstep: Class 18 contains 18684 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4934 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 25400 members Mstep: Class 23 contains 699 members Mstep: Class 24 contains 6794 members Mstep: Class 25 contains 7162 members Entering Unmasked Estep ConsiderDeletion Score: -101707536.000000 Penalty: 198930.609375 Iteration 99Q: 26 clusters Score -1.017075e+08 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 116750 members Mstep: Class 3 contains 32109 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84459 members Mstep: Class 6 contains 8960 members Mstep: Class 7 contains 1430 members Mstep: Class 8 contains 3105 members Mstep: Class 9 contains 9667 members Mstep: Class 10 contains 1501 members Mstep: Class 11 contains 41138 members Mstep: Class 12 contains 38368 members Mstep: Class 13 contains 7324 members Mstep: Class 14 contains 506 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15299 members Mstep: Class 17 contains 9856 members Mstep: Class 18 contains 18689 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4935 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 25622 members Mstep: Class 23 contains 699 members Mstep: Class 24 contains 6794 members Mstep: Class 25 contains 7164 members Entering Unmasked Estep ConsiderDeletion Score: -101707976.000000 Penalty: 198930.609375 Iteration 100F: 26 clusters Score -1.01708e+08 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 116755 members Mstep: Class 3 contains 32058 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84457 members Mstep: Class 6 contains 9085 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3105 members Mstep: Class 9 contains 9669 members Mstep: Class 10 contains 1502 members Mstep: Class 11 contains 41123 members Mstep: Class 12 contains 38165 members Mstep: Class 13 contains 7300 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15280 members Mstep: Class 17 contains 9852 members Mstep: Class 18 contains 18692 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4936 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 25804 members Mstep: Class 23 contains 695 members Mstep: Class 24 contains 6794 members Mstep: Class 25 contains 7166 members Entering Unmasked Estep ConsiderDeletion Score: -101708464.000000 Penalty: 198930.609375 Iteration 101Q: 26 clusters Score -1.017085e+08 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116743 members Mstep: Class 3 contains 32009 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84456 members Mstep: Class 6 contains 9210 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9662 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 41094 members Mstep: Class 12 contains 37933 members Mstep: Class 13 contains 7262 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15261 members Mstep: Class 17 contains 9851 members Mstep: Class 18 contains 18694 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4938 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 26069 members Mstep: Class 23 contains 690 members Mstep: Class 24 contains 6796 members Mstep: Class 25 contains 7160 members Entering Unmasked Estep ConsiderDeletion Score: -101708736.000000 Penalty: 198930.609375 Iteration 102Q: 26 clusters Score -1.017087e+08 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116734 members Mstep: Class 3 contains 32003 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84451 members Mstep: Class 6 contains 9252 members Mstep: Class 7 contains 1431 members Mstep: Class 8 contains 3106 members Mstep: Class 9 contains 9662 members Mstep: Class 10 contains 1502 members Mstep: Class 11 contains 41054 members Mstep: Class 12 contains 37741 members Mstep: Class 13 contains 7232 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15251 members Mstep: Class 17 contains 9845 members Mstep: Class 18 contains 18696 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4938 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 26334 members Mstep: Class 23 contains 690 members Mstep: Class 24 contains 6795 members Mstep: Class 25 contains 7154 members Entering Unmasked Estep ConsiderDeletion Score: -101708904.000000 Penalty: 198930.609375 Iteration 103Q: 26 clusters Score -1.017089e+08 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116721 members Mstep: Class 3 contains 31994 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84449 members Mstep: Class 6 contains 9299 members Mstep: Class 7 contains 1431 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9667 members Mstep: Class 10 contains 1501 members Mstep: Class 11 contains 41008 members Mstep: Class 12 contains 37579 members Mstep: Class 13 contains 7201 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15245 members Mstep: Class 17 contains 9844 members Mstep: Class 18 contains 18695 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4938 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 26563 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 6795 members Mstep: Class 25 contains 7145 members Entering Unmasked Estep ConsiderDeletion Score: -101709416.000000 Penalty: 198930.609375 Iteration 104Q: 26 clusters Score -1.017094e+08 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116712 members Mstep: Class 3 contains 31992 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84442 members Mstep: Class 6 contains 9313 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9672 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40951 members Mstep: Class 12 contains 37495 members Mstep: Class 13 contains 7182 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15247 members Mstep: Class 17 contains 9841 members Mstep: Class 18 contains 18695 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4936 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 26726 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 6795 members Mstep: Class 25 contains 7146 members Entering Unmasked Estep ConsiderDeletion Score: -101709800.000000 Penalty: 198930.609375 Iteration 105Q: 26 clusters Score -1.017098e+08 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116705 members Mstep: Class 3 contains 32000 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84439 members Mstep: Class 6 contains 9308 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3109 members Mstep: Class 9 contains 9676 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40903 members Mstep: Class 12 contains 37420 members Mstep: Class 13 contains 7169 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15240 members Mstep: Class 17 contains 9841 members Mstep: Class 18 contains 18695 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4936 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 26867 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7147 members Entering Unmasked Estep ConsiderDeletion Score: -101709920.000000 Penalty: 198930.609375 Iteration 106Q: 26 clusters Score -1.017099e+08 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116701 members Mstep: Class 3 contains 32021 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84436 members Mstep: Class 6 contains 9290 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9680 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40855 members Mstep: Class 12 contains 37381 members Mstep: Class 13 contains 7158 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15229 members Mstep: Class 17 contains 9840 members Mstep: Class 18 contains 18695 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4935 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 26976 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7148 members Entering Unmasked Estep ConsiderDeletion Score: -101709944.000000 Penalty: 198930.609375 Iteration 107Q: 26 clusters Score -1.017099e+08 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116695 members Mstep: Class 3 contains 32036 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84427 members Mstep: Class 6 contains 9271 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9680 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40829 members Mstep: Class 12 contains 37349 members Mstep: Class 13 contains 7155 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15230 members Mstep: Class 17 contains 9839 members Mstep: Class 18 contains 18697 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27056 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6801 members Mstep: Class 25 contains 7149 members Entering Unmasked Estep ConsiderDeletion Score: -101709904.000000 Penalty: 198930.609375 Iteration 108Q: 26 clusters Score -1.017099e+08 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116692 members Mstep: Class 3 contains 32049 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84416 members Mstep: Class 6 contains 9239 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9684 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40813 members Mstep: Class 12 contains 37335 members Mstep: Class 13 contains 7152 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15232 members Mstep: Class 17 contains 9838 members Mstep: Class 18 contains 18696 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27118 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6801 members Mstep: Class 25 contains 7148 members Entering Unmasked Estep ConsiderDeletion Score: -101709920.000000 Penalty: 198930.609375 Iteration 109Q: 26 clusters Score -1.017099e+08 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116697 members Mstep: Class 3 contains 32062 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84410 members Mstep: Class 6 contains 9211 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9685 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40800 members Mstep: Class 12 contains 37331 members Mstep: Class 13 contains 7149 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15226 members Mstep: Class 17 contains 9836 members Mstep: Class 18 contains 18698 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27162 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7147 members Entering Unmasked Estep ConsiderDeletion Score: -101710056.000000 Penalty: 198930.609375 Iteration 110Q: 26 clusters Score -1.017101e+08 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116696 members Mstep: Class 3 contains 32071 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84410 members Mstep: Class 6 contains 9202 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9688 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40782 members Mstep: Class 12 contains 37324 members Mstep: Class 13 contains 7147 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15222 members Mstep: Class 17 contains 9836 members Mstep: Class 18 contains 18699 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4930 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27192 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7146 members Entering Unmasked Estep ConsiderDeletion Score: -101710120.000000 Penalty: 198930.609375 Iteration 111Q: 26 clusters Score -1.017101e+08 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116691 members Mstep: Class 3 contains 32075 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84408 members Mstep: Class 6 contains 9205 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40771 members Mstep: Class 12 contains 37316 members Mstep: Class 13 contains 7141 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15223 members Mstep: Class 17 contains 9835 members Mstep: Class 18 contains 18702 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27213 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7144 members Entering Unmasked Estep ConsiderDeletion Score: -101710056.000000 Penalty: 198930.609375 Iteration 112Q: 26 clusters Score -1.017101e+08 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32081 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84406 members Mstep: Class 6 contains 9206 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40760 members Mstep: Class 12 contains 37311 members Mstep: Class 13 contains 7136 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15222 members Mstep: Class 17 contains 9835 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27234 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710120.000000 Penalty: 198930.609375 Iteration 113Q: 26 clusters Score -1.017101e+08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32085 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84406 members Mstep: Class 6 contains 9203 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40753 members Mstep: Class 12 contains 37304 members Mstep: Class 13 contains 7132 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15223 members Mstep: Class 17 contains 9835 members Mstep: Class 18 contains 18706 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4930 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27250 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7142 members Entering Unmasked Estep ConsiderDeletion Score: -101710144.000000 Penalty: 198930.609375 Iteration 114Q: 26 clusters Score -1.017101e+08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116685 members Mstep: Class 3 contains 32092 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84408 members Mstep: Class 6 contains 9207 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40747 members Mstep: Class 12 contains 37293 members Mstep: Class 13 contains 7131 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15219 members Mstep: Class 17 contains 9835 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27259 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710160.000000 Penalty: 198930.609375 Iteration 115Q: 26 clusters Score -1.017102e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116684 members Mstep: Class 3 contains 32100 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84409 members Mstep: Class 6 contains 9214 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 40740 members Mstep: Class 12 contains 37284 members Mstep: Class 13 contains 7130 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15213 members Mstep: Class 17 contains 9834 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27268 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710136.000000 Penalty: 198930.609375 Iteration 116Q: 26 clusters Score -1.017101e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116685 members Mstep: Class 3 contains 32111 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84408 members Mstep: Class 6 contains 9207 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40732 members Mstep: Class 12 contains 37279 members Mstep: Class 13 contains 7129 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15213 members Mstep: Class 17 contains 9834 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27279 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710160.000000 Penalty: 198930.609375 Iteration 117Q: 26 clusters Score -1.017102e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32113 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84408 members Mstep: Class 6 contains 9205 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40727 members Mstep: Class 12 contains 37277 members Mstep: Class 13 contains 7128 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15214 members Mstep: Class 17 contains 9834 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27284 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6801 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710152.000000 Penalty: 198930.609375 Iteration 118Q: 26 clusters Score -1.017102e+08 nChanged 27 Entering ConstructFrom: Score: -101710152.000000 Penalty: 198930.609375 Entering ConstructFrom: Trying to split cluster 1 (944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Entering Unmasked Estep Score: -211043.000000 Penalty: 4195.702148 Iteration 0F: 2 clusters Score -211043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -206998.296875 Penalty: 8391.404297 Iteration 0F: 3 clusters Score -206998.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -207354.296875 Penalty: 8391.404297 Iteration 1F: 3 clusters Score -207354.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -207513.937500 Penalty: 8391.404297 Iteration 2F: 3 clusters Score -207513.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -207582.593750 Penalty: 8391.404297 Iteration 3Q: 3 clusters Score -207582.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -207636.968750 Penalty: 8391.404297 Iteration 4Q: 3 clusters Score -207637 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -207690.500000 Penalty: 8391.404297 Iteration 5Q: 3 clusters Score -207690.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -207730.781250 Penalty: 8391.404297 Iteration 6Q: 3 clusters Score -207730.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -207758.453125 Penalty: 8391.404297 Iteration 7Q: 3 clusters Score -207758.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -207774.250000 Penalty: 8391.404297 Iteration 8Q: 3 clusters Score -207774.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -207783.687500 Penalty: 8391.404297 Iteration 9Q: 3 clusters Score -207783.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -207792.640625 Penalty: 8391.404297 Iteration 10Q: 3 clusters Score -207792.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -207800.859375 Penalty: 8391.404297 Iteration 11Q: 3 clusters Score -207800.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -207804.234375 Penalty: 8391.404297 Iteration 12Q: 3 clusters Score -207804.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -207806.968750 Penalty: 8391.404297 Iteration 13Q: 3 clusters Score -207807 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -207810.781250 Penalty: 8391.404297 Iteration 14Q: 3 clusters Score -207810.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -207815.312500 Penalty: 8391.404297 Iteration 15Q: 3 clusters Score -207815.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -207817.218750 Penalty: 8391.404297 Iteration 16Q: 3 clusters Score -207817.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -207823.406250 Penalty: 8391.404297 Iteration 17Q: 3 clusters Score -207823.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -207823.406250 Penalty: 8391.404297 Iteration 18F: 3 clusters Score -207823.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (116685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116685 members Entering Unmasked Estep Score: -27487962.000000 Penalty: 7146.180664 Iteration 0F: 2 clusters Score -2.748796e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58097 members Mstep: Class 2 contains 58588 members Entering Unmasked Estep Score: -27410264.000000 Penalty: 14292.361328 Iteration 0F: 3 clusters Score -2.741026e+07 nChanged 53562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55903 members Mstep: Class 2 contains 60782 members Entering Unmasked Estep Score: -27439510.000000 Penalty: 14292.361328 Iteration 1F: 3 clusters Score -2.743951e+07 nChanged 4821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54280 members Mstep: Class 2 contains 62405 members Entering Unmasked Estep Score: -27440906.000000 Penalty: 14292.361328 Iteration 2Q: 3 clusters Score -2.744091e+07 nChanged 4678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51976 members Mstep: Class 2 contains 64709 members Entering Unmasked Estep Score: -27442314.000000 Penalty: 14292.361328 Iteration 3Q: 3 clusters Score -2.744231e+07 nChanged 4717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48703 members Mstep: Class 2 contains 67982 members Entering Unmasked Estep Score: -27443968.000000 Penalty: 14292.361328 Iteration 4Q: 3 clusters Score -2.744397e+07 nChanged 5378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44239 members Mstep: Class 2 contains 72446 members Entering Unmasked Estep Score: -27446290.000000 Penalty: 14292.361328 Iteration 5Q: 3 clusters Score -2.744629e+07 nChanged 6598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38071 members Mstep: Class 2 contains 78614 members Entering Unmasked Estep Score: -27450018.000000 Penalty: 14292.361328 Iteration 6F: 3 clusters Score -2.745002e+07 nChanged 8151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30090 members Mstep: Class 2 contains 86595 members Entering Unmasked Estep Score: -27455784.000000 Penalty: 14292.361328 Iteration 7F: 3 clusters Score -2.745578e+07 nChanged 9123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21061 members Mstep: Class 2 contains 95624 members Entering Unmasked Estep Score: -27463358.000000 Penalty: 14292.361328 Iteration 8F: 3 clusters Score -2.746336e+07 nChanged 8342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 103922 members Entering Unmasked Estep Score: -27470870.000000 Penalty: 14292.361328 Iteration 9F: 3 clusters Score -2.747087e+07 nChanged 5981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 109861 members Entering Unmasked Estep Score: -27476352.000000 Penalty: 14292.361328 Iteration 10F: 3 clusters Score -2.747635e+07 nChanged 3284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 113113 members Entering Unmasked Estep Score: -27479124.000000 Penalty: 14292.361328 Iteration 11Q: 3 clusters Score -2.747912e+07 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 114562 members Entering Unmasked Estep Score: -27480428.000000 Penalty: 14292.361328 Iteration 12Q: 3 clusters Score -2.748043e+07 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 115145 members Entering Unmasked Estep Score: -27480994.000000 Penalty: 14292.361328 Iteration 13Q: 3 clusters Score -2.748099e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 115429 members Entering Unmasked Estep Score: -27481248.000000 Penalty: 14292.361328 Iteration 14Q: 3 clusters Score -2.748125e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 115575 members Entering Unmasked Estep Score: -27481468.000000 Penalty: 14292.361328 Iteration 15Q: 3 clusters Score -2.748147e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 115658 members Entering Unmasked Estep Score: -27481610.000000 Penalty: 14292.361328 Iteration 16Q: 3 clusters Score -2.748161e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 115702 members Entering Unmasked Estep Score: -27481636.000000 Penalty: 14292.361328 Iteration 17Q: 3 clusters Score -2.748164e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 115731 members Entering Unmasked Estep Score: -27481698.000000 Penalty: 14292.361328 Iteration 18Q: 3 clusters Score -2.74817e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 115748 members Entering Unmasked Estep Score: -27481712.000000 Penalty: 14292.361328 Iteration 19Q: 3 clusters Score -2.748171e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 115762 members Entering Unmasked Estep Score: -27481744.000000 Penalty: 14292.361328 Iteration 20F: 3 clusters Score -2.748174e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 115768 members Entering Unmasked Estep Score: -27481766.000000 Penalty: 14292.361328 Iteration 21Q: 3 clusters Score -2.748177e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 115768 members Entering Unmasked Estep Score: -27481762.000000 Penalty: 14292.361328 Iteration 22Q: 3 clusters Score -2.748176e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 115773 members Entering Unmasked Estep Score: -27481770.000000 Penalty: 14292.361328 Iteration 23Q: 3 clusters Score -2.748177e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 115775 members Entering Unmasked Estep Score: -27481772.000000 Penalty: 14292.361328 Iteration 24Q: 3 clusters Score -2.748177e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 115779 members Entering Unmasked Estep Score: -27481784.000000 Penalty: 14292.361328 Iteration 25Q: 3 clusters Score -2.748178e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 115781 members Entering Unmasked Estep Score: -27481776.000000 Penalty: 14292.361328 Iteration 26Q: 3 clusters Score -2.748178e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 115781 members Entering Unmasked Estep Score: -27481782.000000 Penalty: 14292.361328 Iteration 27Q: 3 clusters Score -2.748178e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 115782 members Entering Unmasked Estep Score: -27481782.000000 Penalty: 14292.361328 Iteration 28Q: 3 clusters Score -2.748178e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 115782 members Entering Unmasked Estep Score: -27481782.000000 Penalty: 14292.361328 Iteration 29F: 3 clusters Score -2.748178e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (32124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32124 members Entering Unmasked Estep Score: -7444843.000000 Penalty: 6356.131836 Iteration 0F: 2 clusters Score -7444843 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16044 members Mstep: Class 2 contains 16080 members Entering Unmasked Estep Score: -7420590.000000 Penalty: 12712.263672 Iteration 0F: 3 clusters Score -7420590 nChanged 13779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15981 members Mstep: Class 2 contains 16143 members Entering Unmasked Estep Score: -7428075.500000 Penalty: 12712.263672 Iteration 1F: 3 clusters Score -7428076 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16020 members Mstep: Class 2 contains 16104 members Entering Unmasked Estep Score: -7429030.000000 Penalty: 12712.263672 Iteration 2F: 3 clusters Score -7429030 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16080 members Mstep: Class 2 contains 16044 members Entering Unmasked Estep Score: -7429854.000000 Penalty: 12712.263672 Iteration 3F: 3 clusters Score -7429854 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16147 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -7430596.500000 Penalty: 12712.263672 Iteration 4Q: 3 clusters Score -7430596 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16183 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -7431480.500000 Penalty: 12712.263672 Iteration 5Q: 3 clusters Score -7431480 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16246 members Mstep: Class 2 contains 15878 members Entering Unmasked Estep Score: -7432486.500000 Penalty: 12712.263672 Iteration 6Q: 3 clusters Score -7432486 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16272 members Mstep: Class 2 contains 15852 members Entering Unmasked Estep Score: -7433557.000000 Penalty: 12712.263672 Iteration 7Q: 3 clusters Score -7433557 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16149 members Mstep: Class 2 contains 15975 members Entering Unmasked Estep Score: -7434547.000000 Penalty: 12712.263672 Iteration 8Q: 3 clusters Score -7434547 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15989 members Mstep: Class 2 contains 16135 members Entering Unmasked Estep Score: -7435414.000000 Penalty: 12712.263672 Iteration 9Q: 3 clusters Score -7435414 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15727 members Mstep: Class 2 contains 16397 members Entering Unmasked Estep Score: -7436024.000000 Penalty: 12712.263672 Iteration 10Q: 3 clusters Score -7436024 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15484 members Mstep: Class 2 contains 16640 members Entering Unmasked Estep Score: -7436505.500000 Penalty: 12712.263672 Iteration 11Q: 3 clusters Score -7436506 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15219 members Mstep: Class 2 contains 16905 members Entering Unmasked Estep Score: -7436860.500000 Penalty: 12712.263672 Iteration 12Q: 3 clusters Score -7436860 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14900 members Mstep: Class 2 contains 17224 members Entering Unmasked Estep Score: -7437180.500000 Penalty: 12712.263672 Iteration 13Q: 3 clusters Score -7437180 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14500 members Mstep: Class 2 contains 17624 members Entering Unmasked Estep Score: -7437422.500000 Penalty: 12712.263672 Iteration 14Q: 3 clusters Score -7437422 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 18020 members Entering Unmasked Estep Score: -7437597.500000 Penalty: 12712.263672 Iteration 15Q: 3 clusters Score -7437598 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 18454 members Entering Unmasked Estep Score: -7437846.000000 Penalty: 12712.263672 Iteration 16Q: 3 clusters Score -7437846 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13174 members Mstep: Class 2 contains 18950 members Entering Unmasked Estep Score: -7438127.500000 Penalty: 12712.263672 Iteration 17Q: 3 clusters Score -7438128 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12653 members Mstep: Class 2 contains 19471 members Entering Unmasked Estep Score: -7438395.500000 Penalty: 12712.263672 Iteration 18Q: 3 clusters Score -7438396 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 19994 members Entering Unmasked Estep Score: -7438688.000000 Penalty: 12712.263672 Iteration 19Q: 3 clusters Score -7438688 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 20501 members Entering Unmasked Estep Score: -7438982.500000 Penalty: 12712.263672 Iteration 20F: 3 clusters Score -7438982 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 20998 members Entering Unmasked Estep Score: -7439273.000000 Penalty: 12712.263672 Iteration 21Q: 3 clusters Score -7439273 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 21502 members Entering Unmasked Estep Score: -7439566.500000 Penalty: 12712.263672 Iteration 22Q: 3 clusters Score -7439566 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10131 members Mstep: Class 2 contains 21993 members Entering Unmasked Estep Score: -7439817.500000 Penalty: 12712.263672 Iteration 23Q: 3 clusters Score -7439818 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 22374 members Entering Unmasked Estep Score: -7440028.000000 Penalty: 12712.263672 Iteration 24Q: 3 clusters Score -7440028 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 22696 members Entering Unmasked Estep Score: -7440152.000000 Penalty: 12712.263672 Iteration 25Q: 3 clusters Score -7440152 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 22956 members Entering Unmasked Estep Score: -7440275.500000 Penalty: 12712.263672 Iteration 26Q: 3 clusters Score -7440276 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 23145 members Entering Unmasked Estep Score: -7440351.000000 Penalty: 12712.263672 Iteration 27Q: 3 clusters Score -7440351 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 23284 members Entering Unmasked Estep Score: -7440390.000000 Penalty: 12712.263672 Iteration 28Q: 3 clusters Score -7440390 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 23400 members Entering Unmasked Estep Score: -7440399.000000 Penalty: 12712.263672 Iteration 29Q: 3 clusters Score -7440399 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 23501 members Entering Unmasked Estep Score: -7440430.000000 Penalty: 12712.263672 Iteration 30Q: 3 clusters Score -7440430 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 23609 members Entering Unmasked Estep Score: -7440485.000000 Penalty: 12712.263672 Iteration 31Q: 3 clusters Score -7440485 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 23693 members Entering Unmasked Estep Score: -7440486.500000 Penalty: 12712.263672 Iteration 32Q: 3 clusters Score -7440486 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8346 members Mstep: Class 2 contains 23778 members Entering Unmasked Estep Score: -7440492.000000 Penalty: 12712.263672 Iteration 33Q: 3 clusters Score -7440492 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 23862 members Entering Unmasked Estep Score: -7440511.500000 Penalty: 12712.263672 Iteration 34Q: 3 clusters Score -7440512 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 23936 members Entering Unmasked Estep Score: -7440535.000000 Penalty: 12712.263672 Iteration 35Q: 3 clusters Score -7440535 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 24005 members Entering Unmasked Estep Score: -7440540.000000 Penalty: 12712.263672 Iteration 36Q: 3 clusters Score -7440540 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 24078 members Entering Unmasked Estep Score: -7440556.500000 Penalty: 12712.263672 Iteration 37Q: 3 clusters Score -7440556 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 24141 members Entering Unmasked Estep Score: -7440569.000000 Penalty: 12712.263672 Iteration 38Q: 3 clusters Score -7440569 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -7440563.000000 Penalty: 12712.263672 Iteration 39Q: 3 clusters Score -7440563 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 24222 members Entering Unmasked Estep Score: -7440576.000000 Penalty: 12712.263672 Iteration 40F: 3 clusters Score -7440576 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 24256 members Entering Unmasked Estep Score: -7440584.500000 Penalty: 12712.263672 Iteration 41Q: 3 clusters Score -7440584 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 24287 members Entering Unmasked Estep Score: -7440597.000000 Penalty: 12712.263672 Iteration 42Q: 3 clusters Score -7440597 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 24309 members Entering Unmasked Estep Score: -7440589.000000 Penalty: 12712.263672 Iteration 43Q: 3 clusters Score -7440589 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 24336 members Entering Unmasked Estep Score: -7440593.500000 Penalty: 12712.263672 Iteration 44Q: 3 clusters Score -7440594 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 24365 members Entering Unmasked Estep Score: -7440599.500000 Penalty: 12712.263672 Iteration 45Q: 3 clusters Score -7440600 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 24391 members Entering Unmasked Estep Score: -7440595.500000 Penalty: 12712.263672 Iteration 46Q: 3 clusters Score -7440596 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 24410 members Entering Unmasked Estep Score: -7440601.500000 Penalty: 12712.263672 Iteration 47Q: 3 clusters Score -7440602 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 24426 members Entering Unmasked Estep Score: -7440591.500000 Penalty: 12712.263672 Iteration 48Q: 3 clusters Score -7440592 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 24447 members Entering Unmasked Estep Score: -7440608.500000 Penalty: 12712.263672 Iteration 49Q: 3 clusters Score -7440608 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 24468 members Entering Unmasked Estep Score: -7440607.000000 Penalty: 12712.263672 Iteration 50Q: 3 clusters Score -7440607 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 24489 members Entering Unmasked Estep Score: -7440604.000000 Penalty: 12712.263672 Iteration 51Q: 3 clusters Score -7440604 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 24509 members Entering Unmasked Estep Score: -7440619.000000 Penalty: 12712.263672 Iteration 52Q: 3 clusters Score -7440619 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 24524 members Entering Unmasked Estep Score: -7440610.000000 Penalty: 12712.263672 Iteration 53Q: 3 clusters Score -7440610 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 24542 members Entering Unmasked Estep Score: -7440617.500000 Penalty: 12712.263672 Iteration 54Q: 3 clusters Score -7440618 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 24563 members Entering Unmasked Estep Score: -7440631.000000 Penalty: 12712.263672 Iteration 55Q: 3 clusters Score -7440631 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 24589 members Entering Unmasked Estep Score: -7440633.500000 Penalty: 12712.263672 Iteration 56Q: 3 clusters Score -7440634 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 24615 members Entering Unmasked Estep Score: -7440623.000000 Penalty: 12712.263672 Iteration 57Q: 3 clusters Score -7440623 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 24639 members Entering Unmasked Estep Score: -7440641.500000 Penalty: 12712.263672 Iteration 58Q: 3 clusters Score -7440642 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 24665 members Entering Unmasked Estep Score: -7440641.500000 Penalty: 12712.263672 Iteration 59Q: 3 clusters Score -7440642 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 24692 members Entering Unmasked Estep Score: -7440650.500000 Penalty: 12712.263672 Iteration 60F: 3 clusters Score -7440650 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 24724 members Entering Unmasked Estep Score: -7440643.500000 Penalty: 12712.263672 Iteration 61Q: 3 clusters Score -7440644 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 24758 members Entering Unmasked Estep Score: -7440635.000000 Penalty: 12712.263672 Iteration 62Q: 3 clusters Score -7440635 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 24784 members Entering Unmasked Estep Score: -7440623.500000 Penalty: 12712.263672 Iteration 63Q: 3 clusters Score -7440624 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 24799 members Entering Unmasked Estep Score: -7440631.000000 Penalty: 12712.263672 Iteration 64Q: 3 clusters Score -7440631 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 24816 members Entering Unmasked Estep Score: -7440630.000000 Penalty: 12712.263672 Iteration 65Q: 3 clusters Score -7440630 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 24847 members Entering Unmasked Estep Score: -7440638.000000 Penalty: 12712.263672 Iteration 66Q: 3 clusters Score -7440638 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 24880 members Entering Unmasked Estep Score: -7440643.000000 Penalty: 12712.263672 Iteration 67Q: 3 clusters Score -7440643 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 24910 members Entering Unmasked Estep Score: -7440652.500000 Penalty: 12712.263672 Iteration 68Q: 3 clusters Score -7440652 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 24942 members Entering Unmasked Estep Score: -7440666.500000 Penalty: 12712.263672 Iteration 69Q: 3 clusters Score -7440666 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 24970 members Entering Unmasked Estep Score: -7440686.500000 Penalty: 12712.263672 Iteration 70Q: 3 clusters Score -7440686 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 24999 members Entering Unmasked Estep Score: -7440684.000000 Penalty: 12712.263672 Iteration 71Q: 3 clusters Score -7440684 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 25031 members Entering Unmasked Estep Score: -7440696.500000 Penalty: 12712.263672 Iteration 72Q: 3 clusters Score -7440696 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 25057 members Entering Unmasked Estep Score: -7440694.500000 Penalty: 12712.263672 Iteration 73Q: 3 clusters Score -7440694 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 25081 members Entering Unmasked Estep Score: -7440700.500000 Penalty: 12712.263672 Iteration 74Q: 3 clusters Score -7440700 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 25107 members Entering Unmasked Estep Score: -7440708.000000 Penalty: 12712.263672 Iteration 75Q: 3 clusters Score -7440708 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 25129 members Entering Unmasked Estep Score: -7440723.500000 Penalty: 12712.263672 Iteration 76Q: 3 clusters Score -7440724 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 25155 members Entering Unmasked Estep Score: -7440726.000000 Penalty: 12712.263672 Iteration 77Q: 3 clusters Score -7440726 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 25182 members Entering Unmasked Estep Score: -7440747.000000 Penalty: 12712.263672 Iteration 78Q: 3 clusters Score -7440747 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 25213 members Entering Unmasked Estep Score: -7440759.500000 Penalty: 12712.263672 Iteration 79Q: 3 clusters Score -7440760 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 25241 members Entering Unmasked Estep Score: -7440774.000000 Penalty: 12712.263672 Iteration 80F: 3 clusters Score -7440774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 25268 members Entering Unmasked Estep Score: -7440769.000000 Penalty: 12712.263672 Iteration 81Q: 3 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members Entering Unmasked Estep Score: -7440803.000000 Penalty: 12712.263672 Iteration 97Q: 3 clusters Score -7440803 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 25510 members Entering Unmasked Estep Score: -7440794.500000 Penalty: 12712.263672 Iteration 98Q: 3 clusters Score -7440794 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 25517 members Entering Unmasked Estep Score: -7440795.500000 Penalty: 12712.263672 Iteration 99Q: 3 clusters Score -7440796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 25521 members Entering Unmasked Estep Score: -7440801.000000 Penalty: 12712.263672 Iteration 100F: 3 clusters Score -7440801 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -7440806.000000 Penalty: 12712.263672 Iteration 101Q: 3 clusters Score -7440806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 25535 members Entering Unmasked Estep Score: -7440805.000000 Penalty: 12712.263672 Iteration 102Q: 3 clusters Score -7440805 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 25538 members Entering Unmasked Estep Score: -7440798.000000 Penalty: 12712.263672 Iteration 103Q: 3 clusters Score -7440798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 25541 members Entering Unmasked Estep Score: -7440798.500000 Penalty: 12712.263672 Iteration 104Q: 3 clusters Score -7440798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 25543 members Entering Unmasked Estep Score: -7440801.500000 Penalty: 12712.263672 Iteration 105Q: 3 clusters Score -7440802 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 25548 members Entering Unmasked Estep Score: -7440815.500000 Penalty: 12712.263672 Iteration 106Q: 3 clusters Score -7440816 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 25557 members Entering Unmasked Estep Score: -7440810.000000 Penalty: 12712.263672 Iteration 107Q: 3 clusters Score -7440810 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 25562 members Entering Unmasked Estep Score: -7440808.500000 Penalty: 12712.263672 Iteration 108Q: 3 clusters Score -7440808 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 25568 members Entering Unmasked Estep Score: -7440808.000000 Penalty: 12712.263672 Iteration 109Q: 3 clusters Score -7440808 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 25578 members Entering Unmasked Estep Score: -7440814.000000 Penalty: 12712.263672 Iteration 110Q: 3 clusters Score -7440814 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 25587 members Entering Unmasked Estep Score: -7440814.500000 Penalty: 12712.263672 Iteration 111Q: 3 clusters Score -7440814 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 25597 members Entering Unmasked Estep Score: -7440808.500000 Penalty: 12712.263672 Iteration 112Q: 3 clusters Score -7440808 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 25611 members Entering Unmasked Estep Score: -7440820.000000 Penalty: 12712.263672 Iteration 113Q: 3 clusters Score -7440820 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 25626 members Entering Unmasked Estep Score: -7440825.000000 Penalty: 12712.263672 Iteration 114Q: 3 clusters Score -7440825 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 25640 members Entering Unmasked Estep Score: -7440833.500000 Penalty: 12712.263672 Iteration 115Q: 3 clusters Score -7440834 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 25658 members Entering Unmasked Estep Score: -7440824.000000 Penalty: 12712.263672 Iteration 116Q: 3 clusters Score -7440824 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 25671 members Entering Unmasked Estep Score: -7440825.000000 Penalty: 12712.263672 Iteration 117Q: 3 clusters Score -7440825 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 25683 members Entering Unmasked Estep Score: -7440842.000000 Penalty: 12712.263672 Iteration 118Q: 3 clusters Score -7440842 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 25701 members Entering Unmasked Estep Score: -7440841.000000 Penalty: 12712.263672 Iteration 119Q: 3 clusters Score -7440841 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 25718 members Entering Unmasked Estep Score: -7440850.000000 Penalty: 12712.263672 Iteration 120F: 3 clusters Score -7440850 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 25739 members Entering Unmasked Estep Score: -7440870.500000 Penalty: 12712.263672 Iteration 121Q: 3 clusters Score -7440870 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 25762 members Entering Unmasked Estep Score: -7440877.000000 Penalty: 12712.263672 Iteration 122Q: 3 clusters Score -7440877 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 25779 members Entering Unmasked Estep Score: -7440878.500000 Penalty: 12712.263672 Iteration 123Q: 3 clusters Score -7440878 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 25798 members Entering Unmasked Estep Score: -7440883.000000 Penalty: 12712.263672 Iteration 124Q: 3 clusters Score -7440883 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 25817 members Entering Unmasked Estep Score: -7440880.000000 Penalty: 12712.263672 Iteration 125Q: 3 clusters Score -7440880 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 25830 members Entering Unmasked Estep Score: -7440885.000000 Penalty: 12712.263672 Iteration 126Q: 3 clusters Score -7440885 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 25848 members Entering Unmasked Estep Score: -7440878.000000 Penalty: 12712.263672 Iteration 127Q: 3 clusters Score -7440878 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 25865 members Entering Unmasked Estep Score: -7440889.000000 Penalty: 12712.263672 Iteration 128Q: 3 clusters Score -7440889 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 25876 members Entering Unmasked Estep Score: -7440889.500000 Penalty: 12712.263672 Iteration 129Q: 3 clusters Score -7440890 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 25885 members Entering Unmasked Estep Score: -7440891.000000 Penalty: 12712.263672 Iteration 130Q: 3 clusters Score -7440891 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 25896 members Entering Unmasked Estep Score: -7440885.500000 Penalty: 12712.263672 Iteration 131Q: 3 clusters Score -7440886 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 25908 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -7440892.000000 Penalty: 12712.263672 Iteration 136Q: 3 clusters Score -7440892 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 25965 members Entering Unmasked Estep Score: -7440887.500000 Penalty: 12712.263672 Iteration 137Q: 3 clusters Score -7440888 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 25973 members Entering Unmasked Estep Score: -7440890.500000 Penalty: 12712.263672 Iteration 138Q: 3 clusters Score -7440890 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 25985 members Entering Unmasked Estep Score: -7440882.500000 Penalty: 12712.263672 Iteration 139Q: 3 clusters Score -7440882 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 26002 members Entering Unmasked Estep Score: -7440886.000000 Penalty: 12712.263672 Iteration 140F: 3 clusters Score -7440886 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 26015 members Entering Unmasked Estep Score: -7440879.000000 Penalty: 12712.263672 Iteration 141Q: 3 clusters Score -7440879 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 26025 members Entering Unmasked Estep Score: -7440887.000000 Penalty: 12712.263672 Iteration 142Q: 3 clusters Score -7440887 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 26036 members Entering Unmasked Estep Score: -7440898.500000 Penalty: 12712.263672 Iteration 143Q: 3 clusters Score -7440898 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 26052 members Entering Unmasked Estep Score: -7440916.500000 Penalty: 12712.263672 Iteration 144Q: 3 clusters Score -7440916 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 26070 members Entering Unmasked Estep Score: -7440919.500000 Penalty: 12712.263672 Iteration 145Q: 3 clusters Score -7440920 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 26090 members Entering Unmasked Estep Score: -7440913.500000 Penalty: 12712.263672 Iteration 146Q: 3 clusters Score -7440914 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 26108 members Entering Unmasked Estep Score: -7440931.500000 Penalty: 12712.263672 Iteration 147Q: 3 clusters Score -7440932 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 26131 members Entering Unmasked Estep Score: -7440918.500000 Penalty: 12712.263672 Iteration 148Q: 3 clusters Score -7440918 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 26156 members Entering Unmasked Estep Score: -7440930.000000 Penalty: 12712.263672 Iteration 149Q: 3 clusters Score -7440930 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 26175 members Entering Unmasked Estep Score: -7440936.000000 Penalty: 12712.263672 Iteration 150Q: 3 clusters Score -7440936 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 26197 members Entering Unmasked Estep Score: -7440932.500000 Penalty: 12712.263672 Iteration 151Q: 3 clusters Score -7440932 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 26214 members Entering Unmasked Estep Score: -7440945.500000 Penalty: 12712.263672 Iteration 152Q: 3 clusters Score -7440946 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 26230 members Entering Unmasked Estep Score: -7440947.500000 Penalty: 12712.263672 Iteration 153Q: 3 clusters Score -7440948 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 26246 members Entering Unmasked Estep Score: -7440961.500000 Penalty: 12712.263672 Iteration 154Q: 3 clusters Score -7440962 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 26258 members Entering Unmasked Estep Score: -7440945.500000 Penalty: 12712.263672 Iteration 155Q: 3 clusters Score -7440946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 26268 members Entering Unmasked Estep Score: -7440947.500000 Penalty: 12712.263672 Iteration 156Q: 3 clusters Score -7440948 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 26282 members Entering Unmasked Estep Score: -7440954.000000 Penalty: 12712.263672 Iteration 157Q: 3 clusters Score -7440954 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 26290 members Entering Unmasked Estep Score: -7440959.500000 Penalty: 12712.263672 Iteration 158Q: 3 clusters Score -7440960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 26296 members Entering Unmasked Estep Score: -7440962.000000 Penalty: 12712.263672 Iteration 159Q: 3 clusters Score -7440962 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 26302 members Entering Unmasked Estep Score: -7440963.500000 Penalty: 12712.263672 Iteration 160F: 3 clusters Score -7440964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 26307 members Entering Unmasked Estep Score: -7440971.500000 Penalty: 12712.263672 Iteration 161Q: 3 clusters Score -7440972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 26315 members Entering Unmasked Estep Score: -7440975.000000 Penalty: 12712.263672 Iteration 162Q: 3 clusters Score -7440975 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 26319 members Entering Unmasked Estep Score: -7440975.500000 Penalty: 12712.263672 Iteration 163Q: 3 clusters Score -7440976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 26324 members Entering Unmasked Estep Score: -7440964.000000 Penalty: 12712.263672 Iteration 164Q: 3 clusters Score -7440964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 26329 members Entering Unmasked Estep Score: -7440973.500000 Penalty: 12712.263672 Iteration 165Q: 3 clusters Score -7440974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 26336 members Entering Unmasked Estep Score: -7440975.500000 Penalty: 12712.263672 Iteration 166Q: 3 clusters Score -7440976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 26348 members Entering Unmasked Estep Score: -7440980.500000 Penalty: 12712.263672 Iteration 167Q: 3 clusters Score -7440980 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 26358 members Entering Unmasked Estep Score: -7440981.000000 Penalty: 12712.263672 Iteration 168Q: 3 clusters Score -7440981 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 26370 members Entering Unmasked Estep Score: -7440994.500000 Penalty: 12712.263672 Iteration 169Q: 3 clusters Score -7440994 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 26382 members Entering Unmasked Estep Score: -7440980.500000 Penalty: 12712.263672 Iteration 170Q: 3 clusters Score -7440980 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 26389 members Entering Unmasked Estep Score: -7440984.000000 Penalty: 12712.263672 Iteration 171Q: 3 clusters Score -7440984 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 26398 members Entering Unmasked Estep Score: -7440994.500000 Penalty: 12712.263672 Iteration 172Q: 3 clusters Score -7440994 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 26406 members Entering Unmasked Estep Score: -7440998.500000 Penalty: 12712.263672 Iteration 173Q: 3 clusters Score -7440998 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 26416 members Entering Unmasked Estep Score: -7440988.000000 Penalty: 12712.263672 Iteration 174Q: 3 clusters Score -7440988 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 26424 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -7440984.500000 Penalty: 12712.263672 Iteration 179Q: 3 clusters Score -7440984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 26451 members Entering Unmasked Estep Score: -7440985.500000 Penalty: 12712.263672 Iteration 180F: 3 clusters Score -7440986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 26450 members Entering Unmasked Estep Score: -7440987.500000 Penalty: 12712.263672 Iteration 181Q: 3 clusters Score -7440988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 26449 members Entering Unmasked Estep Score: -7440991.500000 Penalty: 12712.263672 Iteration 182Q: 3 clusters Score -7440992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 26450 members Entering Unmasked Estep Score: -7440988.500000 Penalty: 12712.263672 Iteration 183Q: 3 clusters Score -7440988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 26452 members Entering Unmasked Estep Score: -7440990.000000 Penalty: 12712.263672 Iteration 184Q: 3 clusters Score -7440990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 26453 members Entering Unmasked Estep Score: -7440988.000000 Penalty: 12712.263672 Iteration 185Q: 3 clusters Score -7440988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 26455 members Entering Unmasked Estep Score: -7440983.000000 Penalty: 12712.263672 Iteration 186Q: 3 clusters Score -7440983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 26458 members Entering Unmasked Estep Score: -7440987.500000 Penalty: 12712.263672 Iteration 187Q: 3 clusters Score -7440988 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 26463 members Entering Unmasked Estep Score: -7440991.500000 Penalty: 12712.263672 Iteration 188Q: 3 clusters Score -7440992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 26465 members Entering Unmasked Estep Score: -7440997.000000 Penalty: 12712.263672 Iteration 189Q: 3 clusters Score -7440997 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 26465 members Entering Unmasked Estep Score: -7440997.000000 Penalty: 12712.263672 Iteration 190F: 3 clusters Score -7440997 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Entering Unmasked Estep Score: -157893.250000 Penalty: 4062.101074 Iteration 0F: 2 clusters Score -157893.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -154282.843750 Penalty: 8124.202148 Iteration 0F: 3 clusters Score -154282.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -154637.328125 Penalty: 8124.202148 Iteration 1F: 3 clusters Score -154637.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -154779.718750 Penalty: 8124.202148 Iteration 2Q: 3 clusters Score -154779.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -154988.687500 Penalty: 8124.202148 Iteration 3Q: 3 clusters Score -154988.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -155307.015625 Penalty: 8124.202148 Iteration 4Q: 3 clusters Score -155307 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -155534.437500 Penalty: 8124.202148 Iteration 5Q: 3 clusters Score -155534.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -155710.218750 Penalty: 8124.202148 Iteration 6Q: 3 clusters Score -155710.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -155860.640625 Penalty: 8124.202148 Iteration 7Q: 3 clusters Score -155860.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -155933.046875 Penalty: 8124.202148 Iteration 8Q: 3 clusters Score -155933 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -155998.156250 Penalty: 8124.202148 Iteration 9Q: 3 clusters Score -155998.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -156024.546875 Penalty: 8124.202148 Iteration 10Q: 3 clusters Score -156024.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -156069.125000 Penalty: 8124.202148 Iteration 11Q: 3 clusters Score -156069.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -156104.546875 Penalty: 8124.202148 Iteration 12Q: 3 clusters Score -156104.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -156153.703125 Penalty: 8124.202148 Iteration 13Q: 3 clusters Score -156153.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -156180.390625 Penalty: 8124.202148 Iteration 14Q: 3 clusters Score -156180.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -156206.484375 Penalty: 8124.202148 Iteration 15Q: 3 clusters Score -156206.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -156239.093750 Penalty: 8124.202148 Iteration 16Q: 3 clusters Score -156239.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -156305.578125 Penalty: 8124.202148 Iteration 17Q: 3 clusters Score -156305.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -156321.218750 Penalty: 8124.202148 Iteration 18Q: 3 clusters Score -156321.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -156324.453125 Penalty: 8124.202148 Iteration 19Q: 3 clusters Score -156324.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -156332.796875 Penalty: 8124.202148 Iteration 20F: 3 clusters Score -156332.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -156363.312500 Penalty: 8124.202148 Iteration 21Q: 3 clusters Score -156363.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -156446.546875 Penalty: 8124.202148 Iteration 22Q: 3 clusters Score -156446.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -156529.765625 Penalty: 8124.202148 Iteration 23Q: 3 clusters Score -156529.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -156670.359375 Penalty: 8124.202148 Iteration 24Q: 3 clusters Score -156670.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -156760.953125 Penalty: 8124.202148 Iteration 25Q: 3 clusters Score -156761 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -156889.578125 Penalty: 8124.202148 Iteration 26Q: 3 clusters Score -156889.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -156941.609375 Penalty: 8124.202148 Iteration 27Q: 3 clusters Score -156941.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -156983.937500 Penalty: 8124.202148 Iteration 28Q: 3 clusters Score -156983.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -156996.328125 Penalty: 8124.202148 Iteration 29Q: 3 clusters Score -156996.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -157001.750000 Penalty: 8124.202148 Iteration 30Q: 3 clusters Score -157001.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -157001.750000 Penalty: 8124.202148 Iteration 31F: 3 clusters Score -157001.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (84407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84407 members Entering Unmasked Estep Score: -20063506.000000 Penalty: 6947.835938 Iteration 0F: 2 clusters Score -2.006351e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42167 members Mstep: Class 2 contains 42240 members Entering Unmasked Estep Score: -20009788.000000 Penalty: 13895.671875 Iteration 0F: 3 clusters Score -2.000979e+07 nChanged 37981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41458 members Mstep: Class 2 contains 42949 members Entering Unmasked Estep Score: -20030640.000000 Penalty: 13895.671875 Iteration 1F: 3 clusters Score -2.003064e+07 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41029 members Mstep: Class 2 contains 43378 members Entering Unmasked Estep Score: -20031796.000000 Penalty: 13895.671875 Iteration 2Q: 3 clusters Score -2.00318e+07 nChanged 3450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40467 members Mstep: Class 2 contains 43940 members Entering Unmasked Estep Score: -20032846.000000 Penalty: 13895.671875 Iteration 3Q: 3 clusters Score -2.003285e+07 nChanged 3370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39657 members Mstep: Class 2 contains 44750 members Entering Unmasked Estep Score: -20033918.000000 Penalty: 13895.671875 Iteration 4Q: 3 clusters Score -2.003392e+07 nChanged 3545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38562 members Mstep: Class 2 contains 45845 members Entering Unmasked Estep Score: -20035276.000000 Penalty: 13895.671875 Iteration 5Q: 3 clusters Score -2.003528e+07 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36878 members Mstep: Class 2 contains 47529 members Entering Unmasked Estep Score: -20036990.000000 Penalty: 13895.671875 Iteration 6Q: 3 clusters Score -2.003699e+07 nChanged 4325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34541 members Mstep: Class 2 contains 49866 members Entering Unmasked Estep Score: -20039118.000000 Penalty: 13895.671875 Iteration 7F: 3 clusters Score -2.003912e+07 nChanged 4542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31683 members Mstep: Class 2 contains 52724 members Entering Unmasked Estep Score: -20041428.000000 Penalty: 13895.671875 Iteration 8F: 3 clusters Score -2.004143e+07 nChanged 4533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28622 members Mstep: Class 2 contains 55785 members Entering Unmasked Estep Score: -20043868.000000 Penalty: 13895.671875 Iteration 9F: 3 clusters Score -2.004387e+07 nChanged 4029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25595 members Mstep: Class 2 contains 58812 members Entering Unmasked Estep Score: -20046052.000000 Penalty: 13895.671875 Iteration 10Q: 3 clusters Score -2.004605e+07 nChanged 3520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22799 members Mstep: Class 2 contains 61608 members Entering Unmasked Estep Score: -20048290.000000 Penalty: 13895.671875 Iteration 11Q: 3 clusters Score -2.004829e+07 nChanged 3199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20168 members Mstep: Class 2 contains 64239 members Entering Unmasked Estep Score: -20050588.000000 Penalty: 13895.671875 Iteration 12Q: 3 clusters Score -2.005059e+07 nChanged 2803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17817 members Mstep: Class 2 contains 66590 members Entering Unmasked Estep Score: -20052910.000000 Penalty: 13895.671875 Iteration 13Q: 3 clusters Score -2.005291e+07 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15926 members Mstep: Class 2 contains 68481 members Entering Unmasked Estep Score: -20054958.000000 Penalty: 13895.671875 Iteration 14Q: 3 clusters Score -2.005496e+07 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14474 members Mstep: Class 2 contains 69933 members Entering Unmasked Estep Score: -20056452.000000 Penalty: 13895.671875 Iteration 15Q: 3 clusters Score -2.005645e+07 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13271 members Mstep: Class 2 contains 71136 members Entering Unmasked Estep Score: -20057562.000000 Penalty: 13895.671875 Iteration 16Q: 3 clusters Score -2.005756e+07 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12241 members Mstep: Class 2 contains 72166 members Entering Unmasked Estep Score: -20058546.000000 Penalty: 13895.671875 Iteration 17Q: 3 clusters Score -2.005855e+07 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 73058 members Entering Unmasked Estep Score: -20059384.000000 Penalty: 13895.671875 Iteration 18Q: 3 clusters Score -2.005938e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 73757 members Entering Unmasked Estep Score: -20060004.000000 Penalty: 13895.671875 Iteration 19Q: 3 clusters Score -2.006e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 74319 members Entering Unmasked Estep Score: -20060380.000000 Penalty: 13895.671875 Iteration 20F: 3 clusters Score -2.006038e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9581 members Mstep: Class 2 contains 74826 members Entering Unmasked Estep Score: -20060678.000000 Penalty: 13895.671875 Iteration 21Q: 3 clusters Score -2.006068e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 75258 members Entering Unmasked Estep Score: -20060806.000000 Penalty: 13895.671875 Iteration 22Q: 3 clusters Score -2.006081e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 75612 members Entering Unmasked Estep Score: -20061030.000000 Penalty: 13895.671875 Iteration 23Q: 3 clusters Score -2.006103e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 75948 members Entering Unmasked Estep Score: -20061100.000000 Penalty: 13895.671875 Iteration 24Q: 3 clusters Score -2.00611e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 76251 members Entering Unmasked Estep Score: -20061130.000000 Penalty: 13895.671875 Iteration 25Q: 3 clusters Score -2.006113e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 76493 members Entering Unmasked Estep Score: -20061194.000000 Penalty: 13895.671875 Iteration 26Q: 3 clusters Score -2.006119e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 76702 members Entering Unmasked Estep Score: -20061196.000000 Penalty: 13895.671875 Iteration 27Q: 3 clusters Score -2.00612e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 76889 members Entering Unmasked Estep Score: -20061222.000000 Penalty: 13895.671875 Iteration 28Q: 3 clusters Score -2.006122e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 77051 members Entering Unmasked Estep Score: -20061204.000000 Penalty: 13895.671875 Iteration 29Q: 3 clusters Score -2.00612e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 77194 members Entering Unmasked Estep Score: -20061242.000000 Penalty: 13895.671875 Iteration 30Q: 3 clusters Score -2.006124e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 77320 members Entering Unmasked Estep Score: -20061228.000000 Penalty: 13895.671875 Iteration 31Q: 3 clusters Score -2.006123e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 77443 members Entering Unmasked Estep Score: -20061196.000000 Penalty: 13895.671875 Iteration 32Q: 3 clusters Score -2.00612e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 77539 members Entering Unmasked Estep Score: -20061162.000000 Penalty: 13895.671875 Iteration 33Q: 3 clusters Score -2.006116e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 77619 members Entering Unmasked Estep Score: -20061144.000000 Penalty: 13895.671875 Iteration 34Q: 3 clusters Score -2.006114e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 77692 members Entering Unmasked Estep Score: -20061162.000000 Penalty: 13895.671875 Iteration 35Q: 3 clusters Score -2.006116e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 77759 members Entering Unmasked Estep Score: -20061168.000000 Penalty: 13895.671875 Iteration 36Q: 3 clusters Score -2.006117e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 77806 members Entering Unmasked Estep Score: -20061176.000000 Penalty: 13895.671875 Iteration 37Q: 3 clusters Score -2.006118e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 77852 members Entering Unmasked Estep Score: -20061182.000000 Penalty: 13895.671875 Iteration 38Q: 3 clusters Score -2.006118e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 77895 members Entering Unmasked Estep Score: -20061146.000000 Penalty: 13895.671875 Iteration 39Q: 3 clusters Score -2.006115e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 77934 members Entering Unmasked Estep Score: -20061130.000000 Penalty: 13895.671875 Iteration 40F: 3 clusters Score -2.006113e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 77982 members Entering Unmasked Estep Score: -20061156.000000 Penalty: 13895.671875 Iteration 41Q: 3 clusters Score -2.006116e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 78024 members Entering Unmasked Estep Score: -20061122.000000 Penalty: 13895.671875 Iteration 42Q: 3 clusters Score -2.006112e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 78060 members Entering Unmasked Estep Score: -20061112.000000 Penalty: 13895.671875 Iteration 43Q: 3 clusters Score -2.006111e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 78086 members Entering Unmasked Estep Score: -20061094.000000 Penalty: 13895.671875 Iteration 44Q: 3 clusters Score -2.006109e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 78116 members Entering Unmasked Estep Score: -20061108.000000 Penalty: 13895.671875 Iteration 45Q: 3 clusters Score -2.006111e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 78144 members Entering Unmasked Estep Score: -20061100.000000 Penalty: 13895.671875 Iteration 46Q: 3 clusters Score -2.00611e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 78166 members Entering Unmasked Estep Score: -20061080.000000 Penalty: 13895.671875 Iteration 47Q: 3 clusters Score -2.006108e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 78189 members Entering Unmasked Estep Score: -20061084.000000 Penalty: 13895.671875 Iteration 48Q: 3 clusters Score -2.006108e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 78220 members Entering Unmasked Estep Score: -20061100.000000 Penalty: 13895.671875 Iteration 49Q: 3 clusters Score -2.00611e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 78248 members Entering Unmasked Estep Score: -20061080.000000 Penalty: 13895.671875 Iteration 50Q: 3 clusters Score -2.006108e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 78268 members Entering Unmasked Estep Score: -20061072.000000 Penalty: 13895.671875 Iteration 51Q: 3 clusters Score -2.006107e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 78291 members Entering Unmasked Estep Score: -20061112.000000 Penalty: 13895.671875 Iteration 52Q: 3 clusters Score -2.006111e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 78307 members Entering Unmasked Estep Score: -20061090.000000 Penalty: 13895.671875 Iteration 53Q: 3 clusters Score -2.006109e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 78332 members Entering Unmasked Estep Score: -20061104.000000 Penalty: 13895.671875 Iteration 54Q: 3 clusters Score -2.00611e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 78355 members Entering Unmasked Estep Score: -20061108.000000 Penalty: 13895.671875 Iteration 55Q: 3 clusters Score -2.006111e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 78380 members Entering Unmasked Estep Score: -20061092.000000 Penalty: 13895.671875 Iteration 56Q: 3 clusters Score -2.006109e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 78411 members Entering Unmasked Estep Score: -20061114.000000 Penalty: 13895.671875 Iteration 57Q: 3 clusters Score -2.006111e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 78441 members Entering Unmasked Estep Score: -20061098.000000 Penalty: 13895.671875 Iteration 58Q: 3 clusters Score -2.00611e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 78462 members Entering Unmasked Estep Score: -20061074.000000 Penalty: 13895.671875 Iteration 59Q: 3 clusters Score -2.006107e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 78478 members Entering Unmasked Estep Score: -20061092.000000 Penalty: 13895.671875 Iteration 60F: 3 clusters Score -2.006109e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 78491 members Entering Unmasked Estep Score: -20061082.000000 Penalty: 13895.671875 Iteration 61Q: 3 clusters Score -2.006108e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 78499 members Entering Unmasked Estep Score: -20061070.000000 Penalty: 13895.671875 Iteration 62Q: 3 clusters Score -2.006107e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 78502 members Entering Unmasked Estep Score: -20061066.000000 Penalty: 13895.671875 Iteration 63Q: 3 clusters Score -2.006107e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 78504 members Entering Unmasked Estep Score: -20061050.000000 Penalty: 13895.671875 Iteration 64Q: 3 clusters Score -2.006105e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 78512 members Entering Unmasked Estep Score: -20061046.000000 Penalty: 13895.671875 Iteration 65Q: 3 clusters Score -2.006105e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 78523 members Entering Unmasked Estep Score: -20061072.000000 Penalty: 13895.671875 Iteration 66Q: 3 clusters Score -2.006107e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 78536 members Entering Unmasked Estep Score: -20061052.000000 Penalty: 13895.671875 Iteration 67Q: 3 clusters Score -2.006105e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 78549 members Entering Unmasked Estep Score: -20061038.000000 Penalty: 13895.671875 Iteration 68Q: 3 clusters Score -2.006104e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 78565 members Entering Unmasked Estep Score: -20061042.000000 Penalty: 13895.671875 Iteration 69Q: 3 clusters Score -2.006104e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 78579 members Entering Unmasked Estep Score: -20061044.000000 Penalty: 13895.671875 Iteration 70Q: 3 clusters Score -2.006104e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 78594 members Entering Unmasked Estep Score: -20061044.000000 Penalty: 13895.671875 Iteration 71Q: 3 clusters Score -2.006104e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 78602 members Entering Unmasked Estep Score: -20061050.000000 Penalty: 13895.671875 Iteration 72Q: 3 clusters Score -2.006105e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 78613 members Entering Unmasked Estep Score: -20061036.000000 Penalty: 13895.671875 Iteration 73Q: 3 clusters Score -2.006104e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 78621 members Entering Unmasked Estep Score: -20061054.000000 Penalty: 13895.671875 Iteration 74Q: 3 clusters Score -2.006105e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 78626 members Entering Unmasked Estep Score: -20061044.000000 Penalty: 13895.671875 Iteration 75Q: 3 clusters Score -2.006104e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 78635 members Entering Unmasked Estep Score: -20061038.000000 Penalty: 13895.671875 Iteration 76Q: 3 clusters Score -2.006104e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 78643 members Entering Unmasked Estep Score: -20061044.000000 Penalty: 13895.671875 Iteration 77Q: 3 clusters Score -2.006104e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 78654 members Entering Unmasked Estep Score: -20061032.000000 Penalty: 13895.671875 Iteration 78Q: 3 clusters Score -2.006103e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 78661 members Entering Unmasked Estep Score: -20061038.000000 Penalty: 13895.671875 Iteration 79Q: 3 clusters Score -2.006104e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 78669 members Entering Unmasked Estep Score: -20061038.000000 Penalty: 13895.671875 Iteration 80F: 3 clusters Score -2.006104e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 78673 members Entering Unmasked Estep Score: -20061018.000000 Penalty: 13895.671875 Iteration 81Q: 3 clusters Score -2.006102e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 78675 members Entering Unmasked Estep Score: -20061020.000000 Penalty: 13895.671875 Iteration 82Q: 3 clusters Score -2.006102e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 78678 members Entering Unmasked Estep Score: -20061014.000000 Penalty: 13895.671875 Iteration 83Q: 3 clusters Score -2.006101e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 78681 members Entering Unmasked Estep Score: -20061014.000000 Penalty: 13895.671875 Iteration 84Q: 3 clusters Score -2.006101e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 78682 members Entering Unmasked Estep Score: -20061020.000000 Penalty: 13895.671875 Iteration 85Q: 3 clusters Score -2.006102e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 78683 members Entering Unmasked Estep Score: -20061022.000000 Penalty: 13895.671875 Iteration 86Q: 3 clusters Score -2.006102e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 78685 members Entering Unmasked Estep Score: -20061020.000000 Penalty: 13895.671875 Iteration 87Q: 3 clusters Score -2.006102e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 78688 members Entering Unmasked Estep Score: -20061030.000000 Penalty: 13895.671875 Iteration 88Q: 3 clusters Score -2.006103e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 78692 members Entering Unmasked Estep Score: -20061018.000000 Penalty: 13895.671875 Iteration 89Q: 3 clusters Score -2.006102e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 78697 members Entering Unmasked Estep Score: -20061014.000000 Penalty: 13895.671875 Iteration 90Q: 3 clusters Score -2.006101e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 78698 members Entering Unmasked Estep Score: -20061024.000000 Penalty: 13895.671875 Iteration 91Q: 3 clusters Score -2.006102e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 78700 members Entering Unmasked Estep Score: -20061030.000000 Penalty: 13895.671875 Iteration 92Q: 3 clusters Score -2.006103e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 78703 members Entering Unmasked Estep Score: -20061026.000000 Penalty: 13895.671875 Iteration 93Q: 3 clusters Score -2.006103e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 78703 members Entering Unmasked Estep Score: -20061026.000000 Penalty: 13895.671875 Iteration 94F: 3 clusters Score -2.006103e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (9205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9205 members Entering Unmasked Estep Score: -2043838.250000 Penalty: 5590.595215 Iteration 0F: 2 clusters Score -2043838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -2034105.750000 Penalty: 11181.190430 Iteration 0F: 3 clusters Score -2034106 nChanged 3312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -2036114.375000 Penalty: 11181.190430 Iteration 1F: 3 clusters Score -2036114 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -2036661.750000 Penalty: 11181.190430 Iteration 2F: 3 clusters Score -2036662 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -2037053.000000 Penalty: 11181.190430 Iteration 3F: 3 clusters Score -2037053 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -2037378.750000 Penalty: 11181.190430 Iteration 4Q: 3 clusters Score -2037379 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -2037657.625000 Penalty: 11181.190430 Iteration 5Q: 3 clusters Score -2037658 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -2037928.500000 Penalty: 11181.190430 Iteration 6Q: 3 clusters Score -2037928 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -2038173.750000 Penalty: 11181.190430 Iteration 7Q: 3 clusters Score -2038174 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -2038402.875000 Penalty: 11181.190430 Iteration 8Q: 3 clusters Score -2038403 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -2038578.250000 Penalty: 11181.190430 Iteration 9Q: 3 clusters Score -2038578 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -2038730.250000 Penalty: 11181.190430 Iteration 10Q: 3 clusters Score -2038730 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -2038861.125000 Penalty: 11181.190430 Iteration 11Q: 3 clusters Score -2038861 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -2038956.500000 Penalty: 11181.190430 Iteration 12Q: 3 clusters Score -2038956 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -2039021.125000 Penalty: 11181.190430 Iteration 13Q: 3 clusters Score -2039021 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -2039078.375000 Penalty: 11181.190430 Iteration 14Q: 3 clusters Score -2039078 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -2039120.500000 Penalty: 11181.190430 Iteration 15Q: 3 clusters Score -2039120 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -2039158.750000 Penalty: 11181.190430 Iteration 16Q: 3 clusters Score -2039159 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -2039196.000000 Penalty: 11181.190430 Iteration 17Q: 3 clusters Score -2039196 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -2039218.500000 Penalty: 11181.190430 Iteration 18Q: 3 clusters Score -2039218 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -2039248.875000 Penalty: 11181.190430 Iteration 19Q: 3 clusters Score -2039249 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -2039275.875000 Penalty: 11181.190430 Iteration 20F: 3 clusters Score -2039276 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -2039308.875000 Penalty: 11181.190430 Iteration 21Q: 3 clusters Score -2039309 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -2039331.250000 Penalty: 11181.190430 Iteration 22Q: 3 clusters Score -2039331 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -2039347.500000 Penalty: 11181.190430 Iteration 23Q: 3 clusters Score -2039348 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -2039361.875000 Penalty: 11181.190430 Iteration 24Q: 3 clusters Score -2039362 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -2039376.750000 Penalty: 11181.190430 Iteration 25Q: 3 clusters Score -2039377 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -2039384.500000 Penalty: 11181.190430 Iteration 26Q: 3 clusters Score -2039384 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -2039389.125000 Penalty: 11181.190430 Iteration 27Q: 3 clusters Score -2039389 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -2039398.125000 Penalty: 11181.190430 Iteration 28Q: 3 clusters Score -2039398 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -2039409.750000 Penalty: 11181.190430 Iteration 29Q: 3 clusters Score -2039410 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -2039416.125000 Penalty: 11181.190430 Iteration 30Q: 3 clusters Score -2039416 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -2039425.000000 Penalty: 11181.190430 Iteration 31Q: 3 clusters Score -2039425 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -2039426.750000 Penalty: 11181.190430 Iteration 32Q: 3 clusters Score -2039427 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -2039428.250000 Penalty: 11181.190430 Iteration 33Q: 3 clusters Score -2039428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -2039432.000000 Penalty: 11181.190430 Iteration 34Q: 3 clusters Score -2039432 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -2039430.875000 Penalty: 11181.190430 Iteration 35Q: 3 clusters Score -2039431 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -2039437.625000 Penalty: 11181.190430 Iteration 36Q: 3 clusters Score -2039438 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -2039444.500000 Penalty: 11181.190430 Iteration 37Q: 3 clusters Score -2039444 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -2039453.875000 Penalty: 11181.190430 Iteration 38Q: 3 clusters Score -2039454 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -2039458.250000 Penalty: 11181.190430 Iteration 39Q: 3 clusters Score -2039458 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -2039467.500000 Penalty: 11181.190430 Iteration 40F: 3 clusters Score -2039468 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -2039465.750000 Penalty: 11181.190430 Iteration 41Q: 3 clusters Score -2039466 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -2039470.000000 Penalty: 11181.190430 Iteration 42Q: 3 clusters Score -2039470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -2039475.750000 Penalty: 11181.190430 Iteration 43Q: 3 clusters Score -2039476 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -2039477.625000 Penalty: 11181.190430 Iteration 44Q: 3 clusters Score -2039478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -2039476.875000 Penalty: 11181.190430 Iteration 45Q: 3 clusters Score -2039477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -2039475.250000 Penalty: 11181.190430 Iteration 46Q: 3 clusters Score -2039475 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -2039477.375000 Penalty: 11181.190430 Iteration 47Q: 3 clusters Score -2039477 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -2039483.375000 Penalty: 11181.190430 Iteration 48Q: 3 clusters Score -2039483 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -2039486.250000 Penalty: 11181.190430 Iteration 49Q: 3 clusters Score -2039486 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -2039491.875000 Penalty: 11181.190430 Iteration 50Q: 3 clusters Score -2039492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -2039491.500000 Penalty: 11181.190430 Iteration 51Q: 3 clusters Score -2039492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -2039496.000000 Penalty: 11181.190430 Iteration 52Q: 3 clusters Score -2039496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -2039496.000000 Penalty: 11181.190430 Iteration 53Q: 3 clusters Score -2039496 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -2039502.125000 Penalty: 11181.190430 Iteration 54Q: 3 clusters Score -2039502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -2039502.250000 Penalty: 11181.190430 Iteration 55Q: 3 clusters Score -2039502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -2039504.000000 Penalty: 11181.190430 Iteration 56Q: 3 clusters Score -2039504 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -2039504.625000 Penalty: 11181.190430 Iteration 57Q: 3 clusters Score -2039505 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -2039507.250000 Penalty: 11181.190430 Iteration 58Q: 3 clusters Score -2039507 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -2039510.250000 Penalty: 11181.190430 Iteration 59Q: 3 clusters Score -2039510 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -2039510.500000 Penalty: 11181.190430 Iteration 60F: 3 clusters Score -2039510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -2039514.875000 Penalty: 11181.190430 Iteration 61Q: 3 clusters Score -2039515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -2039512.750000 Penalty: 11181.190430 Iteration 62Q: 3 clusters Score -2039513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -2039514.125000 Penalty: 11181.190430 Iteration 63Q: 3 clusters Score -2039514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -2039517.500000 Penalty: 11181.190430 Iteration 64Q: 3 clusters Score -2039518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -2039515.500000 Penalty: 11181.190430 Iteration 65Q: 3 clusters Score -2039516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -2039515.750000 Penalty: 11181.190430 Iteration 66Q: 3 clusters Score -2039516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -2039517.000000 Penalty: 11181.190430 Iteration 67Q: 3 clusters Score -2039517 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -2039518.000000 Penalty: 11181.190430 Iteration 68Q: 3 clusters Score -2039518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -2039519.000000 Penalty: 11181.190430 Iteration 69Q: 3 clusters Score -2039519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -2039520.875000 Penalty: 11181.190430 Iteration 70Q: 3 clusters Score -2039521 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -2039521.125000 Penalty: 11181.190430 Iteration 71Q: 3 clusters Score -2039521 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -2039527.125000 Penalty: 11181.190430 Iteration 72Q: 3 clusters Score -2039527 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -2039529.000000 Penalty: 11181.190430 Iteration 73Q: 3 clusters Score -2039529 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -2039535.500000 Penalty: 11181.190430 Iteration 74Q: 3 clusters Score -2039536 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -2039535.125000 Penalty: 11181.190430 Iteration 75Q: 3 clusters Score -2039535 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -2039532.875000 Penalty: 11181.190430 Iteration 76Q: 3 clusters Score -2039533 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -2039533.000000 Penalty: 11181.190430 Iteration 77Q: 3 clusters Score -2039533 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -2039537.375000 Penalty: 11181.190430 Iteration 78Q: 3 clusters Score -2039537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -2039540.875000 Penalty: 11181.190430 Iteration 79Q: 3 clusters Score -2039541 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -2039538.875000 Penalty: 11181.190430 Iteration 80F: 3 clusters Score -2039539 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -2039540.500000 Penalty: 11181.190430 Iteration 81Q: 3 clusters Score -2039540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -2039545.375000 Penalty: 11181.190430 Iteration 82Q: 3 clusters Score -2039545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -2039548.875000 Penalty: 11181.190430 Iteration 83Q: 3 clusters Score -2039549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -2039547.500000 Penalty: 11181.190430 Iteration 84Q: 3 clusters Score -2039548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -2039549.875000 Penalty: 11181.190430 Iteration 85Q: 3 clusters Score -2039550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -2039548.250000 Penalty: 11181.190430 Iteration 86Q: 3 clusters Score -2039548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -2039546.000000 Penalty: 11181.190430 Iteration 87Q: 3 clusters Score -2039546 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -2039548.375000 Penalty: 11181.190430 Iteration 88Q: 3 clusters Score -2039548 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -2039547.375000 Penalty: 11181.190430 Iteration 89Q: 3 clusters Score -2039547 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -2039547.875000 Penalty: 11181.190430 Iteration 90Q: 3 clusters Score -2039548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -2039548.875000 Penalty: 11181.190430 Iteration 91Q: 3 clusters Score -2039549 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -2039554.375000 Penalty: 11181.190430 Iteration 92Q: 3 clusters Score -2039554 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -2039556.875000 Penalty: 11181.190430 Iteration 93Q: 3 clusters Score -2039557 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -2039559.875000 Penalty: 11181.190430 Iteration 94Q: 3 clusters Score -2039560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -2039557.375000 Penalty: 11181.190430 Iteration 95Q: 3 clusters Score -2039557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -2039556.875000 Penalty: 11181.190430 Iteration 96Q: 3 clusters Score -2039557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -2039555.750000 Penalty: 11181.190430 Iteration 97Q: 3 clusters Score -2039556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -2039558.500000 Penalty: 11181.190430 Iteration 98Q: 3 clusters Score -2039558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -2039560.875000 Penalty: 11181.190430 Iteration 99Q: 3 clusters Score -2039561 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -2039561.750000 Penalty: 11181.190430 Iteration 100F: 3 clusters Score -2039562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -2039562.625000 Penalty: 11181.190430 Iteration 101Q: 3 clusters Score -2039563 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -2039568.250000 Penalty: 11181.190430 Iteration 102Q: 3 clusters Score -2039568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -2039570.000000 Penalty: 11181.190430 Iteration 103Q: 3 clusters Score -2039570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -2039572.000000 Penalty: 11181.190430 Iteration 104Q: 3 clusters Score -2039572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -2039572.750000 Penalty: 11181.190430 Iteration 105Q: 3 clusters Score -2039573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -2039577.125000 Penalty: 11181.190430 Iteration 106Q: 3 clusters Score -2039577 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -2039573.875000 Penalty: 11181.190430 Iteration 107Q: 3 clusters Score -2039574 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -2039575.250000 Penalty: 11181.190430 Iteration 108Q: 3 clusters Score -2039575 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -2039579.875000 Penalty: 11181.190430 Iteration 109Q: 3 clusters Score -2039580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -2039577.750000 Penalty: 11181.190430 Iteration 110Q: 3 clusters Score -2039578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -2039577.375000 Penalty: 11181.190430 Iteration 111Q: 3 clusters Score -2039577 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -2039579.000000 Penalty: 11181.190430 Iteration 112Q: 3 clusters Score -2039579 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -2039580.625000 Penalty: 11181.190430 Iteration 113Q: 3 clusters Score -2039581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -2039580.500000 Penalty: 11181.190430 Iteration 114Q: 3 clusters Score -2039580 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -2039582.750000 Penalty: 11181.190430 Iteration 115Q: 3 clusters Score -2039583 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -2039583.125000 Penalty: 11181.190430 Iteration 116Q: 3 clusters Score -2039583 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -2039586.000000 Penalty: 11181.190430 Iteration 117Q: 3 clusters Score -2039586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -2039588.625000 Penalty: 11181.190430 Iteration 118Q: 3 clusters Score -2039589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -2039593.125000 Penalty: 11181.190430 Iteration 119Q: 3 clusters Score -2039593 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -2039591.375000 Penalty: 11181.190430 Iteration 120F: 3 clusters Score -2039591 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -2039595.875000 Penalty: 11181.190430 Iteration 121Q: 3 clusters Score -2039596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -2039594.625000 Penalty: 11181.190430 Iteration 122Q: 3 clusters Score -2039595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -2039594.625000 Penalty: 11181.190430 Iteration 123F: 3 clusters Score -2039595 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Entering Unmasked Estep Score: -318828.281250 Penalty: 4450.932129 Iteration 0F: 2 clusters Score -318828.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -314301.218750 Penalty: 8901.864258 Iteration 0F: 3 clusters Score -314301.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -314832.156250 Penalty: 8901.864258 Iteration 1F: 3 clusters Score -314832.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -315011.218750 Penalty: 8901.864258 Iteration 2F: 3 clusters Score -315011.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -315098.812500 Penalty: 8901.864258 Iteration 3Q: 3 clusters Score -315098.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -315178.500000 Penalty: 8901.864258 Iteration 4Q: 3 clusters Score -315178.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -315232.656250 Penalty: 8901.864258 Iteration 5Q: 3 clusters Score -315232.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -315309.531250 Penalty: 8901.864258 Iteration 6Q: 3 clusters Score -315309.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -315361.531250 Penalty: 8901.864258 Iteration 7Q: 3 clusters Score -315361.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -315443.593750 Penalty: 8901.864258 Iteration 8Q: 3 clusters Score -315443.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -315517.125000 Penalty: 8901.864258 Iteration 9Q: 3 clusters Score -315517.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -315635.125000 Penalty: 8901.864258 Iteration 10Q: 3 clusters Score -315635.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -315767.187500 Penalty: 8901.864258 Iteration 11Q: 3 clusters Score -315767.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -315875.312500 Penalty: 8901.864258 Iteration 12Q: 3 clusters Score -315875.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -315982.437500 Penalty: 8901.864258 Iteration 13Q: 3 clusters Score -315982.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -316111.500000 Penalty: 8901.864258 Iteration 14Q: 3 clusters Score -316111.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -316295.937500 Penalty: 8901.864258 Iteration 15Q: 3 clusters Score -316295.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -316655.656250 Penalty: 8901.864258 Iteration 16Q: 3 clusters Score -316655.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -317141.093750 Penalty: 8901.864258 Iteration 17Q: 3 clusters Score -317141.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -317911.125000 Penalty: 8901.864258 Iteration 18Q: 3 clusters Score -317911.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -318015.500000 Penalty: 8901.864258 Iteration 19Q: 3 clusters Score -318015.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -318102.281250 Penalty: 8901.864258 Iteration 20F: 3 clusters Score -318102.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -318275.125000 Penalty: 8901.864258 Iteration 21Q: 3 clusters Score -318275.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -318475.343750 Penalty: 8901.864258 Iteration 22Q: 3 clusters Score -318475.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -318748.406250 Penalty: 8901.864258 Iteration 23Q: 3 clusters Score -318748.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -318959.437500 Penalty: 8901.864258 Iteration 24Q: 3 clusters Score -318959.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -319029.937500 Penalty: 8901.864258 Iteration 25Q: 3 clusters Score -319029.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -319054.625000 Penalty: 8901.864258 Iteration 26Q: 3 clusters Score -319054.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -319063.968750 Penalty: 8901.864258 Iteration 27Q: 3 clusters Score -319064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -319074.593750 Penalty: 8901.864258 Iteration 28Q: 3 clusters Score -319074.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -319099.656250 Penalty: 8901.864258 Iteration 29Q: 3 clusters Score -319099.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -319107.531250 Penalty: 8901.864258 Iteration 30Q: 3 clusters Score -319107.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -319112.718750 Penalty: 8901.864258 Iteration 31Q: 3 clusters Score -319112.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -319112.718750 Penalty: 8901.864258 Iteration 32F: 3 clusters Score -319112.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116685 members Mstep: Class 3 contains 32124 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84407 members Mstep: Class 6 contains 9205 members Mstep: Class 7 contains 903 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40719 members Mstep: Class 12 contains 37276 members Mstep: Class 13 contains 7127 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15211 members Mstep: Class 17 contains 9834 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27288 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6801 members Mstep: Class 25 contains 7143 members Mstep: Class 26 contains 529 members Entering Unmasked Estep Score: -101706832.000000 Penalty: 206887.828125 Splitting cluster 7 changes total score from -101710152.000000 to -101706832.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (3108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Entering Unmasked Estep Score: -702561.312500 Penalty: 4925.562500 Iteration 0F: 2 clusters Score -702561.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -696731.375000 Penalty: 9851.125000 Iteration 0F: 3 clusters Score -696731.4 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -697564.000000 Penalty: 9851.125000 Iteration 1F: 3 clusters Score -697564 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -697841.875000 Penalty: 9851.125000 Iteration 2F: 3 clusters Score -697841.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -698137.500000 Penalty: 9851.125000 Iteration 3Q: 3 clusters Score -698137.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -699135.125000 Penalty: 9851.125000 Iteration 4Q: 3 clusters Score -699135.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -700196.250000 Penalty: 9851.125000 Iteration 5F: 3 clusters Score -700196.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -700795.625000 Penalty: 9851.125000 Iteration 6F: 3 clusters Score -700795.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -701256.187500 Penalty: 9851.125000 Iteration 7F: 3 clusters Score -701256.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -701642.437500 Penalty: 9851.125000 Iteration 8F: 3 clusters Score -701642.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -701887.312500 Penalty: 9851.125000 Iteration 9Q: 3 clusters Score -701887.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -702037.312500 Penalty: 9851.125000 Iteration 10Q: 3 clusters Score -702037.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -702136.937500 Penalty: 9851.125000 Iteration 11Q: 3 clusters Score -702136.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -702201.562500 Penalty: 9851.125000 Iteration 12Q: 3 clusters Score -702201.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -702256.687500 Penalty: 9851.125000 Iteration 13Q: 3 clusters Score -702256.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -702294.312500 Penalty: 9851.125000 Iteration 14Q: 3 clusters Score -702294.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -702325.125000 Penalty: 9851.125000 Iteration 15Q: 3 clusters Score -702325.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -702345.062500 Penalty: 9851.125000 Iteration 16Q: 3 clusters Score -702345.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -702360.062500 Penalty: 9851.125000 Iteration 17Q: 3 clusters Score -702360.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -702377.937500 Penalty: 9851.125000 Iteration 18Q: 3 clusters Score -702377.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -702395.062500 Penalty: 9851.125000 Iteration 19Q: 3 clusters Score -702395.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -702400.312500 Penalty: 9851.125000 Iteration 20F: 3 clusters Score -702400.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -702401.500000 Penalty: 9851.125000 Iteration 21Q: 3 clusters Score -702401.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -702407.062500 Penalty: 9851.125000 Iteration 22Q: 3 clusters Score -702407.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -702411.062500 Penalty: 9851.125000 Iteration 23Q: 3 clusters Score -702411.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -702413.500000 Penalty: 9851.125000 Iteration 24Q: 3 clusters Score -702413.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -702417.312500 Penalty: 9851.125000 Iteration 25Q: 3 clusters Score -702417.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -702426.125000 Penalty: 9851.125000 Iteration 26Q: 3 clusters Score -702426.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -702428.187500 Penalty: 9851.125000 Iteration 27Q: 3 clusters Score -702428.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -702428.187500 Penalty: 9851.125000 Iteration 28F: 3 clusters Score -702428.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9690 members Entering Unmasked Estep Score: -2212653.250000 Penalty: 5622.045898 Iteration 0F: 2 clusters Score -2212653 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -2202569.500000 Penalty: 11244.091797 Iteration 0F: 3 clusters Score -2202570 nChanged 3523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -2204715.250000 Penalty: 11244.091797 Iteration 1F: 3 clusters Score -2204715 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -2205231.500000 Penalty: 11244.091797 Iteration 2F: 3 clusters Score -2205232 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -2205573.750000 Penalty: 11244.091797 Iteration 3F: 3 clusters Score -2205574 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -2205815.500000 Penalty: 11244.091797 Iteration 4Q: 3 clusters Score -2205816 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -2206030.000000 Penalty: 11244.091797 Iteration 5Q: 3 clusters Score -2206030 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -2206189.500000 Penalty: 11244.091797 Iteration 6Q: 3 clusters Score -2206190 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -2206331.750000 Penalty: 11244.091797 Iteration 7Q: 3 clusters Score -2206332 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -2206460.500000 Penalty: 11244.091797 Iteration 8Q: 3 clusters Score -2206460 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -2206565.750000 Penalty: 11244.091797 Iteration 9Q: 3 clusters Score -2206566 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -2206665.250000 Penalty: 11244.091797 Iteration 10Q: 3 clusters Score -2206665 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -2206758.500000 Penalty: 11244.091797 Iteration 11Q: 3 clusters Score -2206758 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -2206825.000000 Penalty: 11244.091797 Iteration 12Q: 3 clusters Score -2206825 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -2206906.500000 Penalty: 11244.091797 Iteration 13Q: 3 clusters Score -2206906 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -2206971.250000 Penalty: 11244.091797 Iteration 14Q: 3 clusters Score -2206971 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -2207032.250000 Penalty: 11244.091797 Iteration 15Q: 3 clusters Score -2207032 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -2207091.250000 Penalty: 11244.091797 Iteration 16Q: 3 clusters Score -2207091 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -2207141.750000 Penalty: 11244.091797 Iteration 17Q: 3 clusters Score -2207142 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -2207192.250000 Penalty: 11244.091797 Iteration 18Q: 3 clusters Score -2207192 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -2207228.000000 Penalty: 11244.091797 Iteration 19Q: 3 clusters Score -2207228 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -2207261.000000 Penalty: 11244.091797 Iteration 20F: 3 clusters Score -2207261 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -2207291.250000 Penalty: 11244.091797 Iteration 21Q: 3 clusters Score -2207291 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -2207321.000000 Penalty: 11244.091797 Iteration 22Q: 3 clusters Score -2207321 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -2207354.000000 Penalty: 11244.091797 Iteration 23Q: 3 clusters Score -2207354 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -2207388.250000 Penalty: 11244.091797 Iteration 24Q: 3 clusters Score -2207388 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -2207426.750000 Penalty: 11244.091797 Iteration 25Q: 3 clusters Score -2207427 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -2207463.250000 Penalty: 11244.091797 Iteration 26Q: 3 clusters Score -2207463 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -2207489.250000 Penalty: 11244.091797 Iteration 27Q: 3 clusters Score -2207489 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -2207517.000000 Penalty: 11244.091797 Iteration 28Q: 3 clusters Score -2207517 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -2207546.500000 Penalty: 11244.091797 Iteration 29Q: 3 clusters Score -2207546 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -2207569.500000 Penalty: 11244.091797 Iteration 30Q: 3 clusters Score -2207570 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -2207592.750000 Penalty: 11244.091797 Iteration 31Q: 3 clusters Score -2207593 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -2207620.000000 Penalty: 11244.091797 Iteration 32Q: 3 clusters Score -2207620 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -2207644.500000 Penalty: 11244.091797 Iteration 33Q: 3 clusters Score -2207644 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -2207678.250000 Penalty: 11244.091797 Iteration 34Q: 3 clusters Score -2207678 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -2207701.250000 Penalty: 11244.091797 Iteration 35Q: 3 clusters Score -2207701 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -2207719.500000 Penalty: 11244.091797 Iteration 36Q: 3 clusters Score -2207720 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -2207745.000000 Penalty: 11244.091797 Iteration 37Q: 3 clusters Score -2207745 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -2207764.250000 Penalty: 11244.091797 Iteration 38Q: 3 clusters Score -2207764 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -2207783.000000 Penalty: 11244.091797 Iteration 39Q: 3 clusters Score -2207783 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -2207802.500000 Penalty: 11244.091797 Iteration 40F: 3 clusters Score -2207802 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -2207832.000000 Penalty: 11244.091797 Iteration 41Q: 3 clusters Score -2207832 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -2207862.250000 Penalty: 11244.091797 Iteration 42Q: 3 clusters Score -2207862 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -2207896.000000 Penalty: 11244.091797 Iteration 43Q: 3 clusters Score -2207896 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -2207927.000000 Penalty: 11244.091797 Iteration 44Q: 3 clusters Score -2207927 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -2207964.000000 Penalty: 11244.091797 Iteration 45Q: 3 clusters Score -2207964 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -2207996.500000 Penalty: 11244.091797 Iteration 46Q: 3 clusters Score -2207996 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -2208024.250000 Penalty: 11244.091797 Iteration 47Q: 3 clusters Score -2208024 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -2208060.750000 Penalty: 11244.091797 Iteration 48Q: 3 clusters Score -2208061 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -2208083.500000 Penalty: 11244.091797 Iteration 49Q: 3 clusters Score -2208084 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -2208102.000000 Penalty: 11244.091797 Iteration 50Q: 3 clusters Score -2208102 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -2208131.000000 Penalty: 11244.091797 Iteration 51Q: 3 clusters Score -2208131 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7258 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -2208147.750000 Penalty: 11244.091797 Iteration 52Q: 3 clusters Score -2208148 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -2208161.250000 Penalty: 11244.091797 Iteration 53Q: 3 clusters Score -2208161 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -2208180.500000 Penalty: 11244.091797 Iteration 54Q: 3 clusters Score -2208180 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -2208196.500000 Penalty: 11244.091797 Iteration 55Q: 3 clusters Score -2208196 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -2208222.250000 Penalty: 11244.091797 Iteration 56Q: 3 clusters Score -2208222 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -2208243.750000 Penalty: 11244.091797 Iteration 57Q: 3 clusters Score -2208244 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -2208270.500000 Penalty: 11244.091797 Iteration 58Q: 3 clusters Score -2208270 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -2208294.250000 Penalty: 11244.091797 Iteration 59Q: 3 clusters Score -2208294 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -2208312.000000 Penalty: 11244.091797 Iteration 60F: 3 clusters Score -2208312 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -2208341.250000 Penalty: 11244.091797 Iteration 61Q: 3 clusters Score -2208341 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -2208359.250000 Penalty: 11244.091797 Iteration 62Q: 3 clusters Score -2208359 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -2208380.500000 Penalty: 11244.091797 Iteration 63Q: 3 clusters Score -2208380 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -2208396.500000 Penalty: 11244.091797 Iteration 64Q: 3 clusters Score -2208396 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -2208405.250000 Penalty: 11244.091797 Iteration 65Q: 3 clusters Score -2208405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -2208412.250000 Penalty: 11244.091797 Iteration 66Q: 3 clusters Score -2208412 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -2208411.500000 Penalty: 11244.091797 Iteration 67Q: 3 clusters Score -2208412 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -2208419.750000 Penalty: 11244.091797 Iteration 68Q: 3 clusters Score -2208420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -2208417.750000 Penalty: 11244.091797 Iteration 69Q: 3 clusters Score -2208418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -2208419.000000 Penalty: 11244.091797 Iteration 70Q: 3 clusters Score -2208419 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -2208419.000000 Penalty: 11244.091797 Iteration 71F: 3 clusters Score -2208419 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Entering Unmasked Estep Score: -345123.531250 Penalty: 4478.938965 Iteration 0F: 2 clusters Score -345123.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -340616.031250 Penalty: 8957.877930 Iteration 0F: 3 clusters Score -340616 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -341355.187500 Penalty: 8957.877930 Iteration 1F: 3 clusters Score -341355.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -342096.250000 Penalty: 8957.877930 Iteration 2F: 3 clusters Score -342096.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -342556.062500 Penalty: 8957.877930 Iteration 3F: 3 clusters Score -342556.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -342894.843750 Penalty: 8957.877930 Iteration 4F: 3 clusters Score -342894.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -343140.593750 Penalty: 8957.877930 Iteration 5F: 3 clusters Score -343140.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -343269.500000 Penalty: 8957.877930 Iteration 6Q: 3 clusters Score -343269.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -343320.312500 Penalty: 8957.877930 Iteration 7Q: 3 clusters Score -343320.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -343363.343750 Penalty: 8957.877930 Iteration 8Q: 3 clusters Score -343363.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -343385.437500 Penalty: 8957.877930 Iteration 9Q: 3 clusters Score -343385.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -343388.562500 Penalty: 8957.877930 Iteration 10Q: 3 clusters Score -343388.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -343391.468750 Penalty: 8957.877930 Iteration 11Q: 3 clusters Score -343391.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -343394.000000 Penalty: 8957.877930 Iteration 12Q: 3 clusters Score -343394 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -343394.000000 Penalty: 8957.877930 Iteration 13F: 3 clusters Score -343394 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (40719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40719 members Entering Unmasked Estep Score: -9697071.000000 Penalty: 6501.351074 Iteration 0F: 2 clusters Score -9697071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20292 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -9667266.000000 Penalty: 13002.702148 Iteration 0F: 3 clusters Score -9667266 nChanged 17689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20075 members Mstep: Class 2 contains 20644 members Entering Unmasked Estep Score: -9676752.000000 Penalty: 13002.702148 Iteration 1F: 3 clusters Score -9676752 nChanged 2374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19881 members Mstep: Class 2 contains 20838 members Entering Unmasked Estep Score: -9677828.000000 Penalty: 13002.702148 Iteration 2F: 3 clusters Score -9677828 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19636 members Mstep: Class 2 contains 21083 members Entering Unmasked Estep Score: -9678855.000000 Penalty: 13002.702148 Iteration 3F: 3 clusters Score -9678855 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19250 members Mstep: Class 2 contains 21469 members Entering Unmasked Estep Score: -9679712.000000 Penalty: 13002.702148 Iteration 4Q: 3 clusters Score -9679712 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18791 members Mstep: Class 2 contains 21928 members Entering Unmasked Estep Score: -9680433.000000 Penalty: 13002.702148 Iteration 5Q: 3 clusters Score -9680433 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18220 members Mstep: Class 2 contains 22499 members Entering Unmasked Estep Score: -9681138.000000 Penalty: 13002.702148 Iteration 6Q: 3 clusters Score -9681138 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17496 members Mstep: Class 2 contains 23223 members Entering Unmasked Estep Score: -9681740.000000 Penalty: 13002.702148 Iteration 7Q: 3 clusters Score -9681740 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16641 members Mstep: Class 2 contains 24078 members Entering Unmasked Estep Score: -9682447.000000 Penalty: 13002.702148 Iteration 8Q: 3 clusters Score -9682447 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15755 members Mstep: Class 2 contains 24964 members Entering Unmasked Estep Score: -9683318.000000 Penalty: 13002.702148 Iteration 9Q: 3 clusters Score -9683318 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14735 members Mstep: Class 2 contains 25984 members Entering Unmasked Estep Score: -9684367.000000 Penalty: 13002.702148 Iteration 10Q: 3 clusters Score -9684367 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13551 members Mstep: Class 2 contains 27168 members Entering Unmasked Estep Score: -9685728.000000 Penalty: 13002.702148 Iteration 11Q: 3 clusters Score -9685728 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 28414 members Entering Unmasked Estep Score: -9687420.000000 Penalty: 13002.702148 Iteration 12Q: 3 clusters Score -9687420 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 29624 members Entering Unmasked Estep Score: -9689808.000000 Penalty: 13002.702148 Iteration 13Q: 3 clusters Score -9689808 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10285 members Mstep: Class 2 contains 30434 members Entering Unmasked Estep Score: -9691595.000000 Penalty: 13002.702148 Iteration 14Q: 3 clusters Score -9691595 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 30977 members Entering Unmasked Estep Score: -9692563.000000 Penalty: 13002.702148 Iteration 15Q: 3 clusters Score -9692563 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 31354 members Entering Unmasked Estep Score: -9693011.000000 Penalty: 13002.702148 Iteration 16Q: 3 clusters Score -9693011 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 31634 members Entering Unmasked Estep Score: -9693248.000000 Penalty: 13002.702148 Iteration 17Q: 3 clusters Score -9693248 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 31860 members Entering Unmasked Estep Score: -9693355.000000 Penalty: 13002.702148 Iteration 18Q: 3 clusters Score -9693355 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8657 members Mstep: Class 2 contains 32062 members Entering Unmasked Estep Score: -9693429.000000 Penalty: 13002.702148 Iteration 19Q: 3 clusters Score -9693429 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 32253 members Entering Unmasked Estep Score: -9693481.000000 Penalty: 13002.702148 Iteration 20F: 3 clusters Score -9693481 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Mstep: Class 2 contains 32409 members Entering Unmasked Estep Score: -9693515.000000 Penalty: 13002.702148 Iteration 21Q: 3 clusters Score -9693515 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 32537 members Entering Unmasked Estep Score: -9693561.000000 Penalty: 13002.702148 Iteration 22Q: 3 clusters Score -9693561 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 32640 members Entering Unmasked Estep Score: -9693595.000000 Penalty: 13002.702148 Iteration 23Q: 3 clusters Score -9693595 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 32727 members Entering Unmasked Estep Score: -9693599.000000 Penalty: 13002.702148 Iteration 24Q: 3 clusters Score -9693599 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 32812 members Entering Unmasked Estep Score: -9693607.000000 Penalty: 13002.702148 Iteration 25Q: 3 clusters Score -9693607 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 32875 members Entering Unmasked Estep Score: -9693621.000000 Penalty: 13002.702148 Iteration 26Q: 3 clusters Score -9693621 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 32929 members Entering Unmasked Estep Score: -9693631.000000 Penalty: 13002.702148 Iteration 27Q: 3 clusters Score -9693631 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 32976 members Entering Unmasked Estep Score: -9693635.000000 Penalty: 13002.702148 Iteration 28Q: 3 clusters Score -9693635 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 33019 members Entering Unmasked Estep Score: -9693627.000000 Penalty: 13002.702148 Iteration 29Q: 3 clusters Score -9693627 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 33056 members Entering Unmasked Estep Score: -9693665.000000 Penalty: 13002.702148 Iteration 30Q: 3 clusters Score -9693665 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 33093 members Entering Unmasked Estep Score: -9693669.000000 Penalty: 13002.702148 Iteration 31Q: 3 clusters Score -9693669 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 33123 members Entering Unmasked Estep Score: -9693677.000000 Penalty: 13002.702148 Iteration 32Q: 3 clusters Score -9693677 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Mstep: Class 2 contains 33150 members Entering Unmasked Estep Score: -9693657.000000 Penalty: 13002.702148 Iteration 33Q: 3 clusters Score -9693657 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 33168 members Entering Unmasked Estep Score: -9693663.000000 Penalty: 13002.702148 Iteration 34Q: 3 clusters Score -9693663 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 33182 members Entering Unmasked Estep Score: -9693658.000000 Penalty: 13002.702148 Iteration 35Q: 3 clusters Score -9693658 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 33198 members Entering Unmasked Estep Score: -9693672.000000 Penalty: 13002.702148 Iteration 36Q: 3 clusters Score -9693672 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 33213 members Entering Unmasked Estep Score: -9693694.000000 Penalty: 13002.702148 Iteration 37Q: 3 clusters Score -9693694 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 33229 members Entering Unmasked Estep Score: -9693695.000000 Penalty: 13002.702148 Iteration 38Q: 3 clusters Score -9693695 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 33246 members Entering Unmasked Estep Score: -9693687.000000 Penalty: 13002.702148 Iteration 39Q: 3 clusters Score -9693687 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 33266 members Entering Unmasked Estep Score: -9693712.000000 Penalty: 13002.702148 Iteration 40F: 3 clusters Score -9693712 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 33281 members Entering Unmasked Estep Score: -9693702.000000 Penalty: 13002.702148 Iteration 41Q: 3 clusters Score -9693702 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 33296 members Entering Unmasked Estep Score: -9693714.000000 Penalty: 13002.702148 Iteration 42Q: 3 clusters Score -9693714 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 33307 members Entering Unmasked Estep Score: -9693711.000000 Penalty: 13002.702148 Iteration 43Q: 3 clusters Score -9693711 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 33316 members Entering Unmasked Estep Score: -9693713.000000 Penalty: 13002.702148 Iteration 44Q: 3 clusters Score -9693713 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 33325 members Entering Unmasked Estep Score: -9693719.000000 Penalty: 13002.702148 Iteration 45Q: 3 clusters Score -9693719 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 33330 members Entering Unmasked Estep Score: -9693729.000000 Penalty: 13002.702148 Iteration 46Q: 3 clusters Score -9693729 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 33333 members Entering Unmasked Estep Score: -9693726.000000 Penalty: 13002.702148 Iteration 47Q: 3 clusters Score -9693726 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 33333 members Entering Unmasked Estep Score: -9693726.000000 Penalty: 13002.702148 Iteration 48F: 3 clusters Score -9693726 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (37276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37276 members Entering Unmasked Estep Score: -8697934.000000 Penalty: 6447.239258 Iteration 0F: 2 clusters Score -8697934 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18628 members Mstep: Class 2 contains 18648 members Entering Unmasked Estep Score: -8670608.000000 Penalty: 12894.478516 Iteration 0F: 3 clusters Score -8670608 nChanged 15959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18523 members Mstep: Class 2 contains 18753 members Entering Unmasked Estep Score: -8679013.000000 Penalty: 12894.478516 Iteration 1F: 3 clusters Score -8679013 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18468 members Mstep: Class 2 contains 18808 members Entering Unmasked Estep Score: -8679800.000000 Penalty: 12894.478516 Iteration 2F: 3 clusters Score -8679800 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18355 members Mstep: Class 2 contains 18921 members Entering Unmasked Estep Score: -8680492.000000 Penalty: 12894.478516 Iteration 3Q: 3 clusters Score -8680492 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18188 members Mstep: Class 2 contains 19088 members Entering Unmasked Estep Score: -8681003.000000 Penalty: 12894.478516 Iteration 4Q: 3 clusters Score -8681003 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18042 members Mstep: Class 2 contains 19234 members Entering Unmasked Estep Score: -8681466.000000 Penalty: 12894.478516 Iteration 5Q: 3 clusters Score -8681466 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17800 members Mstep: Class 2 contains 19476 members Entering Unmasked Estep Score: -8681846.000000 Penalty: 12894.478516 Iteration 6Q: 3 clusters Score -8681846 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17515 members Mstep: Class 2 contains 19761 members Entering Unmasked Estep Score: -8682293.000000 Penalty: 12894.478516 Iteration 7Q: 3 clusters Score -8682293 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17092 members Mstep: Class 2 contains 20184 members Entering Unmasked Estep Score: -8682698.000000 Penalty: 12894.478516 Iteration 8Q: 3 clusters Score -8682698 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16562 members Mstep: Class 2 contains 20714 members Entering Unmasked Estep Score: -8683228.000000 Penalty: 12894.478516 Iteration 9Q: 3 clusters Score -8683228 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15926 members Mstep: Class 2 contains 21350 members Entering Unmasked Estep Score: -8683914.000000 Penalty: 12894.478516 Iteration 10Q: 3 clusters Score -8683914 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15138 members Mstep: Class 2 contains 22138 members Entering Unmasked Estep Score: -8684760.000000 Penalty: 12894.478516 Iteration 11Q: 3 clusters Score -8684760 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14228 members Mstep: Class 2 contains 23048 members Entering Unmasked Estep Score: -8686009.000000 Penalty: 12894.478516 Iteration 12Q: 3 clusters Score -8686009 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 24017 members Entering Unmasked Estep Score: -8687355.000000 Penalty: 12894.478516 Iteration 13F: 3 clusters Score -8687355 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 25051 members Entering Unmasked Estep Score: -8688784.000000 Penalty: 12894.478516 Iteration 14Q: 3 clusters Score -8688784 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 26014 members Entering Unmasked Estep Score: -8690130.000000 Penalty: 12894.478516 Iteration 15Q: 3 clusters Score -8690130 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -8691361.000000 Penalty: 12894.478516 Iteration 16Q: 3 clusters Score -8691361 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 27575 members Entering Unmasked Estep Score: -8692278.000000 Penalty: 12894.478516 Iteration 17Q: 3 clusters Score -8692278 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 28123 members Entering Unmasked Estep Score: -8692907.000000 Penalty: 12894.478516 Iteration 18Q: 3 clusters Score -8692907 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 28525 members Entering Unmasked Estep Score: -8693163.000000 Penalty: 12894.478516 Iteration 19Q: 3 clusters Score -8693163 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 28873 members Entering Unmasked Estep Score: -8693334.000000 Penalty: 12894.478516 Iteration 20F: 3 clusters Score -8693334 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 29167 members Entering Unmasked Estep Score: -8693432.000000 Penalty: 12894.478516 Iteration 21Q: 3 clusters Score -8693432 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 29401 members Entering Unmasked Estep Score: -8693561.000000 Penalty: 12894.478516 Iteration 22Q: 3 clusters Score -8693561 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 29603 members Entering Unmasked Estep Score: -8693645.000000 Penalty: 12894.478516 Iteration 23Q: 3 clusters Score -8693645 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 29820 members Entering Unmasked Estep Score: -8693704.000000 Penalty: 12894.478516 Iteration 24Q: 3 clusters Score -8693704 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 30015 members Entering Unmasked Estep Score: -8693774.000000 Penalty: 12894.478516 Iteration 25Q: 3 clusters Score -8693774 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 30189 members Entering Unmasked Estep Score: -8693848.000000 Penalty: 12894.478516 Iteration 26Q: 3 clusters Score -8693848 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 30355 members Entering Unmasked Estep Score: -8693902.000000 Penalty: 12894.478516 Iteration 27Q: 3 clusters Score -8693902 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 30481 members Entering Unmasked Estep Score: -8693928.000000 Penalty: 12894.478516 Iteration 28Q: 3 clusters Score -8693928 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 30591 members Entering Unmasked Estep Score: -8693957.000000 Penalty: 12894.478516 Iteration 29Q: 3 clusters Score -8693957 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 30704 members Entering Unmasked Estep Score: -8694016.000000 Penalty: 12894.478516 Iteration 30Q: 3 clusters Score -8694016 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 30812 members Entering Unmasked Estep Score: -8694038.000000 Penalty: 12894.478516 Iteration 31Q: 3 clusters Score -8694038 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 30926 members Entering Unmasked Estep Score: -8694092.000000 Penalty: 12894.478516 Iteration 32Q: 3 clusters Score -8694092 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 31031 members Entering Unmasked Estep Score: -8694113.000000 Penalty: 12894.478516 Iteration 33Q: 3 clusters Score -8694113 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 31118 members Entering Unmasked Estep Score: -8694109.000000 Penalty: 12894.478516 Iteration 34Q: 3 clusters Score -8694109 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 31197 members Entering Unmasked Estep Score: -8694130.000000 Penalty: 12894.478516 Iteration 35Q: 3 clusters Score -8694130 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 31262 members Entering Unmasked Estep Score: -8694123.000000 Penalty: 12894.478516 Iteration 36Q: 3 clusters Score -8694123 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 31320 members Entering Unmasked Estep Score: -8694162.000000 Penalty: 12894.478516 Iteration 37Q: 3 clusters Score -8694162 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 31378 members Entering Unmasked Estep Score: -8694186.000000 Penalty: 12894.478516 Iteration 38Q: 3 clusters Score -8694186 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 31433 members Entering Unmasked Estep Score: -8694196.000000 Penalty: 12894.478516 Iteration 39Q: 3 clusters Score -8694196 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 31468 members Entering Unmasked Estep Score: -8694199.000000 Penalty: 12894.478516 Iteration 40F: 3 clusters Score -8694199 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 31495 members Entering Unmasked Estep Score: -8694211.000000 Penalty: 12894.478516 Iteration 41Q: 3 clusters Score -8694211 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 31524 members Entering Unmasked Estep Score: -8694218.000000 Penalty: 12894.478516 Iteration 42Q: 3 clusters Score -8694218 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 31551 members Entering Unmasked Estep Score: -8694220.000000 Penalty: 12894.478516 Iteration 43Q: 3 clusters Score -8694220 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 31582 members Entering Unmasked Estep Score: -8694223.000000 Penalty: 12894.478516 Iteration 44Q: 3 clusters Score -8694223 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 31624 members Entering Unmasked Estep Score: -8694253.000000 Penalty: 12894.478516 Iteration 45Q: 3 clusters Score -8694253 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 31663 members Entering Unmasked Estep Score: -8694250.000000 Penalty: 12894.478516 Iteration 46Q: 3 clusters Score -8694250 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 31698 members Entering Unmasked Estep Score: -8694253.000000 Penalty: 12894.478516 Iteration 47Q: 3 clusters Score -8694253 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 31737 members Entering Unmasked Estep Score: -8694276.000000 Penalty: 12894.478516 Iteration 48Q: 3 clusters Score -8694276 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 31783 members Entering Unmasked Estep Score: -8694292.000000 Penalty: 12894.478516 Iteration 49Q: 3 clusters Score -8694292 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 31827 members Entering Unmasked Estep Score: -8694309.000000 Penalty: 12894.478516 Iteration 50Q: 3 clusters Score -8694309 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 31880 members Entering Unmasked Estep Score: -8694311.000000 Penalty: 12894.478516 Iteration 51Q: 3 clusters Score -8694311 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 31927 members Entering Unmasked Estep Score: -8694334.000000 Penalty: 12894.478516 Iteration 52Q: 3 clusters Score -8694334 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 31965 members Entering Unmasked Estep Score: -8694343.000000 Penalty: 12894.478516 Iteration 53Q: 3 clusters Score -8694343 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 31992 members Entering Unmasked Estep Score: -8694343.000000 Penalty: 12894.478516 Iteration 54Q: 3 clusters Score -8694343 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 32030 members Entering Unmasked Estep Score: -8694368.000000 Penalty: 12894.478516 Iteration 55Q: 3 clusters Score -8694368 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 32063 members Entering Unmasked Estep Score: -8694382.000000 Penalty: 12894.478516 Iteration 56Q: 3 clusters Score -8694382 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 32097 members Entering Unmasked Estep Score: -8694404.000000 Penalty: 12894.478516 Iteration 57Q: 3 clusters Score -8694404 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 32117 members Entering Unmasked Estep Score: -8694405.000000 Penalty: 12894.478516 Iteration 58Q: 3 clusters Score -8694405 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 32135 members Entering Unmasked Estep Score: -8694401.000000 Penalty: 12894.478516 Iteration 59Q: 3 clusters Score -8694401 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 32142 members Entering Unmasked Estep Score: -8694397.000000 Penalty: 12894.478516 Iteration 60F: 3 clusters Score -8694397 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 32144 members Entering Unmasked Estep Score: -8694397.000000 Penalty: 12894.478516 Iteration 61Q: 3 clusters Score -8694397 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 32148 members Entering Unmasked Estep Score: -8694407.000000 Penalty: 12894.478516 Iteration 62Q: 3 clusters Score -8694407 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 32154 members Entering Unmasked Estep Score: -8694405.000000 Penalty: 12894.478516 Iteration 63Q: 3 clusters Score -8694405 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 32166 members Entering Unmasked Estep Score: -8694407.000000 Penalty: 12894.478516 Iteration 64Q: 3 clusters Score -8694407 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 32178 members Entering Unmasked Estep Score: -8694412.000000 Penalty: 12894.478516 Iteration 65Q: 3 clusters Score -8694412 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 32194 members Entering Unmasked Estep Score: -8694416.000000 Penalty: 12894.478516 Iteration 66Q: 3 clusters Score -8694416 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 32207 members Entering Unmasked Estep Score: -8694417.000000 Penalty: 12894.478516 Iteration 67Q: 3 clusters Score -8694417 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 32224 members Entering Unmasked Estep Score: -8694429.000000 Penalty: 12894.478516 Iteration 68Q: 3 clusters Score -8694429 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 32242 members Entering Unmasked Estep Score: -8694418.000000 Penalty: 12894.478516 Iteration 69Q: 3 clusters Score -8694418 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 32257 members Entering Unmasked Estep Score: -8694425.000000 Penalty: 12894.478516 Iteration 70Q: 3 clusters Score -8694425 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 32273 members Entering Unmasked Estep Score: -8694437.000000 Penalty: 12894.478516 Iteration 71Q: 3 clusters Score -8694437 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 32293 members Entering Unmasked Estep Score: -8694443.000000 Penalty: 12894.478516 Iteration 72Q: 3 clusters Score -8694443 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 32311 members Entering Unmasked Estep Score: -8694434.000000 Penalty: 12894.478516 Iteration 73Q: 3 clusters Score -8694434 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 32337 members Entering Unmasked Estep Score: -8694432.000000 Penalty: 12894.478516 Iteration 74Q: 3 clusters Score -8694432 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 32358 members Entering Unmasked Estep Score: -8694446.000000 Penalty: 12894.478516 Iteration 75Q: 3 clusters Score -8694446 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 32375 members Entering Unmasked Estep Score: -8694451.000000 Penalty: 12894.478516 Iteration 76Q: 3 clusters Score -8694451 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 32389 members Entering Unmasked Estep Score: -8694453.000000 Penalty: 12894.478516 Iteration 77Q: 3 clusters Score -8694453 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 32400 members Entering Unmasked Estep Score: -8694443.000000 Penalty: 12894.478516 Iteration 78Q: 3 clusters Score -8694443 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 32403 members Entering Unmasked Estep Score: -8694443.000000 Penalty: 12894.478516 Iteration 79Q: 3 clusters Score -8694443 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 32409 members Entering Unmasked Estep Score: -8694450.000000 Penalty: 12894.478516 Iteration 80F: 3 clusters Score -8694450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 32417 members Entering Unmasked Estep Score: -8694452.000000 Penalty: 12894.478516 Iteration 81Q: 3 clusters Score -8694452 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 32419 members Entering Unmasked Estep Score: -8694458.000000 Penalty: 12894.478516 Iteration 82Q: 3 clusters Score -8694458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 32420 members Entering Unmasked Estep Score: -8694457.000000 Penalty: 12894.478516 Iteration 83Q: 3 clusters Score -8694457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 32420 members Entering Unmasked Estep Score: -8694457.000000 Penalty: 12894.478516 Iteration 84F: 3 clusters Score -8694457 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Entering Unmasked Estep Score: -1676938.375000 Penalty: 5433.883301 Iteration 0F: 2 clusters Score -1676938 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1668481.500000 Penalty: 10867.766602 Iteration 0F: 3 clusters Score -1668482 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1670024.750000 Penalty: 10867.766602 Iteration 1F: 3 clusters Score -1670025 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -1670379.625000 Penalty: 10867.766602 Iteration 2F: 3 clusters Score -1670380 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1670573.375000 Penalty: 10867.766602 Iteration 3Q: 3 clusters Score -1670573 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1670684.250000 Penalty: 10867.766602 Iteration 4Q: 3 clusters Score -1670684 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1670760.500000 Penalty: 10867.766602 Iteration 5Q: 3 clusters Score -1670760 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -1670824.125000 Penalty: 10867.766602 Iteration 6Q: 3 clusters Score -1670824 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -1670868.625000 Penalty: 10867.766602 Iteration 7Q: 3 clusters Score -1670869 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1670892.000000 Penalty: 10867.766602 Iteration 8Q: 3 clusters Score -1670892 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1670924.875000 Penalty: 10867.766602 Iteration 9Q: 3 clusters Score -1670925 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1670948.625000 Penalty: 10867.766602 Iteration 10Q: 3 clusters Score -1670949 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1670970.500000 Penalty: 10867.766602 Iteration 11Q: 3 clusters Score -1670970 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1670986.875000 Penalty: 10867.766602 Iteration 12Q: 3 clusters Score -1670987 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -1671006.250000 Penalty: 10867.766602 Iteration 13Q: 3 clusters Score -1671006 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -1671016.875000 Penalty: 10867.766602 Iteration 14Q: 3 clusters Score -1671017 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1671023.625000 Penalty: 10867.766602 Iteration 15Q: 3 clusters Score -1671024 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1671035.875000 Penalty: 10867.766602 Iteration 16Q: 3 clusters Score -1671036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1671044.125000 Penalty: 10867.766602 Iteration 17Q: 3 clusters Score -1671044 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1671056.625000 Penalty: 10867.766602 Iteration 18Q: 3 clusters Score -1671057 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1671059.750000 Penalty: 10867.766602 Iteration 19Q: 3 clusters Score -1671060 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1671066.125000 Penalty: 10867.766602 Iteration 20F: 3 clusters Score -1671066 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -1671077.000000 Penalty: 10867.766602 Iteration 21Q: 3 clusters Score -1671077 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -1671082.250000 Penalty: 10867.766602 Iteration 22Q: 3 clusters Score -1671082 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -1671083.250000 Penalty: 10867.766602 Iteration 23Q: 3 clusters Score -1671083 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1671092.500000 Penalty: 10867.766602 Iteration 24Q: 3 clusters Score -1671092 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -1671095.875000 Penalty: 10867.766602 Iteration 25Q: 3 clusters Score -1671096 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1671097.250000 Penalty: 10867.766602 Iteration 26Q: 3 clusters Score -1671097 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1671098.125000 Penalty: 10867.766602 Iteration 27Q: 3 clusters Score -1671098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -1671098.625000 Penalty: 10867.766602 Iteration 28Q: 3 clusters Score -1671099 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1671098.375000 Penalty: 10867.766602 Iteration 29Q: 3 clusters Score -1671098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1671100.500000 Penalty: 10867.766602 Iteration 30Q: 3 clusters Score -1671100 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1671102.500000 Penalty: 10867.766602 Iteration 31Q: 3 clusters Score -1671102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1671103.375000 Penalty: 10867.766602 Iteration 32Q: 3 clusters Score -1671103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1671104.500000 Penalty: 10867.766602 Iteration 33Q: 3 clusters Score -1671104 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1671103.125000 Penalty: 10867.766602 Iteration 34Q: 3 clusters Score -1671103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -1671102.875000 Penalty: 10867.766602 Iteration 35Q: 3 clusters Score -1671103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -1671106.625000 Penalty: 10867.766602 Iteration 36Q: 3 clusters Score -1671107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -1671106.375000 Penalty: 10867.766602 Iteration 37Q: 3 clusters Score -1671106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -1671108.125000 Penalty: 10867.766602 Iteration 38Q: 3 clusters Score -1671108 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1671107.125000 Penalty: 10867.766602 Iteration 39Q: 3 clusters Score -1671107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1671107.875000 Penalty: 10867.766602 Iteration 40F: 3 clusters Score -1671108 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1671108.500000 Penalty: 10867.766602 Iteration 41Q: 3 clusters Score -1671108 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1671108.500000 Penalty: 10867.766602 Iteration 42F: 3 clusters Score -1671108 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Entering Unmasked Estep Score: -104801.726562 Penalty: 3812.541992 Iteration 0F: 2 clusters Score -104801.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -101697.531250 Penalty: 7625.083984 Iteration 0F: 3 clusters Score -101697.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -101982.617188 Penalty: 7625.083984 Iteration 1F: 3 clusters Score -101982.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -102119.406250 Penalty: 7625.083984 Iteration 2Q: 3 clusters Score -102119.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -102201.695312 Penalty: 7625.083984 Iteration 3Q: 3 clusters Score -102201.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -102236.601562 Penalty: 7625.083984 Iteration 4Q: 3 clusters Score -102236.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -102279.335938 Penalty: 7625.083984 Iteration 5Q: 3 clusters Score -102279.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -102286.734375 Penalty: 7625.083984 Iteration 6Q: 3 clusters Score -102286.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -102294.265625 Penalty: 7625.083984 Iteration 7Q: 3 clusters Score -102294.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -102294.265625 Penalty: 7625.083984 Iteration 8F: 3 clusters Score -102294.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Entering Unmasked Estep Score: -189042.437500 Penalty: 4190.489746 Iteration 0F: 2 clusters Score -189042.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -185248.781250 Penalty: 8380.979492 Iteration 0F: 3 clusters Score -185248.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -185659.750000 Penalty: 8380.979492 Iteration 1F: 3 clusters Score -185659.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -185933.906250 Penalty: 8380.979492 Iteration 2F: 3 clusters Score -185933.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -186147.453125 Penalty: 8380.979492 Iteration 3Q: 3 clusters Score -186147.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -186330.828125 Penalty: 8380.979492 Iteration 4Q: 3 clusters Score -186330.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -186578.921875 Penalty: 8380.979492 Iteration 5Q: 3 clusters Score -186578.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -186884.312500 Penalty: 8380.979492 Iteration 6Q: 3 clusters Score -186884.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -187129.750000 Penalty: 8380.979492 Iteration 7Q: 3 clusters Score -187129.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -187276.937500 Penalty: 8380.979492 Iteration 8Q: 3 clusters Score -187276.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -187376.062500 Penalty: 8380.979492 Iteration 9Q: 3 clusters Score -187376.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -187502.500000 Penalty: 8380.979492 Iteration 10Q: 3 clusters Score -187502.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -187575.703125 Penalty: 8380.979492 Iteration 11Q: 3 clusters Score -187575.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -187609.625000 Penalty: 8380.979492 Iteration 12Q: 3 clusters Score -187609.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -187627.218750 Penalty: 8380.979492 Iteration 13Q: 3 clusters Score -187627.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -187647.406250 Penalty: 8380.979492 Iteration 14Q: 3 clusters Score -187647.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -187666.234375 Penalty: 8380.979492 Iteration 15Q: 3 clusters Score -187666.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -187692.234375 Penalty: 8380.979492 Iteration 16Q: 3 clusters Score -187692.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -187723.843750 Penalty: 8380.979492 Iteration 17Q: 3 clusters Score -187723.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -187783.875000 Penalty: 8380.979492 Iteration 18Q: 3 clusters Score -187783.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -187856.359375 Penalty: 8380.979492 Iteration 19Q: 3 clusters Score -187856.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -187876.593750 Penalty: 8380.979492 Iteration 20F: 3 clusters Score -187876.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15211 members Entering Unmasked Estep Score: -3464226.000000 Penalty: 5898.236816 Iteration 0F: 2 clusters Score -3464226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -3450658.250000 Penalty: 11796.473633 Iteration 0F: 3 clusters Score -3450658 nChanged 5926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -3453991.750000 Penalty: 11796.473633 Iteration 1F: 3 clusters Score -3453992 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -3454703.250000 Penalty: 11796.473633 Iteration 2F: 3 clusters Score -3454703 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -3455370.750000 Penalty: 11796.473633 Iteration 3F: 3 clusters Score -3455371 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -3456089.750000 Penalty: 11796.473633 Iteration 4F: 3 clusters Score -3456090 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -3456829.750000 Penalty: 11796.473633 Iteration 5F: 3 clusters Score -3456830 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -3457394.500000 Penalty: 11796.473633 Iteration 6F: 3 clusters Score -3457394 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -3457836.000000 Penalty: 11796.473633 Iteration 7Q: 3 clusters Score -3457836 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -3458300.750000 Penalty: 11796.473633 Iteration 8Q: 3 clusters Score -3458301 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -3458769.500000 Penalty: 11796.473633 Iteration 9Q: 3 clusters Score -3458770 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -3459184.500000 Penalty: 11796.473633 Iteration 10Q: 3 clusters Score -3459184 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 8499 members Entering Unmasked Estep Score: -3459472.000000 Penalty: 11796.473633 Iteration 11Q: 3 clusters Score -3459472 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -3459657.500000 Penalty: 11796.473633 Iteration 12Q: 3 clusters Score -3459658 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -3459812.750000 Penalty: 11796.473633 Iteration 13Q: 3 clusters Score -3459813 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -3459960.000000 Penalty: 11796.473633 Iteration 14Q: 3 clusters Score -3459960 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -3460072.500000 Penalty: 11796.473633 Iteration 15Q: 3 clusters Score -3460072 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -3460181.750000 Penalty: 11796.473633 Iteration 16Q: 3 clusters Score -3460182 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -3460284.750000 Penalty: 11796.473633 Iteration 17Q: 3 clusters Score -3460285 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -3460380.000000 Penalty: 11796.473633 Iteration 18Q: 3 clusters Score -3460380 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 9806 members Entering Unmasked Estep Score: -3460486.000000 Penalty: 11796.473633 Iteration 19Q: 3 clusters Score -3460486 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -3460580.000000 Penalty: 11796.473633 Iteration 20F: 3 clusters Score -3460580 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -3460669.000000 Penalty: 11796.473633 Iteration 21Q: 3 clusters Score -3460669 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -3460784.500000 Penalty: 11796.473633 Iteration 22Q: 3 clusters Score -3460784 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 10484 members Entering Unmasked Estep Score: -3460947.250000 Penalty: 11796.473633 Iteration 23Q: 3 clusters Score -3460947 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -3461090.250000 Penalty: 11796.473633 Iteration 24Q: 3 clusters Score -3461090 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 10853 members Entering Unmasked Estep Score: -3461223.500000 Penalty: 11796.473633 Iteration 25Q: 3 clusters Score -3461224 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -3461337.750000 Penalty: 11796.473633 Iteration 26Q: 3 clusters Score -3461338 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -3461409.500000 Penalty: 11796.473633 Iteration 27Q: 3 clusters Score -3461410 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -3461464.500000 Penalty: 11796.473633 Iteration 28Q: 3 clusters Score -3461464 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 11351 members Entering Unmasked Estep Score: -3461501.500000 Penalty: 11796.473633 Iteration 29Q: 3 clusters Score -3461502 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -3461542.250000 Penalty: 11796.473633 Iteration 30Q: 3 clusters Score -3461542 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -3461567.500000 Penalty: 11796.473633 Iteration 31Q: 3 clusters Score -3461568 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 11579 members Entering Unmasked Estep Score: -3461616.000000 Penalty: 11796.473633 Iteration 32Q: 3 clusters Score -3461616 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -3461635.500000 Penalty: 11796.473633 Iteration 33Q: 3 clusters Score -3461636 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 11690 members Entering Unmasked Estep Score: -3461663.500000 Penalty: 11796.473633 Iteration 34Q: 3 clusters Score -3461664 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -3461684.250000 Penalty: 11796.473633 Iteration 35Q: 3 clusters Score -3461684 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -3461697.750000 Penalty: 11796.473633 Iteration 36Q: 3 clusters Score -3461698 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 11797 members Entering Unmasked Estep Score: -3461710.250000 Penalty: 11796.473633 Iteration 37Q: 3 clusters Score -3461710 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 11827 members Entering Unmasked Estep Score: -3461728.250000 Penalty: 11796.473633 Iteration 38Q: 3 clusters Score -3461728 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 11863 members Entering Unmasked Estep Score: -3461734.500000 Penalty: 11796.473633 Iteration 39Q: 3 clusters Score -3461734 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -3461749.500000 Penalty: 11796.473633 Iteration 40F: 3 clusters Score -3461750 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 11932 members Entering Unmasked Estep Score: -3461769.500000 Penalty: 11796.473633 Iteration 41Q: 3 clusters Score -3461770 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 11971 members Entering Unmasked Estep Score: -3461798.250000 Penalty: 11796.473633 Iteration 42Q: 3 clusters Score -3461798 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 12012 members Entering Unmasked Estep Score: -3461818.750000 Penalty: 11796.473633 Iteration 43Q: 3 clusters Score -3461819 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 12055 members Entering Unmasked Estep Score: -3461840.750000 Penalty: 11796.473633 Iteration 44Q: 3 clusters Score -3461841 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -3461851.500000 Penalty: 11796.473633 Iteration 45Q: 3 clusters Score -3461852 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -3461872.750000 Penalty: 11796.473633 Iteration 46Q: 3 clusters Score -3461873 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 12158 members Entering Unmasked Estep Score: -3461893.000000 Penalty: 11796.473633 Iteration 47Q: 3 clusters Score -3461893 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -3461917.000000 Penalty: 11796.473633 Iteration 48Q: 3 clusters Score -3461917 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -3461927.000000 Penalty: 11796.473633 Iteration 49Q: 3 clusters Score -3461927 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 12255 members Entering Unmasked Estep Score: -3461940.750000 Penalty: 11796.473633 Iteration 50Q: 3 clusters Score -3461941 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -3461958.500000 Penalty: 11796.473633 Iteration 51Q: 3 clusters Score -3461958 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 12331 members Entering Unmasked Estep Score: -3461988.000000 Penalty: 11796.473633 Iteration 52Q: 3 clusters Score -3461988 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 12371 members Entering Unmasked Estep Score: -3462005.000000 Penalty: 11796.473633 Iteration 53Q: 3 clusters Score -3462005 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -3462021.000000 Penalty: 11796.473633 Iteration 54Q: 3 clusters Score -3462021 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -3462035.250000 Penalty: 11796.473633 Iteration 55Q: 3 clusters Score -3462035 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 12454 members Entering Unmasked Estep Score: -3462043.500000 Penalty: 11796.473633 Iteration 56Q: 3 clusters Score -3462044 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -3462059.750000 Penalty: 11796.473633 Iteration 57Q: 3 clusters Score -3462060 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -3462064.500000 Penalty: 11796.473633 Iteration 58Q: 3 clusters Score -3462064 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -3462073.750000 Penalty: 11796.473633 Iteration 59Q: 3 clusters Score -3462074 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 12528 members Entering Unmasked Estep Score: -3462070.500000 Penalty: 11796.473633 Iteration 60F: 3 clusters Score -3462070 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 12541 members Entering Unmasked Estep Score: -3462076.500000 Penalty: 11796.473633 Iteration 61Q: 3 clusters Score -3462076 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 12557 members Entering Unmasked Estep Score: -3462083.250000 Penalty: 11796.473633 Iteration 62Q: 3 clusters Score -3462083 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -3462091.750000 Penalty: 11796.473633 Iteration 63Q: 3 clusters Score -3462092 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 12585 members Entering Unmasked Estep Score: -3462096.250000 Penalty: 11796.473633 Iteration 64Q: 3 clusters Score -3462096 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 12597 members Entering Unmasked Estep Score: -3462105.500000 Penalty: 11796.473633 Iteration 65Q: 3 clusters Score -3462106 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 12607 members Entering Unmasked Estep Score: -3462111.250000 Penalty: 11796.473633 Iteration 66Q: 3 clusters Score -3462111 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -3462118.750000 Penalty: 11796.473633 Iteration 67Q: 3 clusters Score -3462119 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 12628 members Entering Unmasked Estep Score: -3462124.500000 Penalty: 11796.473633 Iteration 68Q: 3 clusters Score -3462124 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 12644 members Entering Unmasked Estep Score: -3462138.500000 Penalty: 11796.473633 Iteration 69Q: 3 clusters Score -3462138 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 12657 members Entering Unmasked Estep Score: -3462141.000000 Penalty: 11796.473633 Iteration 70Q: 3 clusters Score -3462141 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 12664 members Entering Unmasked Estep Score: -3462141.250000 Penalty: 11796.473633 Iteration 71Q: 3 clusters Score -3462141 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -3462147.000000 Penalty: 11796.473633 Iteration 72Q: 3 clusters Score -3462147 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -3462150.250000 Penalty: 11796.473633 Iteration 73Q: 3 clusters Score -3462150 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 12679 members Entering Unmasked Estep Score: -3462151.500000 Penalty: 11796.473633 Iteration 74Q: 3 clusters Score -3462152 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 12693 members Entering Unmasked Estep Score: -3462166.000000 Penalty: 11796.473633 Iteration 75Q: 3 clusters Score -3462166 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -3462178.000000 Penalty: 11796.473633 Iteration 76Q: 3 clusters Score -3462178 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 12733 members Entering Unmasked Estep Score: -3462190.500000 Penalty: 11796.473633 Iteration 77Q: 3 clusters Score -3462190 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 12767 members Entering Unmasked Estep Score: -3462215.000000 Penalty: 11796.473633 Iteration 78Q: 3 clusters Score -3462215 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -3462238.500000 Penalty: 11796.473633 Iteration 79Q: 3 clusters Score -3462238 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 12842 members Entering Unmasked Estep Score: -3462279.000000 Penalty: 11796.473633 Iteration 80F: 3 clusters Score -3462279 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -3462352.500000 Penalty: 11796.473633 Iteration 81Q: 3 clusters Score -3462352 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -3462430.000000 Penalty: 11796.473633 Iteration 82Q: 3 clusters Score -3462430 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 13027 members Entering Unmasked Estep Score: -3462492.000000 Penalty: 11796.473633 Iteration 83Q: 3 clusters Score -3462492 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 13087 members Entering Unmasked Estep Score: -3462544.750000 Penalty: 11796.473633 Iteration 84Q: 3 clusters Score -3462545 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 13140 members Entering Unmasked Estep Score: -3462609.750000 Penalty: 11796.473633 Iteration 85Q: 3 clusters Score -3462610 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 13185 members Entering Unmasked Estep Score: -3462654.000000 Penalty: 11796.473633 Iteration 86Q: 3 clusters Score -3462654 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -3462707.000000 Penalty: 11796.473633 Iteration 87Q: 3 clusters Score -3462707 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -3462727.500000 Penalty: 11796.473633 Iteration 88Q: 3 clusters Score -3462728 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 13302 members Entering Unmasked Estep Score: -3462791.500000 Penalty: 11796.473633 Iteration 89Q: 3 clusters Score -3462792 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 13343 members Entering Unmasked Estep Score: -3462845.500000 Penalty: 11796.473633 Iteration 90Q: 3 clusters Score -3462846 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 13390 members Entering Unmasked Estep Score: -3462904.250000 Penalty: 11796.473633 Iteration 91Q: 3 clusters Score -3462904 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -3462951.750000 Penalty: 11796.473633 Iteration 92Q: 3 clusters Score -3462952 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 13460 members Entering Unmasked Estep Score: -3462986.250000 Penalty: 11796.473633 Iteration 93Q: 3 clusters Score -3462986 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 13485 members Entering Unmasked Estep Score: -3463017.500000 Penalty: 11796.473633 Iteration 94Q: 3 clusters Score -3463018 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 13509 members Entering Unmasked Estep Score: -3463048.750000 Penalty: 11796.473633 Iteration 95Q: 3 clusters Score -3463049 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 13530 members Entering Unmasked Estep Score: -3463062.750000 Penalty: 11796.473633 Iteration 96Q: 3 clusters Score -3463063 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 13546 members Entering Unmasked Estep Score: -3463082.750000 Penalty: 11796.473633 Iteration 97Q: 3 clusters Score -3463083 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 13563 members Entering Unmasked Estep Score: -3463107.250000 Penalty: 11796.473633 Iteration 98Q: 3 clusters Score -3463107 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -3463114.250000 Penalty: 11796.473633 Iteration 99Q: 3 clusters Score -3463114 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 13596 members Entering Unmasked Estep Score: -3463133.250000 Penalty: 11796.473633 Iteration 100F: 3 clusters Score -3463133 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 13611 members Entering Unmasked Estep Score: -3463141.500000 Penalty: 11796.473633 Iteration 101Q: 3 clusters Score -3463142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -3463157.250000 Penalty: 11796.473633 Iteration 102Q: 3 clusters Score -3463157 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -3463170.000000 Penalty: 11796.473633 Iteration 103Q: 3 clusters Score -3463170 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 13656 members Entering Unmasked Estep Score: -3463182.000000 Penalty: 11796.473633 Iteration 104Q: 3 clusters Score -3463182 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 13664 members Entering Unmasked Estep Score: -3463187.000000 Penalty: 11796.473633 Iteration 105Q: 3 clusters Score -3463187 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 13668 members Entering Unmasked Estep Score: -3463194.500000 Penalty: 11796.473633 Iteration 106Q: 3 clusters Score -3463194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -3463192.500000 Penalty: 11796.473633 Iteration 107Q: 3 clusters Score -3463192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 13671 members Entering Unmasked Estep Score: -3463194.750000 Penalty: 11796.473633 Iteration 108Q: 3 clusters Score -3463195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 13672 members Entering Unmasked Estep Score: -3463198.250000 Penalty: 11796.473633 Iteration 109Q: 3 clusters Score -3463198 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 13673 members Entering Unmasked Estep Score: -3463199.500000 Penalty: 11796.473633 Iteration 110Q: 3 clusters Score -3463200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -3463201.000000 Penalty: 11796.473633 Iteration 111Q: 3 clusters Score -3463201 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -3463201.000000 Penalty: 11796.473633 Iteration 112F: 3 clusters Score -3463201 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Entering Unmasked Estep Score: -2311916.500000 Penalty: 5631.080566 Iteration 0F: 2 clusters Score -2311916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -2301931.750000 Penalty: 11262.161133 Iteration 0F: 3 clusters Score -2301932 nChanged 3609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -2304312.500000 Penalty: 11262.161133 Iteration 1F: 3 clusters Score -2304312 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -2305234.750000 Penalty: 11262.161133 Iteration 2F: 3 clusters Score -2305235 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -2306253.500000 Penalty: 11262.161133 Iteration 3F: 3 clusters Score -2306254 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -2307296.000000 Penalty: 11262.161133 Iteration 4F: 3 clusters Score -2307296 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -2308099.500000 Penalty: 11262.161133 Iteration 5F: 3 clusters Score -2308100 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -2308606.000000 Penalty: 11262.161133 Iteration 6F: 3 clusters Score -2308606 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -2308862.250000 Penalty: 11262.161133 Iteration 7Q: 3 clusters Score -2308862 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -2308996.750000 Penalty: 11262.161133 Iteration 8Q: 3 clusters Score -2308997 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -2309083.000000 Penalty: 11262.161133 Iteration 9Q: 3 clusters Score -2309083 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -2309128.500000 Penalty: 11262.161133 Iteration 10Q: 3 clusters Score -2309128 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -2309154.500000 Penalty: 11262.161133 Iteration 11Q: 3 clusters Score -2309154 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -2309178.750000 Penalty: 11262.161133 Iteration 12Q: 3 clusters Score -2309179 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -2309187.250000 Penalty: 11262.161133 Iteration 13Q: 3 clusters Score -2309187 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -2309194.750000 Penalty: 11262.161133 Iteration 14Q: 3 clusters Score -2309195 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -2309199.000000 Penalty: 11262.161133 Iteration 15Q: 3 clusters Score -2309199 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -2309202.500000 Penalty: 11262.161133 Iteration 16Q: 3 clusters Score -2309202 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -2309202.750000 Penalty: 11262.161133 Iteration 17Q: 3 clusters Score -2309203 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -2309204.250000 Penalty: 11262.161133 Iteration 18Q: 3 clusters Score -2309204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -2309204.000000 Penalty: 11262.161133 Iteration 19Q: 3 clusters Score -2309204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -2309205.500000 Penalty: 11262.161133 Iteration 20F: 3 clusters Score -2309206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -2309204.250000 Penalty: 11262.161133 Iteration 21Q: 3 clusters Score -2309204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -2309204.250000 Penalty: 11262.161133 Iteration 22Q: 3 clusters Score -2309204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -2309204.250000 Penalty: 11262.161133 Iteration 23F: 3 clusters Score -2309204 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (18705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Entering Unmasked Estep Score: -4348897.000000 Penalty: 6024.884277 Iteration 0F: 2 clusters Score -4348897 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -4333425.500000 Penalty: 12049.768555 Iteration 0F: 3 clusters Score -4333426 nChanged 7450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -4337526.000000 Penalty: 12049.768555 Iteration 1F: 3 clusters Score -4337526 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -4338694.500000 Penalty: 12049.768555 Iteration 2F: 3 clusters Score -4338694 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 8820 members Entering Unmasked Estep Score: -4339948.000000 Penalty: 12049.768555 Iteration 3F: 3 clusters Score -4339948 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -4340993.500000 Penalty: 12049.768555 Iteration 4F: 3 clusters Score -4340994 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -4341961.000000 Penalty: 12049.768555 Iteration 5F: 3 clusters Score -4341961 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12325 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -4342869.000000 Penalty: 12049.768555 Iteration 6F: 3 clusters Score -4342869 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13249 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -4343742.500000 Penalty: 12049.768555 Iteration 7F: 3 clusters Score -4343742 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14131 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -4344527.500000 Penalty: 12049.768555 Iteration 8F: 3 clusters Score -4344528 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14876 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -4345137.500000 Penalty: 12049.768555 Iteration 9Q: 3 clusters Score -4345138 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15477 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -4345649.000000 Penalty: 12049.768555 Iteration 10Q: 3 clusters Score -4345649 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15952 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -4346044.000000 Penalty: 12049.768555 Iteration 11Q: 3 clusters Score -4346044 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16323 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -4346349.000000 Penalty: 12049.768555 Iteration 12Q: 3 clusters Score -4346349 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16636 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -4346606.500000 Penalty: 12049.768555 Iteration 13Q: 3 clusters Score -4346606 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16876 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -4346788.500000 Penalty: 12049.768555 Iteration 14Q: 3 clusters Score -4346788 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17061 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -4346936.500000 Penalty: 12049.768555 Iteration 15Q: 3 clusters Score -4346936 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17197 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -4347032.500000 Penalty: 12049.768555 Iteration 16Q: 3 clusters Score -4347032 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17312 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -4347115.500000 Penalty: 12049.768555 Iteration 17Q: 3 clusters Score -4347116 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17379 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -4347167.500000 Penalty: 12049.768555 Iteration 18Q: 3 clusters Score -4347168 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17440 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -4347229.500000 Penalty: 12049.768555 Iteration 19Q: 3 clusters Score -4347230 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17475 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -4347237.500000 Penalty: 12049.768555 Iteration 20F: 3 clusters Score -4347238 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17511 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -4347262.500000 Penalty: 12049.768555 Iteration 21Q: 3 clusters Score -4347262 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17536 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -4347283.000000 Penalty: 12049.768555 Iteration 22Q: 3 clusters Score -4347283 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17549 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -4347288.500000 Penalty: 12049.768555 Iteration 23Q: 3 clusters Score -4347288 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17554 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -4347292.500000 Penalty: 12049.768555 Iteration 24Q: 3 clusters Score -4347292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -4347285.500000 Penalty: 12049.768555 Iteration 25Q: 3 clusters Score -4347286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17557 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -4347289.000000 Penalty: 12049.768555 Iteration 26Q: 3 clusters Score -4347289 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17561 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -4347291.500000 Penalty: 12049.768555 Iteration 27Q: 3 clusters Score -4347292 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -4347293.500000 Penalty: 12049.768555 Iteration 28Q: 3 clusters Score -4347294 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17569 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -4347294.500000 Penalty: 12049.768555 Iteration 29Q: 3 clusters Score -4347294 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17573 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -4347296.000000 Penalty: 12049.768555 Iteration 30Q: 3 clusters Score -4347296 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17580 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -4347296.500000 Penalty: 12049.768555 Iteration 31Q: 3 clusters Score -4347296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17583 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -4347299.500000 Penalty: 12049.768555 Iteration 32Q: 3 clusters Score -4347300 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17586 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -4347303.000000 Penalty: 12049.768555 Iteration 33Q: 3 clusters Score -4347303 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -4347305.500000 Penalty: 12049.768555 Iteration 34Q: 3 clusters Score -4347306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -4347305.500000 Penalty: 12049.768555 Iteration 35F: 3 clusters Score -4347306 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Entering Unmasked Estep Score: -219832.875000 Penalty: 4237.094727 Iteration 0F: 2 clusters Score -219832.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -215891.453125 Penalty: 8474.189453 Iteration 0F: 3 clusters Score -215891.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -216323.609375 Penalty: 8474.189453 Iteration 1F: 3 clusters Score -216323.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -216474.984375 Penalty: 8474.189453 Iteration 2Q: 3 clusters Score -216475 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -216586.593750 Penalty: 8474.189453 Iteration 3Q: 3 clusters Score -216586.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -216662.421875 Penalty: 8474.189453 Iteration 4Q: 3 clusters Score -216662.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -216694.171875 Penalty: 8474.189453 Iteration 5Q: 3 clusters Score -216694.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -216744.953125 Penalty: 8474.189453 Iteration 6Q: 3 clusters Score -216745 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -216781.406250 Penalty: 8474.189453 Iteration 7Q: 3 clusters Score -216781.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -216831.328125 Penalty: 8474.189453 Iteration 8Q: 3 clusters Score -216831.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -216851.515625 Penalty: 8474.189453 Iteration 9Q: 3 clusters Score -216851.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -216868.531250 Penalty: 8474.189453 Iteration 10Q: 3 clusters Score -216868.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -216871.812500 Penalty: 8474.189453 Iteration 11Q: 3 clusters Score -216871.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -216873.781250 Penalty: 8474.189453 Iteration 12Q: 3 clusters Score -216873.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -216875.015625 Penalty: 8474.189453 Iteration 13Q: 3 clusters Score -216875 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -216876.093750 Penalty: 8474.189453 Iteration 14Q: 3 clusters Score -216876.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -216876.093750 Penalty: 8474.189453 Iteration 15F: 3 clusters Score -216876.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Entering Unmasked Estep Score: -1162389.500000 Penalty: 5208.269531 Iteration 0F: 2 clusters Score -1162390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1155345.875000 Penalty: 10416.539062 Iteration 0F: 3 clusters Score -1155346 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1156486.000000 Penalty: 10416.539062 Iteration 1F: 3 clusters Score -1156486 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1156791.250000 Penalty: 10416.539062 Iteration 2F: 3 clusters Score -1156791 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -1156972.375000 Penalty: 10416.539062 Iteration 3Q: 3 clusters Score -1156972 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1157074.375000 Penalty: 10416.539062 Iteration 4Q: 3 clusters Score -1157074 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1157149.625000 Penalty: 10416.539062 Iteration 5Q: 3 clusters Score -1157150 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1157201.625000 Penalty: 10416.539062 Iteration 6Q: 3 clusters Score -1157202 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1157256.875000 Penalty: 10416.539062 Iteration 7Q: 3 clusters Score -1157257 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1157311.250000 Penalty: 10416.539062 Iteration 8Q: 3 clusters Score -1157311 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1157379.500000 Penalty: 10416.539062 Iteration 9Q: 3 clusters Score -1157380 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1157439.250000 Penalty: 10416.539062 Iteration 10Q: 3 clusters Score -1157439 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -1157494.000000 Penalty: 10416.539062 Iteration 11Q: 3 clusters Score -1157494 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1157544.750000 Penalty: 10416.539062 Iteration 12Q: 3 clusters Score -1157545 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1157616.000000 Penalty: 10416.539062 Iteration 13Q: 3 clusters Score -1157616 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1157691.500000 Penalty: 10416.539062 Iteration 14Q: 3 clusters Score -1157692 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1157752.500000 Penalty: 10416.539062 Iteration 15Q: 3 clusters Score -1157752 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1157807.500000 Penalty: 10416.539062 Iteration 16Q: 3 clusters Score -1157808 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -1157844.625000 Penalty: 10416.539062 Iteration 17Q: 3 clusters Score -1157845 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1157881.000000 Penalty: 10416.539062 Iteration 18Q: 3 clusters Score -1157881 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -1157927.375000 Penalty: 10416.539062 Iteration 19Q: 3 clusters Score -1157927 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1157983.500000 Penalty: 10416.539062 Iteration 20F: 3 clusters Score -1157984 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -1158070.750000 Penalty: 10416.539062 Iteration 21Q: 3 clusters Score -1158071 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1158165.125000 Penalty: 10416.539062 Iteration 22Q: 3 clusters Score -1158165 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1158297.000000 Penalty: 10416.539062 Iteration 23Q: 3 clusters Score -1158297 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1158439.875000 Penalty: 10416.539062 Iteration 24Q: 3 clusters Score -1158440 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -1158603.125000 Penalty: 10416.539062 Iteration 25Q: 3 clusters Score -1158603 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1158788.500000 Penalty: 10416.539062 Iteration 26Q: 3 clusters Score -1158788 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1158977.875000 Penalty: 10416.539062 Iteration 27Q: 3 clusters Score -1158978 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -1159108.875000 Penalty: 10416.539062 Iteration 28Q: 3 clusters Score -1159109 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1159185.000000 Penalty: 10416.539062 Iteration 29Q: 3 clusters Score -1159185 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1159240.875000 Penalty: 10416.539062 Iteration 30Q: 3 clusters Score -1159241 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1159284.250000 Penalty: 10416.539062 Iteration 31Q: 3 clusters Score -1159284 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -1159311.750000 Penalty: 10416.539062 Iteration 32Q: 3 clusters Score -1159312 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -1159333.625000 Penalty: 10416.539062 Iteration 33Q: 3 clusters Score -1159334 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1159354.375000 Penalty: 10416.539062 Iteration 34Q: 3 clusters Score -1159354 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1159378.125000 Penalty: 10416.539062 Iteration 35Q: 3 clusters Score -1159378 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1159400.500000 Penalty: 10416.539062 Iteration 36Q: 3 clusters Score -1159400 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -1159421.375000 Penalty: 10416.539062 Iteration 37Q: 3 clusters Score -1159421 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1159434.250000 Penalty: 10416.539062 Iteration 38Q: 3 clusters Score -1159434 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1159441.625000 Penalty: 10416.539062 Iteration 39Q: 3 clusters Score -1159442 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1159448.875000 Penalty: 10416.539062 Iteration 40F: 3 clusters Score -1159449 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1159461.875000 Penalty: 10416.539062 Iteration 41Q: 3 clusters Score -1159462 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1159475.250000 Penalty: 10416.539062 Iteration 42Q: 3 clusters Score -1159475 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1159478.875000 Penalty: 10416.539062 Iteration 43Q: 3 clusters Score -1159479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1159485.500000 Penalty: 10416.539062 Iteration 44Q: 3 clusters Score -1159486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1159487.125000 Penalty: 10416.539062 Iteration 45Q: 3 clusters Score -1159487 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1159490.000000 Penalty: 10416.539062 Iteration 46Q: 3 clusters Score -1159490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1159492.750000 Penalty: 10416.539062 Iteration 47Q: 3 clusters Score -1159493 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1159496.125000 Penalty: 10416.539062 Iteration 48Q: 3 clusters Score -1159496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1159495.500000 Penalty: 10416.539062 Iteration 49Q: 3 clusters Score -1159496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1159497.875000 Penalty: 10416.539062 Iteration 50Q: 3 clusters Score -1159498 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1159498.250000 Penalty: 10416.539062 Iteration 51Q: 3 clusters Score -1159498 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1159499.875000 Penalty: 10416.539062 Iteration 52Q: 3 clusters Score -1159500 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1159500.000000 Penalty: 10416.539062 Iteration 53Q: 3 clusters Score -1159500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1159500.000000 Penalty: 10416.539062 Iteration 54F: 3 clusters Score -1159500 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Entering Unmasked Estep Score: -112085.437500 Penalty: 3883.469971 Iteration 0F: 2 clusters Score -112085.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -108670.375000 Penalty: 7766.939941 Iteration 0F: 3 clusters Score -108670.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -108918.632812 Penalty: 7766.939941 Iteration 1F: 3 clusters Score -108918.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -108981.460938 Penalty: 7766.939941 Iteration 2Q: 3 clusters Score -108981.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -109034.718750 Penalty: 7766.939941 Iteration 3Q: 3 clusters Score -109034.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -109083.875000 Penalty: 7766.939941 Iteration 4Q: 3 clusters Score -109083.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -109105.914062 Penalty: 7766.939941 Iteration 5Q: 3 clusters Score -109105.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -109113.195312 Penalty: 7766.939941 Iteration 6Q: 3 clusters Score -109113.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -109117.976562 Penalty: 7766.939941 Iteration 7Q: 3 clusters Score -109118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -109117.976562 Penalty: 7766.939941 Iteration 8F: 3 clusters Score -109118 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (27288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27288 members Entering Unmasked Estep Score: -6425168.500000 Penalty: 6256.198730 Iteration 0F: 2 clusters Score -6425168 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13663 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -6404144.000000 Penalty: 12512.397461 Iteration 0F: 3 clusters Score -6404144 nChanged 11225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13646 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -6410251.500000 Penalty: 12512.397461 Iteration 1F: 3 clusters Score -6410252 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13705 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -6411164.000000 Penalty: 12512.397461 Iteration 2F: 3 clusters Score -6411164 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13804 members Mstep: Class 2 contains 13484 members Entering Unmasked Estep Score: -6411993.500000 Penalty: 12512.397461 Iteration 3F: 3 clusters Score -6411994 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -6412919.500000 Penalty: 12512.397461 Iteration 4F: 3 clusters Score -6412920 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -6414002.500000 Penalty: 12512.397461 Iteration 5F: 3 clusters Score -6414002 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14742 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -6415169.000000 Penalty: 12512.397461 Iteration 6F: 3 clusters Score -6415169 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 12215 members Entering Unmasked Estep Score: -6416307.500000 Penalty: 12512.397461 Iteration 7F: 3 clusters Score -6416308 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15187 members Mstep: Class 2 contains 12101 members Entering Unmasked Estep Score: -6417196.000000 Penalty: 12512.397461 Iteration 8F: 3 clusters Score -6417196 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -6417781.000000 Penalty: 12512.397461 Iteration 9Q: 3 clusters Score -6417781 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14884 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -6418187.500000 Penalty: 12512.397461 Iteration 10Q: 3 clusters Score -6418188 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14625 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -6418445.000000 Penalty: 12512.397461 Iteration 11Q: 3 clusters Score -6418445 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14377 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -6418586.000000 Penalty: 12512.397461 Iteration 12Q: 3 clusters Score -6418586 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14124 members Mstep: Class 2 contains 13164 members Entering Unmasked Estep Score: -6418724.500000 Penalty: 12512.397461 Iteration 13Q: 3 clusters Score -6418724 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13856 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -6418805.500000 Penalty: 12512.397461 Iteration 14Q: 3 clusters Score -6418806 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13591 members Mstep: Class 2 contains 13697 members Entering Unmasked Estep Score: -6418911.000000 Penalty: 12512.397461 Iteration 15Q: 3 clusters Score -6418911 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Mstep: Class 2 contains 13939 members Entering Unmasked Estep Score: -6418990.500000 Penalty: 12512.397461 Iteration 16Q: 3 clusters Score -6418990 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13138 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -6419001.500000 Penalty: 12512.397461 Iteration 17Q: 3 clusters Score -6419002 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12920 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -6419056.000000 Penalty: 12512.397461 Iteration 18Q: 3 clusters Score -6419056 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 14591 members Entering Unmasked Estep Score: -6419147.500000 Penalty: 12512.397461 Iteration 19Q: 3 clusters Score -6419148 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12470 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -6419211.000000 Penalty: 12512.397461 Iteration 20F: 3 clusters Score -6419211 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12242 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -6419281.500000 Penalty: 12512.397461 Iteration 21Q: 3 clusters Score -6419282 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 15243 members Entering Unmasked Estep Score: -6419355.000000 Penalty: 12512.397461 Iteration 22Q: 3 clusters Score -6419355 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 15419 members Entering Unmasked Estep Score: -6419394.000000 Penalty: 12512.397461 Iteration 23Q: 3 clusters Score -6419394 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -6419433.500000 Penalty: 12512.397461 Iteration 24Q: 3 clusters Score -6419434 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11495 members Mstep: Class 2 contains 15793 members Entering Unmasked Estep Score: -6419466.500000 Penalty: 12512.397461 Iteration 25Q: 3 clusters Score -6419466 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 16003 members Entering Unmasked Estep Score: -6419523.500000 Penalty: 12512.397461 Iteration 26Q: 3 clusters Score -6419524 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 16207 members Entering Unmasked Estep Score: -6419562.000000 Penalty: 12512.397461 Iteration 27Q: 3 clusters Score -6419562 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10867 members Mstep: Class 2 contains 16421 members Entering Unmasked Estep Score: -6419608.000000 Penalty: 12512.397461 Iteration 28Q: 3 clusters Score -6419608 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 16617 members Entering Unmasked Estep Score: -6419665.500000 Penalty: 12512.397461 Iteration 29Q: 3 clusters Score -6419666 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 16796 members Entering Unmasked Estep Score: -6419721.500000 Penalty: 12512.397461 Iteration 30Q: 3 clusters Score -6419722 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 16996 members Entering Unmasked Estep Score: -6419775.500000 Penalty: 12512.397461 Iteration 31Q: 3 clusters Score -6419776 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 17190 members Entering Unmasked Estep Score: -6419817.000000 Penalty: 12512.397461 Iteration 32Q: 3 clusters Score -6419817 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9920 members Mstep: Class 2 contains 17368 members Entering Unmasked Estep Score: -6419863.000000 Penalty: 12512.397461 Iteration 33Q: 3 clusters Score -6419863 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 17554 members Entering Unmasked Estep Score: -6419879.500000 Penalty: 12512.397461 Iteration 34Q: 3 clusters Score -6419880 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 17748 members Entering Unmasked Estep Score: -6419956.000000 Penalty: 12512.397461 Iteration 35Q: 3 clusters Score -6419956 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 17931 members Entering Unmasked Estep Score: -6419999.000000 Penalty: 12512.397461 Iteration 36Q: 3 clusters Score -6419999 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 18109 members Entering Unmasked Estep Score: -6420061.500000 Penalty: 12512.397461 Iteration 37Q: 3 clusters Score -6420062 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 18266 members Entering Unmasked Estep Score: -6420084.500000 Penalty: 12512.397461 Iteration 38Q: 3 clusters Score -6420084 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 18417 members Entering Unmasked Estep Score: -6420120.500000 Penalty: 12512.397461 Iteration 39Q: 3 clusters Score -6420120 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 18585 members Entering Unmasked Estep Score: -6420158.500000 Penalty: 12512.397461 Iteration 40F: 3 clusters Score -6420158 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 18725 members Entering Unmasked Estep Score: -6420193.500000 Penalty: 12512.397461 Iteration 41Q: 3 clusters Score -6420194 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 18872 members Entering Unmasked Estep Score: -6420236.000000 Penalty: 12512.397461 Iteration 42Q: 3 clusters Score -6420236 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 19016 members Entering Unmasked Estep Score: -6420260.500000 Penalty: 12512.397461 Iteration 43Q: 3 clusters Score -6420260 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 19153 members Entering Unmasked Estep Score: -6420323.500000 Penalty: 12512.397461 Iteration 44Q: 3 clusters Score -6420324 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 19302 members Entering Unmasked Estep Score: -6420347.500000 Penalty: 12512.397461 Iteration 45Q: 3 clusters Score -6420348 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 19462 members Entering Unmasked Estep Score: -6420372.500000 Penalty: 12512.397461 Iteration 46Q: 3 clusters Score -6420372 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 19603 members Entering Unmasked Estep Score: -6420422.500000 Penalty: 12512.397461 Iteration 47Q: 3 clusters Score -6420422 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 19735 members Entering Unmasked Estep Score: -6420467.500000 Penalty: 12512.397461 Iteration 48Q: 3 clusters Score -6420468 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 19857 members Entering Unmasked Estep Score: -6420497.500000 Penalty: 12512.397461 Iteration 49Q: 3 clusters Score -6420498 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 19967 members Entering Unmasked Estep Score: -6420526.000000 Penalty: 12512.397461 Iteration 50Q: 3 clusters Score -6420526 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 20054 members Entering Unmasked Estep Score: -6420531.500000 Penalty: 12512.397461 Iteration 51Q: 3 clusters Score -6420532 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 20151 members Entering Unmasked Estep Score: -6420568.000000 Penalty: 12512.397461 Iteration 52Q: 3 clusters Score -6420568 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 20245 members Entering Unmasked Estep Score: -6420579.500000 Penalty: 12512.397461 Iteration 53Q: 3 clusters Score -6420580 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 20342 members Entering Unmasked Estep Score: -6420613.500000 Penalty: 12512.397461 Iteration 54Q: 3 clusters Score -6420614 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 20436 members Entering Unmasked Estep Score: -6420615.000000 Penalty: 12512.397461 Iteration 55Q: 3 clusters Score -6420615 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 20515 members Entering Unmasked Estep Score: -6420639.000000 Penalty: 12512.397461 Iteration 56Q: 3 clusters Score -6420639 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 20614 members Entering Unmasked Estep Score: -6420667.000000 Penalty: 12512.397461 Iteration 57Q: 3 clusters Score -6420667 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 20694 members Entering Unmasked Estep Score: -6420677.500000 Penalty: 12512.397461 Iteration 58Q: 3 clusters Score -6420678 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 20759 members Entering Unmasked Estep Score: -6420685.500000 Penalty: 12512.397461 Iteration 59Q: 3 clusters Score -6420686 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 20839 members Entering Unmasked Estep Score: -6420706.000000 Penalty: 12512.397461 Iteration 60F: 3 clusters Score -6420706 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 20921 members Entering Unmasked Estep Score: -6420717.500000 Penalty: 12512.397461 Iteration 61Q: 3 clusters Score -6420718 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 20991 members Entering Unmasked Estep Score: -6420742.500000 Penalty: 12512.397461 Iteration 62Q: 3 clusters Score -6420742 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 21057 members Entering Unmasked Estep Score: -6420750.000000 Penalty: 12512.397461 Iteration 63Q: 3 clusters Score -6420750 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 21103 members Entering Unmasked Estep Score: -6420751.000000 Penalty: 12512.397461 Iteration 64Q: 3 clusters Score -6420751 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 21156 members Entering Unmasked Estep Score: -6420765.500000 Penalty: 12512.397461 Iteration 65Q: 3 clusters Score -6420766 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 21212 members Entering Unmasked Estep Score: -6420796.500000 Penalty: 12512.397461 Iteration 66Q: 3 clusters Score -6420796 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 21252 members Entering Unmasked Estep Score: -6420834.500000 Penalty: 12512.397461 Iteration 67Q: 3 clusters Score -6420834 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 21303 members Entering Unmasked Estep Score: -6420824.000000 Penalty: 12512.397461 Iteration 68Q: 3 clusters Score -6420824 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 21348 members Entering Unmasked Estep Score: -6420832.000000 Penalty: 12512.397461 Iteration 69Q: 3 clusters Score -6420832 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 21385 members Entering Unmasked Estep Score: -6420846.500000 Penalty: 12512.397461 Iteration 70Q: 3 clusters Score -6420846 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 21413 members Entering Unmasked Estep Score: -6420847.500000 Penalty: 12512.397461 Iteration 71Q: 3 clusters Score -6420848 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 21455 members Entering Unmasked Estep Score: -6420863.500000 Penalty: 12512.397461 Iteration 72Q: 3 clusters Score -6420864 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 21498 members Entering Unmasked Estep Score: -6420882.000000 Penalty: 12512.397461 Iteration 73Q: 3 clusters Score -6420882 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 21546 members Entering Unmasked Estep Score: -6420880.000000 Penalty: 12512.397461 Iteration 74Q: 3 clusters Score -6420880 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 21581 members Entering Unmasked Estep Score: -6420885.000000 Penalty: 12512.397461 Iteration 75Q: 3 clusters Score -6420885 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 21618 members Entering Unmasked Estep Score: -6420900.500000 Penalty: 12512.397461 Iteration 76Q: 3 clusters Score -6420900 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 21657 members Entering Unmasked Estep Score: -6420909.500000 Penalty: 12512.397461 Iteration 77Q: 3 clusters Score -6420910 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 21693 members Entering Unmasked Estep Score: -6420904.000000 Penalty: 12512.397461 Iteration 78Q: 3 clusters Score -6420904 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 21728 members Entering Unmasked Estep Score: -6420914.500000 Penalty: 12512.397461 Iteration 79Q: 3 clusters Score -6420914 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 21761 members Entering Unmasked Estep Score: -6420921.000000 Penalty: 12512.397461 Iteration 80F: 3 clusters Score -6420921 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 21790 members Entering Unmasked Estep Score: -6420930.000000 Penalty: 12512.397461 Iteration 81Q: 3 clusters Score -6420930 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 21822 members Entering Unmasked Estep Score: -6420944.000000 Penalty: 12512.397461 Iteration 82Q: 3 clusters Score -6420944 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 21844 members Entering Unmasked Estep Score: -6420961.000000 Penalty: 12512.397461 Iteration 83Q: 3 clusters Score -6420961 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 21868 members Entering Unmasked Estep Score: -6420955.500000 Penalty: 12512.397461 Iteration 84Q: 3 clusters Score -6420956 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 21894 members Entering Unmasked Estep Score: -6420968.000000 Penalty: 12512.397461 Iteration 85Q: 3 clusters Score -6420968 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 21917 members Entering Unmasked Estep Score: -6420957.500000 Penalty: 12512.397461 Iteration 86Q: 3 clusters Score -6420958 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 21937 members Entering Unmasked Estep Score: -6420980.500000 Penalty: 12512.397461 Iteration 87Q: 3 clusters Score -6420980 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 21956 members Entering Unmasked Estep Score: -6420979.500000 Penalty: 12512.397461 Iteration 88Q: 3 clusters Score -6420980 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 21969 members Entering Unmasked Estep Score: -6420979.500000 Penalty: 12512.397461 Iteration 89Q: 3 clusters Score -6420980 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 21980 members Entering Unmasked Estep Score: -6420981.500000 Penalty: 12512.397461 Iteration 90Q: 3 clusters Score -6420982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 21993 members Entering Unmasked Estep Score: -6420987.500000 Penalty: 12512.397461 Iteration 91Q: 3 clusters Score -6420988 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 22002 members Entering Unmasked Estep Score: -6420982.500000 Penalty: 12512.397461 Iteration 92Q: 3 clusters Score -6420982 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 22012 members Entering Unmasked Estep Score: -6420993.500000 Penalty: 12512.397461 Iteration 93Q: 3 clusters Score -6420994 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 22018 members Entering Unmasked Estep Score: -6420998.500000 Penalty: 12512.397461 Iteration 94Q: 3 clusters Score -6420998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 22024 members Entering Unmasked Estep Score: -6420994.500000 Penalty: 12512.397461 Iteration 95Q: 3 clusters Score -6420994 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 22034 members Entering Unmasked Estep Score: -6420999.500000 Penalty: 12512.397461 Iteration 96Q: 3 clusters Score -6421000 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 22049 members Entering Unmasked Estep Score: -6421002.500000 Penalty: 12512.397461 Iteration 97Q: 3 clusters Score -6421002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 22054 members Entering Unmasked Estep Score: -6421004.500000 Penalty: 12512.397461 Iteration 98Q: 3 clusters Score -6421004 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 22057 members Entering Unmasked Estep Score: -6421005.500000 Penalty: 12512.397461 Iteration 99Q: 3 clusters Score -6421006 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 22064 members Entering Unmasked Estep Score: -6421004.500000 Penalty: 12512.397461 Iteration 100F: 3 clusters Score -6421004 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 22068 members Entering Unmasked Estep Score: -6421003.500000 Penalty: 12512.397461 Iteration 101Q: 3 clusters Score -6421004 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 22072 members Entering Unmasked Estep Score: -6421002.500000 Penalty: 12512.397461 Iteration 102Q: 3 clusters Score -6421002 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 22074 members Entering Unmasked Estep Score: -6421004.000000 Penalty: 12512.397461 Iteration 103Q: 3 clusters Score -6421004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 22075 members Entering Unmasked Estep Score: -6421002.000000 Penalty: 12512.397461 Iteration 104Q: 3 clusters Score -6421002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 22082 members Entering Unmasked Estep Score: -6421003.000000 Penalty: 12512.397461 Iteration 105Q: 3 clusters Score -6421003 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 22085 members Entering Unmasked Estep Score: -6421007.500000 Penalty: 12512.397461 Iteration 106Q: 3 clusters Score -6421008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 22089 members Entering Unmasked Estep Score: -6421013.000000 Penalty: 12512.397461 Iteration 107Q: 3 clusters Score -6421013 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 22092 members Entering Unmasked Estep Score: -6421010.500000 Penalty: 12512.397461 Iteration 108Q: 3 clusters Score -6421010 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 22099 members Entering Unmasked Estep Score: -6421010.000000 Penalty: 12512.397461 Iteration 109Q: 3 clusters Score -6421010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 22104 members Entering Unmasked Estep Score: -6421015.000000 Penalty: 12512.397461 Iteration 110Q: 3 clusters Score -6421015 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 22113 members Entering Unmasked Estep Score: -6421024.500000 Penalty: 12512.397461 Iteration 111Q: 3 clusters Score -6421024 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 22121 members Entering Unmasked Estep Score: -6421031.500000 Penalty: 12512.397461 Iteration 112Q: 3 clusters Score -6421032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 22124 members Entering Unmasked Estep Score: -6421026.000000 Penalty: 12512.397461 Iteration 113Q: 3 clusters Score -6421026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 22126 members Entering Unmasked Estep Score: -6421028.500000 Penalty: 12512.397461 Iteration 114Q: 3 clusters Score -6421028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 22128 members Entering Unmasked Estep Score: -6421031.000000 Penalty: 12512.397461 Iteration 115Q: 3 clusters Score -6421031 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 22130 members Entering Unmasked Estep Score: -6421021.500000 Penalty: 12512.397461 Iteration 116Q: 3 clusters Score -6421022 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 22132 members Entering Unmasked Estep Score: -6421028.500000 Penalty: 12512.397461 Iteration 117Q: 3 clusters Score -6421028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 22135 members Entering Unmasked Estep Score: -6421031.500000 Penalty: 12512.397461 Iteration 118Q: 3 clusters Score -6421032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -6421028.500000 Penalty: 12512.397461 Iteration 119Q: 3 clusters Score -6421028 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 22141 members Entering Unmasked Estep Score: -6421030.000000 Penalty: 12512.397461 Iteration 120F: 3 clusters Score -6421030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 22142 members Entering Unmasked Estep Score: -6421025.000000 Penalty: 12512.397461 Iteration 121Q: 3 clusters Score -6421025 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -6421021.000000 Penalty: 12512.397461 Iteration 122Q: 3 clusters Score -6421021 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -6421021.000000 Penalty: 12512.397461 Iteration 123F: 3 clusters Score -6421021 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Entering Unmasked Estep Score: -140478.140625 Penalty: 4000.162598 Iteration 0F: 2 clusters Score -140478.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -137047.484375 Penalty: 8000.325195 Iteration 0F: 3 clusters Score -137047.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -137316.921875 Penalty: 8000.325195 Iteration 1F: 3 clusters Score -137316.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -137483.609375 Penalty: 8000.325195 Iteration 2Q: 3 clusters Score -137483.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -137567.296875 Penalty: 8000.325195 Iteration 3Q: 3 clusters Score -137567.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -137620.578125 Penalty: 8000.325195 Iteration 4Q: 3 clusters Score -137620.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -137645.328125 Penalty: 8000.325195 Iteration 5Q: 3 clusters Score -137645.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -137680.796875 Penalty: 8000.325195 Iteration 6Q: 3 clusters Score -137680.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -137692.328125 Penalty: 8000.325195 Iteration 7Q: 3 clusters Score -137692.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -137694.328125 Penalty: 8000.325195 Iteration 8Q: 3 clusters Score -137694.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -137694.328125 Penalty: 8000.325195 Iteration 9F: 3 clusters Score -137694.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Entering Unmasked Estep Score: -1601467.875000 Penalty: 5405.205566 Iteration 0F: 2 clusters Score -1601468 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1593252.875000 Penalty: 10810.411133 Iteration 0F: 3 clusters Score -1593253 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -1594765.250000 Penalty: 10810.411133 Iteration 1F: 3 clusters Score -1594765 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1595119.000000 Penalty: 10810.411133 Iteration 2F: 3 clusters Score -1595119 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1595306.875000 Penalty: 10810.411133 Iteration 3Q: 3 clusters Score -1595307 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -1595429.875000 Penalty: 10810.411133 Iteration 4Q: 3 clusters Score -1595430 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1595531.375000 Penalty: 10810.411133 Iteration 5Q: 3 clusters Score -1595531 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1595604.250000 Penalty: 10810.411133 Iteration 6Q: 3 clusters Score -1595604 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -1595679.250000 Penalty: 10810.411133 Iteration 7Q: 3 clusters Score -1595679 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -1595746.875000 Penalty: 10810.411133 Iteration 8Q: 3 clusters Score -1595747 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -1595805.125000 Penalty: 10810.411133 Iteration 9Q: 3 clusters Score -1595805 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -1595855.375000 Penalty: 10810.411133 Iteration 10Q: 3 clusters Score -1595855 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -1595903.500000 Penalty: 10810.411133 Iteration 11Q: 3 clusters Score -1595904 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -1595940.250000 Penalty: 10810.411133 Iteration 12Q: 3 clusters Score -1595940 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1595966.875000 Penalty: 10810.411133 Iteration 13Q: 3 clusters Score -1595967 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1596003.750000 Penalty: 10810.411133 Iteration 14Q: 3 clusters Score -1596004 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1596036.375000 Penalty: 10810.411133 Iteration 15Q: 3 clusters Score -1596036 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1596060.375000 Penalty: 10810.411133 Iteration 16Q: 3 clusters Score -1596060 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1596083.375000 Penalty: 10810.411133 Iteration 17Q: 3 clusters Score -1596083 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -1596110.000000 Penalty: 10810.411133 Iteration 18Q: 3 clusters Score -1596110 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1596129.375000 Penalty: 10810.411133 Iteration 19Q: 3 clusters Score -1596129 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1596152.000000 Penalty: 10810.411133 Iteration 20F: 3 clusters Score -1596152 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1596179.875000 Penalty: 10810.411133 Iteration 21Q: 3 clusters Score -1596180 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1596205.125000 Penalty: 10810.411133 Iteration 22Q: 3 clusters Score -1596205 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1596224.375000 Penalty: 10810.411133 Iteration 23Q: 3 clusters Score -1596224 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1596247.500000 Penalty: 10810.411133 Iteration 24Q: 3 clusters Score -1596248 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -1596276.875000 Penalty: 10810.411133 Iteration 25Q: 3 clusters Score -1596277 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1596306.375000 Penalty: 10810.411133 Iteration 26Q: 3 clusters Score -1596306 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1596329.625000 Penalty: 10810.411133 Iteration 27Q: 3 clusters Score -1596330 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1596361.000000 Penalty: 10810.411133 Iteration 28Q: 3 clusters Score -1596361 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1596389.375000 Penalty: 10810.411133 Iteration 29Q: 3 clusters Score -1596389 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1596421.500000 Penalty: 10810.411133 Iteration 30Q: 3 clusters Score -1596422 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1596454.625000 Penalty: 10810.411133 Iteration 31Q: 3 clusters Score -1596455 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1596487.500000 Penalty: 10810.411133 Iteration 32Q: 3 clusters Score -1596488 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -1596525.625000 Penalty: 10810.411133 Iteration 33Q: 3 clusters Score -1596526 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1596566.000000 Penalty: 10810.411133 Iteration 34Q: 3 clusters Score -1596566 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -1596610.625000 Penalty: 10810.411133 Iteration 35Q: 3 clusters Score -1596611 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1596649.375000 Penalty: 10810.411133 Iteration 36Q: 3 clusters Score -1596649 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1596681.375000 Penalty: 10810.411133 Iteration 37Q: 3 clusters Score -1596681 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1596711.875000 Penalty: 10810.411133 Iteration 38Q: 3 clusters Score -1596712 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -1596736.750000 Penalty: 10810.411133 Iteration 39Q: 3 clusters Score -1596737 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1596766.250000 Penalty: 10810.411133 Iteration 40F: 3 clusters Score -1596766 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1596818.500000 Penalty: 10810.411133 Iteration 41Q: 3 clusters Score -1596818 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1596855.625000 Penalty: 10810.411133 Iteration 42Q: 3 clusters Score -1596856 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1596918.000000 Penalty: 10810.411133 Iteration 43Q: 3 clusters Score -1596918 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1596969.125000 Penalty: 10810.411133 Iteration 44Q: 3 clusters Score -1596969 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1597017.625000 Penalty: 10810.411133 Iteration 45Q: 3 clusters Score -1597018 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -1597060.250000 Penalty: 10810.411133 Iteration 46Q: 3 clusters Score -1597060 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1597106.000000 Penalty: 10810.411133 Iteration 47Q: 3 clusters Score -1597106 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1597153.000000 Penalty: 10810.411133 Iteration 48Q: 3 clusters Score -1597153 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1597188.250000 Penalty: 10810.411133 Iteration 49Q: 3 clusters Score -1597188 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1597227.250000 Penalty: 10810.411133 Iteration 50Q: 3 clusters Score -1597227 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -1597270.000000 Penalty: 10810.411133 Iteration 51Q: 3 clusters Score -1597270 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1597337.250000 Penalty: 10810.411133 Iteration 52Q: 3 clusters Score -1597337 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1597413.000000 Penalty: 10810.411133 Iteration 53Q: 3 clusters Score -1597413 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1597477.000000 Penalty: 10810.411133 Iteration 54Q: 3 clusters Score -1597477 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -1597532.125000 Penalty: 10810.411133 Iteration 55Q: 3 clusters Score -1597532 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -1597590.625000 Penalty: 10810.411133 Iteration 56Q: 3 clusters Score -1597591 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1597646.000000 Penalty: 10810.411133 Iteration 57Q: 3 clusters Score -1597646 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1597685.500000 Penalty: 10810.411133 Iteration 58Q: 3 clusters Score -1597686 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -1597722.375000 Penalty: 10810.411133 Iteration 59Q: 3 clusters Score -1597722 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1597759.500000 Penalty: 10810.411133 Iteration 60F: 3 clusters Score -1597760 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1597792.125000 Penalty: 10810.411133 Iteration 61Q: 3 clusters Score -1597792 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1597835.000000 Penalty: 10810.411133 Iteration 62Q: 3 clusters Score -1597835 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -1597860.875000 Penalty: 10810.411133 Iteration 63Q: 3 clusters Score -1597861 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1597881.000000 Penalty: 10810.411133 Iteration 64Q: 3 clusters Score -1597881 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1597903.000000 Penalty: 10810.411133 Iteration 65Q: 3 clusters Score -1597903 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1597918.125000 Penalty: 10810.411133 Iteration 66Q: 3 clusters Score -1597918 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -1597925.500000 Penalty: 10810.411133 Iteration 67Q: 3 clusters Score -1597926 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1597934.750000 Penalty: 10810.411133 Iteration 68Q: 3 clusters Score -1597935 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1597940.000000 Penalty: 10810.411133 Iteration 69Q: 3 clusters Score -1597940 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1597948.875000 Penalty: 10810.411133 Iteration 70Q: 3 clusters Score -1597949 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1597954.500000 Penalty: 10810.411133 Iteration 71Q: 3 clusters Score -1597954 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -1597962.750000 Penalty: 10810.411133 Iteration 72Q: 3 clusters Score -1597963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -1597966.250000 Penalty: 10810.411133 Iteration 73Q: 3 clusters Score -1597966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1597970.750000 Penalty: 10810.411133 Iteration 74Q: 3 clusters Score -1597971 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1597971.000000 Penalty: 10810.411133 Iteration 75Q: 3 clusters Score -1597971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1597971.125000 Penalty: 10810.411133 Iteration 76Q: 3 clusters Score -1597971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -1597974.000000 Penalty: 10810.411133 Iteration 77Q: 3 clusters Score -1597974 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -1597980.125000 Penalty: 10810.411133 Iteration 78Q: 3 clusters Score -1597980 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -1597984.250000 Penalty: 10810.411133 Iteration 79Q: 3 clusters Score -1597984 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1597993.500000 Penalty: 10810.411133 Iteration 80F: 3 clusters Score -1597994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1597997.625000 Penalty: 10810.411133 Iteration 81Q: 3 clusters Score -1597998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1598004.125000 Penalty: 10810.411133 Iteration 82Q: 3 clusters Score -1598004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -1598003.875000 Penalty: 10810.411133 Iteration 83Q: 3 clusters Score -1598004 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -1598010.750000 Penalty: 10810.411133 Iteration 84Q: 3 clusters Score -1598011 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1598011.500000 Penalty: 10810.411133 Iteration 85Q: 3 clusters Score -1598012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1598014.625000 Penalty: 10810.411133 Iteration 86Q: 3 clusters Score -1598015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -1598019.125000 Penalty: 10810.411133 Iteration 87Q: 3 clusters Score -1598019 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1598020.125000 Penalty: 10810.411133 Iteration 88Q: 3 clusters Score -1598020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1598018.750000 Penalty: 10810.411133 Iteration 89Q: 3 clusters Score -1598019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1598019.000000 Penalty: 10810.411133 Iteration 90Q: 3 clusters Score -1598019 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -1598020.375000 Penalty: 10810.411133 Iteration 91Q: 3 clusters Score -1598020 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -1598024.250000 Penalty: 10810.411133 Iteration 92Q: 3 clusters Score -1598024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1598030.750000 Penalty: 10810.411133 Iteration 93Q: 3 clusters Score -1598031 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1598031.875000 Penalty: 10810.411133 Iteration 94Q: 3 clusters Score -1598032 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -1598033.125000 Penalty: 10810.411133 Iteration 95Q: 3 clusters Score -1598033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -1598035.750000 Penalty: 10810.411133 Iteration 96Q: 3 clusters Score -1598036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1598038.000000 Penalty: 10810.411133 Iteration 97Q: 3 clusters Score -1598038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1598038.125000 Penalty: 10810.411133 Iteration 98Q: 3 clusters Score -1598038 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1598038.125000 Penalty: 10810.411133 Iteration 99F: 3 clusters Score -1598038 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (7143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Entering Unmasked Estep Score: -1673414.375000 Penalty: 5435.256348 Iteration 0F: 2 clusters Score -1673414 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -1665054.375000 Penalty: 10870.512695 Iteration 0F: 3 clusters Score -1665054 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1666648.750000 Penalty: 10870.512695 Iteration 1F: 3 clusters Score -1666649 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1667056.750000 Penalty: 10870.512695 Iteration 2F: 3 clusters Score -1667057 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1667368.750000 Penalty: 10870.512695 Iteration 3Q: 3 clusters Score -1667369 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1667656.750000 Penalty: 10870.512695 Iteration 4Q: 3 clusters Score -1667657 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1667978.250000 Penalty: 10870.512695 Iteration 5Q: 3 clusters Score -1667978 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1668408.125000 Penalty: 10870.512695 Iteration 6Q: 3 clusters Score -1668408 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1668957.625000 Penalty: 10870.512695 Iteration 7F: 3 clusters Score -1668958 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1669735.375000 Penalty: 10870.512695 Iteration 8F: 3 clusters Score -1669735 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -1670560.000000 Penalty: 10870.512695 Iteration 9F: 3 clusters Score -1670560 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1671103.625000 Penalty: 10870.512695 Iteration 10Q: 3 clusters Score -1671104 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -1671456.125000 Penalty: 10870.512695 Iteration 11Q: 3 clusters Score -1671456 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1671671.875000 Penalty: 10870.512695 Iteration 12Q: 3 clusters Score -1671672 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1671779.625000 Penalty: 10870.512695 Iteration 13Q: 3 clusters Score -1671780 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1671824.125000 Penalty: 10870.512695 Iteration 14Q: 3 clusters Score -1671824 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1671847.750000 Penalty: 10870.512695 Iteration 15Q: 3 clusters Score -1671848 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1671857.875000 Penalty: 10870.512695 Iteration 16Q: 3 clusters Score -1671858 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1671864.000000 Penalty: 10870.512695 Iteration 17Q: 3 clusters Score -1671864 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1671865.750000 Penalty: 10870.512695 Iteration 18Q: 3 clusters Score -1671866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1671870.375000 Penalty: 10870.512695 Iteration 19Q: 3 clusters Score -1671870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -1671869.500000 Penalty: 10870.512695 Iteration 20F: 3 clusters Score -1671870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1671870.875000 Penalty: 10870.512695 Iteration 21Q: 3 clusters Score -1671871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -1671873.000000 Penalty: 10870.512695 Iteration 22Q: 3 clusters Score -1671873 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1671874.625000 Penalty: 10870.512695 Iteration 23Q: 3 clusters Score -1671875 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1671875.375000 Penalty: 10870.512695 Iteration 24Q: 3 clusters Score -1671875 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1671879.125000 Penalty: 10870.512695 Iteration 25Q: 3 clusters Score -1671879 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1671879.125000 Penalty: 10870.512695 Iteration 26F: 3 clusters Score -1671879 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116685 members Mstep: Class 3 contains 32124 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84407 members Mstep: Class 6 contains 9205 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40719 members Mstep: Class 12 contains 37276 members Mstep: Class 13 contains 7127 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15211 members Mstep: Class 17 contains 9834 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4931 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27288 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6801 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710176.000000 Penalty: 198930.609375 Iteration 119Q: 26 clusters Score -1.017102e+08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116685 members Mstep: Class 3 contains 32135 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84406 members Mstep: Class 6 contains 9204 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40709 members Mstep: Class 12 contains 37275 members Mstep: Class 13 contains 7126 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15211 members Mstep: Class 17 contains 9834 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27291 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710120.000000 Penalty: 198930.609375 Iteration 120F: 26 clusters Score -1.017101e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32136 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84405 members Mstep: Class 6 contains 9213 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9690 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40704 members Mstep: Class 12 contains 37275 members Mstep: Class 13 contains 7121 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15211 members Mstep: Class 17 contains 9831 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27295 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710136.000000 Penalty: 198930.609375 Iteration 121Q: 26 clusters Score -1.017101e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32142 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84404 members Mstep: Class 6 contains 9218 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9691 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40698 members Mstep: Class 12 contains 37272 members Mstep: Class 13 contains 7116 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15208 members Mstep: Class 17 contains 9828 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27303 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7144 members Entering Unmasked Estep ConsiderDeletion Score: -101710176.000000 Penalty: 198930.609375 Iteration 122Q: 26 clusters Score -1.017102e+08 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116683 members Mstep: Class 3 contains 32146 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84404 members Mstep: Class 6 contains 9212 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3108 members Mstep: Class 9 contains 9694 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40694 members Mstep: Class 12 contains 37270 members Mstep: Class 13 contains 7111 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15204 members Mstep: Class 17 contains 9827 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27322 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6800 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710136.000000 Penalty: 198930.609375 Iteration 123Q: 26 clusters Score -1.017101e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116687 members Mstep: Class 3 contains 32136 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84405 members Mstep: Class 6 contains 9213 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9695 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40694 members Mstep: Class 12 contains 37262 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15201 members Mstep: Class 17 contains 9827 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27340 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710168.000000 Penalty: 198930.609375 Iteration 124Q: 26 clusters Score -1.017102e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116688 members Mstep: Class 3 contains 32137 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84404 members Mstep: Class 6 contains 9198 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9696 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40694 members Mstep: Class 12 contains 37261 members Mstep: Class 13 contains 7108 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15200 members Mstep: Class 17 contains 9826 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27357 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710160.000000 Penalty: 198930.609375 Iteration 125Q: 26 clusters Score -1.017102e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116687 members Mstep: Class 3 contains 32136 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84406 members Mstep: Class 6 contains 9191 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9696 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40691 members Mstep: Class 12 contains 37260 members Mstep: Class 13 contains 7108 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9825 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27372 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710224.000000 Penalty: 198930.609375 Iteration 126Q: 26 clusters Score -1.017102e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116688 members Mstep: Class 3 contains 32128 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84405 members Mstep: Class 6 contains 9196 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9696 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40690 members Mstep: Class 12 contains 37260 members Mstep: Class 13 contains 7105 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9825 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27379 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7143 members Entering Unmasked Estep ConsiderDeletion Score: -101710272.000000 Penalty: 198930.609375 Iteration 127Q: 26 clusters Score -1.017103e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116687 members Mstep: Class 3 contains 32130 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84405 members Mstep: Class 6 contains 9189 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9697 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40687 members Mstep: Class 12 contains 37259 members Mstep: Class 13 contains 7103 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 9825 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27390 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7142 members Entering Unmasked Estep ConsiderDeletion Score: -101710256.000000 Penalty: 198930.609375 Iteration 128Q: 26 clusters Score -1.017103e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116687 members Mstep: Class 3 contains 32132 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84406 members Mstep: Class 6 contains 9188 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9698 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40681 members Mstep: Class 12 contains 37258 members Mstep: Class 13 contains 7101 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9824 members Mstep: Class 18 contains 18706 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27398 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7141 members Entering Unmasked Estep ConsiderDeletion Score: -101710240.000000 Penalty: 198930.609375 Iteration 129Q: 26 clusters Score -1.017102e+08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116687 members Mstep: Class 3 contains 32137 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84405 members Mstep: Class 6 contains 9185 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9700 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40673 members Mstep: Class 12 contains 37262 members Mstep: Class 13 contains 7098 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9823 members Mstep: Class 18 contains 18706 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27403 members Mstep: Class 23 contains 685 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7141 members Entering Unmasked Estep ConsiderDeletion Score: -101710216.000000 Penalty: 198930.609375 Iteration 130Q: 26 clusters Score -1.017102e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116687 members Mstep: Class 3 contains 32137 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84405 members Mstep: Class 6 contains 9186 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9701 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40669 members Mstep: Class 12 contains 37267 members Mstep: Class 13 contains 7094 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9822 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27407 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7141 members Entering Unmasked Estep ConsiderDeletion Score: -101710248.000000 Penalty: 198930.609375 Iteration 131Q: 26 clusters Score -1.017102e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116687 members Mstep: Class 3 contains 32141 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84404 members Mstep: Class 6 contains 9181 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9701 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40664 members Mstep: Class 12 contains 37267 members Mstep: Class 13 contains 7096 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15196 members Mstep: Class 17 contains 9822 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27413 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7141 members Entering Unmasked Estep ConsiderDeletion Score: -101710192.000000 Penalty: 198930.609375 Iteration 132Q: 26 clusters Score -1.017102e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32144 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84403 members Mstep: Class 6 contains 9181 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9701 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40657 members Mstep: Class 12 contains 37270 members Mstep: Class 13 contains 7096 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9822 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27416 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7140 members Entering Unmasked Estep ConsiderDeletion Score: -101710224.000000 Penalty: 198930.609375 Iteration 133Q: 26 clusters Score -1.017102e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116689 members Mstep: Class 3 contains 32150 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84403 members Mstep: Class 6 contains 9181 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9701 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40646 members Mstep: Class 12 contains 37271 members Mstep: Class 13 contains 7096 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9822 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27418 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7139 members Entering Unmasked Estep ConsiderDeletion Score: -101710232.000000 Penalty: 198930.609375 Iteration 134Q: 26 clusters Score -1.017102e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116693 members Mstep: Class 3 contains 32154 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84403 members Mstep: Class 6 contains 9179 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9701 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40637 members Mstep: Class 12 contains 37272 members Mstep: Class 13 contains 7095 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9822 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27420 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7140 members Entering Unmasked Estep ConsiderDeletion Score: -101710304.000000 Penalty: 198930.609375 Iteration 135Q: 26 clusters Score -1.017103e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116693 members Mstep: Class 3 contains 32155 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84403 members Mstep: Class 6 contains 9179 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9701 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40632 members Mstep: Class 12 contains 37275 members Mstep: Class 13 contains 7095 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15196 members Mstep: Class 17 contains 9822 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27424 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7138 members Entering Unmasked Estep ConsiderDeletion Score: -101710352.000000 Penalty: 198930.609375 Iteration 136Q: 26 clusters Score -1.017104e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116692 members Mstep: Class 3 contains 32158 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84402 members Mstep: Class 6 contains 9179 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9701 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40629 members Mstep: Class 12 contains 37276 members Mstep: Class 13 contains 7095 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15196 members Mstep: Class 17 contains 9821 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27427 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710328.000000 Penalty: 198930.609375 Iteration 137Q: 26 clusters Score -1.017103e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116692 members Mstep: Class 3 contains 32155 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84402 members Mstep: Class 6 contains 9177 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9700 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40628 members Mstep: Class 12 contains 37277 members Mstep: Class 13 contains 7095 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27433 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710304.000000 Penalty: 198930.609375 Iteration 138Q: 26 clusters Score -1.017103e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116692 members Mstep: Class 3 contains 32154 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84402 members Mstep: Class 6 contains 9181 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9700 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40625 members Mstep: Class 12 contains 37275 members Mstep: Class 13 contains 7094 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15197 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27436 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710320.000000 Penalty: 198930.609375 Iteration 139Q: 26 clusters Score -1.017103e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116691 members Mstep: Class 3 contains 32155 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84402 members Mstep: Class 6 contains 9185 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9700 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40623 members Mstep: Class 12 contains 37271 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15196 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27440 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710328.000000 Penalty: 198930.609375 Iteration 140F: 26 clusters Score -1.017103e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116691 members Mstep: Class 3 contains 32158 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84403 members Mstep: Class 6 contains 9183 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9700 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37269 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15195 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27443 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710296.000000 Penalty: 198930.609375 Iteration 141Q: 26 clusters Score -1.017103e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116690 members Mstep: Class 3 contains 32159 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84404 members Mstep: Class 6 contains 9179 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9700 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37268 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15194 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27448 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710352.000000 Penalty: 198930.609375 Iteration 142Q: 26 clusters Score -1.017104e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116691 members Mstep: Class 3 contains 32159 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84404 members Mstep: Class 6 contains 9179 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9701 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37266 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15194 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27448 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710320.000000 Penalty: 198930.609375 Iteration 143Q: 26 clusters Score -1.017103e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116688 members Mstep: Class 3 contains 32160 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84404 members Mstep: Class 6 contains 9180 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9703 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37265 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15194 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27448 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710304.000000 Penalty: 198930.609375 Iteration 144Q: 26 clusters Score -1.017103e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116688 members Mstep: Class 3 contains 32160 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84404 members Mstep: Class 6 contains 9181 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9703 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37264 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15194 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27448 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710296.000000 Penalty: 198930.609375 Iteration 145Q: 26 clusters Score -1.017103e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32160 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84403 members Mstep: Class 6 contains 9182 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9705 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37263 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15195 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27448 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710328.000000 Penalty: 198930.609375 Iteration 146Q: 26 clusters Score -1.017103e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32161 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84402 members Mstep: Class 6 contains 9183 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9705 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37262 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15195 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27448 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710320.000000 Penalty: 198930.609375 Iteration 147Q: 26 clusters Score -1.017103e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32161 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84402 members Mstep: Class 6 contains 9183 members Mstep: Class 7 contains 1432 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9705 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37262 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15195 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27448 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Entering Unmasked Estep ConsiderDeletion Score: -101710320.000000 Penalty: 198930.609375 Iteration 148F: 26 clusters Score -1.017103e+08 nChanged 0 Entering ConstructFrom: Score: -101710320.000000 Penalty: 198930.609375 Entering ConstructFrom: Trying to split cluster 1 (944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Entering Unmasked Estep Score: -211043.000000 Penalty: 4195.702148 Iteration 0F: 2 clusters Score -211043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -206991.031250 Penalty: 8391.404297 Iteration 0F: 3 clusters Score -206991 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -207362.593750 Penalty: 8391.404297 Iteration 1F: 3 clusters Score -207362.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -207442.375000 Penalty: 8391.404297 Iteration 2Q: 3 clusters Score -207442.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -207471.781250 Penalty: 8391.404297 Iteration 3Q: 3 clusters Score -207471.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -207491.843750 Penalty: 8391.404297 Iteration 4Q: 3 clusters Score -207491.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -207496.468750 Penalty: 8391.404297 Iteration 5Q: 3 clusters Score -207496.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -207501.234375 Penalty: 8391.404297 Iteration 6Q: 3 clusters Score -207501.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -207517.171875 Penalty: 8391.404297 Iteration 7Q: 3 clusters Score -207517.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -207526.437500 Penalty: 8391.404297 Iteration 8Q: 3 clusters Score -207526.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -207537.687500 Penalty: 8391.404297 Iteration 9Q: 3 clusters Score -207537.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -207543.171875 Penalty: 8391.404297 Iteration 10Q: 3 clusters Score -207543.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -207543.171875 Penalty: 8391.404297 Iteration 11F: 3 clusters Score -207543.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (116686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116686 members Entering Unmasked Estep Score: -27488340.000000 Penalty: 7146.185547 Iteration 0F: 2 clusters Score -2.748834e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58457 members Mstep: Class 2 contains 58229 members Entering Unmasked Estep Score: -27410200.000000 Penalty: 14292.371094 Iteration 0F: 3 clusters Score -2.74102e+07 nChanged 53792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59213 members Mstep: Class 2 contains 57473 members Entering Unmasked Estep Score: -27439880.000000 Penalty: 14292.371094 Iteration 1F: 3 clusters Score -2.743988e+07 nChanged 4457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59876 members Mstep: Class 2 contains 56810 members Entering Unmasked Estep Score: -27440968.000000 Penalty: 14292.371094 Iteration 2Q: 3 clusters Score -2.744097e+07 nChanged 4020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60678 members Mstep: Class 2 contains 56008 members Entering Unmasked Estep Score: -27441988.000000 Penalty: 14292.371094 Iteration 3Q: 3 clusters Score -2.744199e+07 nChanged 3610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61786 members Mstep: Class 2 contains 54900 members Entering Unmasked Estep Score: -27442898.000000 Penalty: 14292.371094 Iteration 4Q: 3 clusters Score -2.74429e+07 nChanged 3417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63411 members Mstep: Class 2 contains 53275 members Entering Unmasked Estep Score: -27443676.000000 Penalty: 14292.371094 Iteration 5Q: 3 clusters Score -2.744368e+07 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65581 members Mstep: Class 2 contains 51105 members Entering Unmasked Estep Score: -27444510.000000 Penalty: 14292.371094 Iteration 6Q: 3 clusters Score -2.744451e+07 nChanged 3888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68697 members Mstep: Class 2 contains 47989 members Entering Unmasked Estep Score: -27445820.000000 Penalty: 14292.371094 Iteration 7Q: 3 clusters Score -2.744582e+07 nChanged 4815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73118 members Mstep: Class 2 contains 43568 members Entering Unmasked Estep Score: -27447862.000000 Penalty: 14292.371094 Iteration 8Q: 3 clusters Score -2.744786e+07 nChanged 6232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79158 members Mstep: Class 2 contains 37528 members Entering Unmasked Estep Score: -27451150.000000 Penalty: 14292.371094 Iteration 9F: 3 clusters Score -2.745115e+07 nChanged 7927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87023 members Mstep: Class 2 contains 29663 members Entering Unmasked Estep Score: -27456602.000000 Penalty: 14292.371094 Iteration 10F: 3 clusters Score -2.74566e+07 nChanged 9188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96177 members Mstep: Class 2 contains 20509 members Entering Unmasked Estep Score: -27464198.000000 Penalty: 14292.371094 Iteration 11F: 3 clusters Score -2.74642e+07 nChanged 8761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104922 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -27471990.000000 Penalty: 14292.371094 Iteration 12F: 3 clusters Score -2.747199e+07 nChanged 6193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111109 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -27477476.000000 Penalty: 14292.371094 Iteration 13F: 3 clusters Score -2.747748e+07 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114155 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -27480158.000000 Penalty: 14292.371094 Iteration 14Q: 3 clusters Score -2.748016e+07 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115288 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -27481264.000000 Penalty: 14292.371094 Iteration 15Q: 3 clusters Score -2.748126e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115721 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -27481772.000000 Penalty: 14292.371094 Iteration 16Q: 3 clusters Score -2.748177e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115888 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -27481944.000000 Penalty: 14292.371094 Iteration 17Q: 3 clusters Score -2.748194e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115946 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -27482038.000000 Penalty: 14292.371094 Iteration 18Q: 3 clusters Score -2.748204e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115982 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -27482110.000000 Penalty: 14292.371094 Iteration 19Q: 3 clusters Score -2.748211e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115998 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -27482138.000000 Penalty: 14292.371094 Iteration 20F: 3 clusters Score -2.748214e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116017 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -27482184.000000 Penalty: 14292.371094 Iteration 21Q: 3 clusters Score -2.748218e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116026 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -27482202.000000 Penalty: 14292.371094 Iteration 22Q: 3 clusters Score -2.74822e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116036 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -27482212.000000 Penalty: 14292.371094 Iteration 23Q: 3 clusters Score -2.748221e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116042 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -27482202.000000 Penalty: 14292.371094 Iteration 24Q: 3 clusters Score -2.74822e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116044 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -27482200.000000 Penalty: 14292.371094 Iteration 25Q: 3 clusters Score -2.74822e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116048 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -27482206.000000 Penalty: 14292.371094 Iteration 26Q: 3 clusters Score -2.748221e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116049 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -27482216.000000 Penalty: 14292.371094 Iteration 27Q: 3 clusters Score -2.748222e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116050 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -27482216.000000 Penalty: 14292.371094 Iteration 28Q: 3 clusters Score -2.748222e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116054 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -27482236.000000 Penalty: 14292.371094 Iteration 29Q: 3 clusters Score -2.748224e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116056 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -27482238.000000 Penalty: 14292.371094 Iteration 30Q: 3 clusters Score -2.748224e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116054 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -27482216.000000 Penalty: 14292.371094 Iteration 31Q: 3 clusters Score -2.748222e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116055 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -27482232.000000 Penalty: 14292.371094 Iteration 32Q: 3 clusters Score -2.748223e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116055 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -27482232.000000 Penalty: 14292.371094 Iteration 33F: 3 clusters Score -2.748223e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (32161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32161 members Entering Unmasked Estep Score: -7454265.000000 Penalty: 6356.836914 Iteration 0F: 2 clusters Score -7454265 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16104 members Mstep: Class 2 contains 16057 members Entering Unmasked Estep Score: -7430052.500000 Penalty: 12713.673828 Iteration 0F: 3 clusters Score -7430052 nChanged 13615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16019 members Mstep: Class 2 contains 16142 members Entering Unmasked Estep Score: -7437275.000000 Penalty: 12713.673828 Iteration 1F: 3 clusters Score -7437275 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15873 members Mstep: Class 2 contains 16288 members Entering Unmasked Estep Score: -7438194.000000 Penalty: 12713.673828 Iteration 2F: 3 clusters Score -7438194 nChanged 1669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15686 members Mstep: Class 2 contains 16475 members Entering Unmasked Estep Score: -7439037.000000 Penalty: 12713.673828 Iteration 3F: 3 clusters Score -7439037 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15415 members Mstep: Class 2 contains 16746 members Entering Unmasked Estep Score: -7439939.500000 Penalty: 12713.673828 Iteration 4Q: 3 clusters Score -7439940 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14987 members Mstep: Class 2 contains 17174 members Entering Unmasked Estep Score: -7440914.000000 Penalty: 12713.673828 Iteration 5F: 3 clusters Score -7440914 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14480 members Mstep: Class 2 contains 17681 members Entering Unmasked Estep Score: -7441961.500000 Penalty: 12713.673828 Iteration 6F: 3 clusters Score -7441962 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13888 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -7443256.500000 Penalty: 12713.673828 Iteration 7F: 3 clusters Score -7443256 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 18872 members Entering Unmasked Estep Score: -7444582.500000 Penalty: 12713.673828 Iteration 8F: 3 clusters Score -7444582 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12767 members Mstep: Class 2 contains 19394 members Entering Unmasked Estep Score: -7445722.500000 Penalty: 12713.673828 Iteration 9F: 3 clusters Score -7445722 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 19784 members Entering Unmasked Estep Score: -7446607.500000 Penalty: 12713.673828 Iteration 10Q: 3 clusters Score -7446608 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 20081 members Entering Unmasked Estep Score: -7447242.500000 Penalty: 12713.673828 Iteration 11Q: 3 clusters Score -7447242 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 20324 members Entering Unmasked Estep Score: -7447706.500000 Penalty: 12713.673828 Iteration 12Q: 3 clusters Score -7447706 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 20475 members Entering Unmasked Estep Score: -7448019.500000 Penalty: 12713.673828 Iteration 13Q: 3 clusters Score -7448020 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 20611 members Entering Unmasked Estep Score: -7448234.500000 Penalty: 12713.673828 Iteration 14Q: 3 clusters Score -7448234 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 20743 members Entering Unmasked Estep Score: -7448369.000000 Penalty: 12713.673828 Iteration 15Q: 3 clusters Score -7448369 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 20857 members Entering Unmasked Estep Score: -7448473.000000 Penalty: 12713.673828 Iteration 16Q: 3 clusters Score -7448473 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 20992 members Entering Unmasked Estep Score: -7448553.000000 Penalty: 12713.673828 Iteration 17Q: 3 clusters Score -7448553 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11022 members Mstep: Class 2 contains 21139 members Entering Unmasked Estep Score: -7448594.500000 Penalty: 12713.673828 Iteration 18Q: 3 clusters Score -7448594 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10879 members Mstep: Class 2 contains 21282 members Entering Unmasked Estep Score: -7448644.000000 Penalty: 12713.673828 Iteration 19Q: 3 clusters Score -7448644 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 21407 members Entering Unmasked Estep Score: -7448688.500000 Penalty: 12713.673828 Iteration 20F: 3 clusters Score -7448688 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10637 members Mstep: Class 2 contains 21524 members Entering Unmasked Estep Score: -7448713.500000 Penalty: 12713.673828 Iteration 21Q: 3 clusters Score -7448714 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 21650 members Entering Unmasked Estep Score: -7448751.000000 Penalty: 12713.673828 Iteration 22Q: 3 clusters Score -7448751 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 21767 members Entering Unmasked Estep Score: -7448803.000000 Penalty: 12713.673828 Iteration 23Q: 3 clusters Score -7448803 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 21893 members Entering Unmasked Estep Score: -7448831.500000 Penalty: 12713.673828 Iteration 24Q: 3 clusters Score -7448832 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 22019 members Entering Unmasked Estep Score: -7448883.500000 Penalty: 12713.673828 Iteration 25Q: 3 clusters Score -7448884 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10014 members Mstep: Class 2 contains 22147 members Entering Unmasked Estep Score: -7448934.500000 Penalty: 12713.673828 Iteration 26Q: 3 clusters Score -7448934 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 22258 members Entering Unmasked Estep Score: -7448969.000000 Penalty: 12713.673828 Iteration 27Q: 3 clusters Score -7448969 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 22371 members Entering Unmasked Estep Score: -7448965.000000 Penalty: 12713.673828 Iteration 28Q: 3 clusters Score -7448965 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 22477 members Entering Unmasked Estep Score: -7449014.000000 Penalty: 12713.673828 Iteration 29Q: 3 clusters Score -7449014 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 22567 members Entering Unmasked Estep Score: -7449036.000000 Penalty: 12713.673828 Iteration 30Q: 3 clusters Score -7449036 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 22655 members Entering Unmasked Estep Score: -7449073.000000 Penalty: 12713.673828 Iteration 31Q: 3 clusters Score -7449073 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 22732 members Entering Unmasked Estep Score: -7449075.000000 Penalty: 12713.673828 Iteration 32Q: 3 clusters Score -7449075 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 22815 members Entering Unmasked Estep Score: -7449065.500000 Penalty: 12713.673828 Iteration 33Q: 3 clusters Score -7449066 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -7449105.000000 Penalty: 12713.673828 Iteration 34Q: 3 clusters Score -7449105 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 22984 members Entering Unmasked Estep Score: -7449138.000000 Penalty: 12713.673828 Iteration 35Q: 3 clusters Score -7449138 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 23063 members Entering Unmasked Estep Score: -7449153.500000 Penalty: 12713.673828 Iteration 36Q: 3 clusters Score -7449154 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 23145 members Entering Unmasked Estep Score: -7449174.500000 Penalty: 12713.673828 Iteration 37Q: 3 clusters Score -7449174 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 23225 members Entering Unmasked Estep Score: -7449200.500000 Penalty: 12713.673828 Iteration 38Q: 3 clusters Score -7449200 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 23300 members Entering Unmasked Estep Score: -7449221.000000 Penalty: 12713.673828 Iteration 39Q: 3 clusters Score -7449221 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 23382 members Entering Unmasked Estep Score: -7449243.500000 Penalty: 12713.673828 Iteration 40F: 3 clusters Score -7449244 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Mstep: Class 2 contains 23456 members Entering Unmasked Estep Score: -7449247.500000 Penalty: 12713.673828 Iteration 41Q: 3 clusters Score -7449248 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 23530 members Entering Unmasked Estep Score: -7449297.000000 Penalty: 12713.673828 Iteration 42Q: 3 clusters Score -7449297 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 23614 members Entering Unmasked Estep Score: -7449291.000000 Penalty: 12713.673828 Iteration 43Q: 3 clusters Score -7449291 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 23688 members Entering Unmasked Estep Score: -7449283.500000 Penalty: 12713.673828 Iteration 44Q: 3 clusters Score -7449284 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 23763 members Entering Unmasked Estep Score: -7449309.000000 Penalty: 12713.673828 Iteration 45Q: 3 clusters Score -7449309 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 23832 members Entering Unmasked Estep Score: -7449358.500000 Penalty: 12713.673828 Iteration 46Q: 3 clusters Score -7449358 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 23899 members Entering Unmasked Estep Score: -7449391.500000 Penalty: 12713.673828 Iteration 47Q: 3 clusters Score -7449392 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 23962 members Entering Unmasked Estep Score: -7449407.500000 Penalty: 12713.673828 Iteration 48Q: 3 clusters Score -7449408 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8132 members Mstep: Class 2 contains 24029 members Entering Unmasked Estep Score: -7449411.000000 Penalty: 12713.673828 Iteration 49Q: 3 clusters Score -7449411 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 24104 members Entering Unmasked Estep Score: -7449401.500000 Penalty: 12713.673828 Iteration 50Q: 3 clusters Score -7449402 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 24184 members Entering Unmasked Estep Score: -7449412.000000 Penalty: 12713.673828 Iteration 51Q: 3 clusters Score -7449412 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 24259 members Entering Unmasked Estep Score: -7449447.000000 Penalty: 12713.673828 Iteration 52Q: 3 clusters Score -7449447 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 24334 members Entering Unmasked Estep Score: -7449476.500000 Penalty: 12713.673828 Iteration 53Q: 3 clusters Score -7449476 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 24421 members Entering Unmasked Estep Score: -7449522.500000 Penalty: 12713.673828 Iteration 54Q: 3 clusters Score -7449522 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 24518 members Entering Unmasked Estep Score: -7449538.500000 Penalty: 12713.673828 Iteration 55Q: 3 clusters Score -7449538 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 24612 members Entering Unmasked Estep Score: -7449571.500000 Penalty: 12713.673828 Iteration 56Q: 3 clusters Score -7449572 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 24717 members Entering Unmasked Estep Score: -7449593.000000 Penalty: 12713.673828 Iteration 57Q: 3 clusters Score -7449593 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 24826 members Entering Unmasked Estep Score: -7449654.500000 Penalty: 12713.673828 Iteration 58Q: 3 clusters Score -7449654 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 24938 members Entering Unmasked Estep Score: -7449680.000000 Penalty: 12713.673828 Iteration 59Q: 3 clusters Score -7449680 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 25043 members Entering Unmasked Estep Score: -7449707.000000 Penalty: 12713.673828 Iteration 60F: 3 clusters Score -7449707 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 25135 members Entering Unmasked Estep Score: -7449752.000000 Penalty: 12713.673828 Iteration 61Q: 3 clusters Score -7449752 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 25226 members Entering Unmasked Estep Score: -7449799.500000 Penalty: 12713.673828 Iteration 62Q: 3 clusters Score -7449800 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 25333 members Entering Unmasked Estep Score: -7449848.500000 Penalty: 12713.673828 Iteration 63Q: 3 clusters Score -7449848 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 25440 members Entering Unmasked Estep Score: -7449882.000000 Penalty: 12713.673828 Iteration 64Q: 3 clusters Score -7449882 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 25542 members Entering Unmasked Estep Score: -7449902.000000 Penalty: 12713.673828 Iteration 65Q: 3 clusters Score -7449902 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 25622 members Entering Unmasked Estep Score: -7449945.000000 Penalty: 12713.673828 Iteration 66Q: 3 clusters Score -7449945 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 25710 members Entering Unmasked Estep Score: -7449973.000000 Penalty: 12713.673828 Iteration 67Q: 3 clusters Score -7449973 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 25786 members Entering Unmasked Estep Score: -7449993.000000 Penalty: 12713.673828 Iteration 68Q: 3 clusters Score -7449993 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 25862 members Entering Unmasked Estep Score: -7450008.500000 Penalty: 12713.673828 Iteration 69Q: 3 clusters Score -7450008 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 25942 members Entering Unmasked Estep Score: -7450048.000000 Penalty: 12713.673828 Iteration 70Q: 3 clusters Score -7450048 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 26030 members Entering Unmasked Estep Score: -7450103.500000 Penalty: 12713.673828 Iteration 71Q: 3 clusters Score -7450104 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 26119 members Entering Unmasked Estep Score: -7450137.500000 Penalty: 12713.673828 Iteration 72Q: 3 clusters Score -7450138 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 26224 members Entering Unmasked Estep Score: -7450237.500000 Penalty: 12713.673828 Iteration 73Q: 3 clusters Score -7450238 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 26325 members Entering Unmasked Estep Score: -7450266.500000 Penalty: 12713.673828 Iteration 74Q: 3 clusters Score -7450266 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 26444 members Entering Unmasked Estep Score: -7450338.500000 Penalty: 12713.673828 Iteration 75Q: 3 clusters Score -7450338 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 26561 members Entering Unmasked Estep Score: -7450405.000000 Penalty: 12713.673828 Iteration 76Q: 3 clusters Score -7450405 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 26674 members Entering Unmasked Estep Score: -7450455.500000 Penalty: 12713.673828 Iteration 77Q: 3 clusters Score -7450456 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 26778 members Entering Unmasked Estep Score: -7450518.000000 Penalty: 12713.673828 Iteration 78Q: 3 clusters Score -7450518 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 26874 members Entering Unmasked Estep Score: -7450566.000000 Penalty: 12713.673828 Iteration 79Q: 3 clusters Score -7450566 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 26967 members Entering Unmasked Estep Score: -7450608.500000 Penalty: 12713.673828 Iteration 80F: 3 clusters Score -7450608 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 27052 members Entering Unmasked Estep Score: -7450662.500000 Penalty: 12713.673828 Iteration 81Q: 3 clusters Score -7450662 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 27109 members Entering Unmasked Estep Score: -7450688.000000 Penalty: 12713.673828 Iteration 82Q: 3 clusters Score -7450688 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 27158 members Entering Unmasked Estep Score: -7450692.500000 Penalty: 12713.673828 Iteration 83Q: 3 clusters Score -7450692 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 27190 members Entering Unmasked Estep Score: -7450675.000000 Penalty: 12713.673828 Iteration 84Q: 3 clusters Score -7450675 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 27218 members Entering Unmasked Estep Score: -7450713.500000 Penalty: 12713.673828 Iteration 85Q: 3 clusters Score -7450714 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 27242 members Entering Unmasked Estep Score: -7450730.000000 Penalty: 12713.673828 Iteration 86Q: 3 clusters Score -7450730 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 27254 members Entering Unmasked Estep Score: -7450737.500000 Penalty: 12713.673828 Iteration 87Q: 3 clusters Score -7450738 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 27269 members Entering Unmasked Estep Score: -7450750.000000 Penalty: 12713.673828 Iteration 88Q: 3 clusters Score -7450750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 27281 members Entering Unmasked Estep Score: -7450744.000000 Penalty: 12713.673828 Iteration 89Q: 3 clusters Score -7450744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 27285 members Entering Unmasked Estep Score: -7450740.000000 Penalty: 12713.673828 Iteration 90Q: 3 clusters Score -7450740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 27288 members Entering Unmasked Estep Score: -7450742.500000 Penalty: 12713.673828 Iteration 91Q: 3 clusters Score -7450742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 27289 members Entering Unmasked Estep Score: -7450743.000000 Penalty: 12713.673828 Iteration 92Q: 3 clusters Score -7450743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 27290 members Entering Unmasked Estep Score: -7450742.500000 Penalty: 12713.673828 Iteration 93Q: 3 clusters Score -7450742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 27290 members Entering Unmasked Estep Score: -7450742.500000 Penalty: 12713.673828 Iteration 94F: 3 clusters Score -7450742 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Entering Unmasked Estep Score: -157893.250000 Penalty: 4062.101074 Iteration 0F: 2 clusters Score -157893.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -154238.531250 Penalty: 8124.202148 Iteration 0F: 3 clusters Score -154238.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -154571.265625 Penalty: 8124.202148 Iteration 1F: 3 clusters Score -154571.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -154717.156250 Penalty: 8124.202148 Iteration 2Q: 3 clusters Score -154717.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -154801.031250 Penalty: 8124.202148 Iteration 3Q: 3 clusters Score -154801 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -154851.359375 Penalty: 8124.202148 Iteration 4Q: 3 clusters Score -154851.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -154875.718750 Penalty: 8124.202148 Iteration 5Q: 3 clusters Score -154875.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -154933.531250 Penalty: 8124.202148 Iteration 6Q: 3 clusters Score -154933.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -155032.093750 Penalty: 8124.202148 Iteration 7Q: 3 clusters Score -155032.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -155123.828125 Penalty: 8124.202148 Iteration 8Q: 3 clusters Score -155123.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -155208.906250 Penalty: 8124.202148 Iteration 9Q: 3 clusters Score -155208.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -155385.578125 Penalty: 8124.202148 Iteration 10Q: 3 clusters Score -155385.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -155619.406250 Penalty: 8124.202148 Iteration 11Q: 3 clusters Score -155619.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -155793.968750 Penalty: 8124.202148 Iteration 12Q: 3 clusters Score -155794 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -155895.875000 Penalty: 8124.202148 Iteration 13Q: 3 clusters Score -155895.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -155956.359375 Penalty: 8124.202148 Iteration 14Q: 3 clusters Score -155956.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -155971.718750 Penalty: 8124.202148 Iteration 15Q: 3 clusters Score -155971.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -155976.250000 Penalty: 8124.202148 Iteration 16Q: 3 clusters Score -155976.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -155992.875000 Penalty: 8124.202148 Iteration 17F: 3 clusters Score -155992.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -156166.359375 Penalty: 8124.202148 Iteration 18Q: 3 clusters Score -156166.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -156370.046875 Penalty: 8124.202148 Iteration 19Q: 3 clusters Score -156370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -156452.000000 Penalty: 8124.202148 Iteration 20F: 3 clusters Score -156452 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -156663.390625 Penalty: 8124.202148 Iteration 21Q: 3 clusters Score -156663.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -156882.890625 Penalty: 8124.202148 Iteration 22Q: 3 clusters Score -156882.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -156914.562500 Penalty: 8124.202148 Iteration 23Q: 3 clusters Score -156914.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -156914.562500 Penalty: 8124.202148 Iteration 24F: 3 clusters Score -156914.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (84402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84402 members Entering Unmasked Estep Score: -20062274.000000 Penalty: 6947.799805 Iteration 0F: 2 clusters Score -2.006227e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42269 members Mstep: Class 2 contains 42133 members Entering Unmasked Estep Score: -20008540.000000 Penalty: 13895.599609 Iteration 0F: 3 clusters Score -2.000854e+07 nChanged 38369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42982 members Mstep: Class 2 contains 41420 members Entering Unmasked Estep Score: -20029286.000000 Penalty: 13895.599609 Iteration 1F: 3 clusters Score -2.002929e+07 nChanged 3731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43457 members Mstep: Class 2 contains 40945 members Entering Unmasked Estep Score: -20030438.000000 Penalty: 13895.599609 Iteration 2Q: 3 clusters Score -2.003044e+07 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44190 members Mstep: Class 2 contains 40212 members Entering Unmasked Estep Score: -20031566.000000 Penalty: 13895.599609 Iteration 3Q: 3 clusters Score -2.003157e+07 nChanged 3284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45214 members Mstep: Class 2 contains 39188 members Entering Unmasked Estep Score: -20032690.000000 Penalty: 13895.599609 Iteration 4Q: 3 clusters Score -2.003269e+07 nChanged 3379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46761 members Mstep: Class 2 contains 37641 members Entering Unmasked Estep Score: -20033714.000000 Penalty: 13895.599609 Iteration 5Q: 3 clusters Score -2.003371e+07 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48822 members Mstep: Class 2 contains 35580 members Entering Unmasked Estep Score: -20035184.000000 Penalty: 13895.599609 Iteration 6Q: 3 clusters Score -2.003518e+07 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51455 members Mstep: Class 2 contains 32947 members Entering Unmasked Estep Score: -20037008.000000 Penalty: 13895.599609 Iteration 7Q: 3 clusters Score -2.003701e+07 nChanged 4416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54661 members Mstep: Class 2 contains 29741 members Entering Unmasked Estep Score: -20039388.000000 Penalty: 13895.599609 Iteration 8F: 3 clusters Score -2.003939e+07 nChanged 4737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58372 members Mstep: Class 2 contains 26030 members Entering Unmasked Estep Score: -20042188.000000 Penalty: 13895.599609 Iteration 9F: 3 clusters Score -2.004219e+07 nChanged 4665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62321 members Mstep: Class 2 contains 22081 members Entering Unmasked Estep Score: -20045042.000000 Penalty: 13895.599609 Iteration 10F: 3 clusters Score -2.004504e+07 nChanged 4276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66139 members Mstep: Class 2 contains 18263 members Entering Unmasked Estep Score: -20047820.000000 Penalty: 13895.599609 Iteration 11F: 3 clusters Score -2.004782e+07 nChanged 3826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69767 members Mstep: Class 2 contains 14635 members Entering Unmasked Estep Score: -20050334.000000 Penalty: 13895.599609 Iteration 12Q: 3 clusters Score -2.005033e+07 nChanged 3420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73087 members Mstep: Class 2 contains 11315 members Entering Unmasked Estep Score: -20052644.000000 Penalty: 13895.599609 Iteration 13Q: 3 clusters Score -2.005264e+07 nChanged 2829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75880 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -20054616.000000 Penalty: 13895.599609 Iteration 14Q: 3 clusters Score -2.005462e+07 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78087 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -20055860.000000 Penalty: 13895.599609 Iteration 15Q: 3 clusters Score -2.005586e+07 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79692 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -20056504.000000 Penalty: 13895.599609 Iteration 16Q: 3 clusters Score -2.00565e+07 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80791 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -20056952.000000 Penalty: 13895.599609 Iteration 17Q: 3 clusters Score -2.005695e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81521 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -20057178.000000 Penalty: 13895.599609 Iteration 18Q: 3 clusters Score -2.005718e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81941 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -20057290.000000 Penalty: 13895.599609 Iteration 19Q: 3 clusters Score -2.005729e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82205 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -20057394.000000 Penalty: 13895.599609 Iteration 20F: 3 clusters Score -2.005739e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82353 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -20057434.000000 Penalty: 13895.599609 Iteration 21Q: 3 clusters Score -2.005743e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82460 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -20057490.000000 Penalty: 13895.599609 Iteration 22Q: 3 clusters Score -2.005749e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82536 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -20057576.000000 Penalty: 13895.599609 Iteration 23Q: 3 clusters Score -2.005758e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82589 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -20057616.000000 Penalty: 13895.599609 Iteration 24Q: 3 clusters Score -2.005762e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82623 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -20057606.000000 Penalty: 13895.599609 Iteration 25Q: 3 clusters Score -2.005761e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82652 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -20057614.000000 Penalty: 13895.599609 Iteration 26Q: 3 clusters Score -2.005761e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82684 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -20057648.000000 Penalty: 13895.599609 Iteration 27Q: 3 clusters Score -2.005765e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82712 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -20057630.000000 Penalty: 13895.599609 Iteration 28Q: 3 clusters Score -2.005763e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82728 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -20057640.000000 Penalty: 13895.599609 Iteration 29Q: 3 clusters Score -2.005764e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82746 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -20057630.000000 Penalty: 13895.599609 Iteration 30Q: 3 clusters Score -2.005763e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82758 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -20057630.000000 Penalty: 13895.599609 Iteration 31Q: 3 clusters Score -2.005763e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82766 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -20057658.000000 Penalty: 13895.599609 Iteration 32Q: 3 clusters Score -2.005766e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82776 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -20057654.000000 Penalty: 13895.599609 Iteration 33Q: 3 clusters Score -2.005765e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82786 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -20057658.000000 Penalty: 13895.599609 Iteration 34Q: 3 clusters Score -2.005766e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82792 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -20057648.000000 Penalty: 13895.599609 Iteration 35Q: 3 clusters Score -2.005765e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82799 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -20057638.000000 Penalty: 13895.599609 Iteration 36Q: 3 clusters Score -2.005764e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82802 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -20057646.000000 Penalty: 13895.599609 Iteration 37Q: 3 clusters Score -2.005765e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82808 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -20057646.000000 Penalty: 13895.599609 Iteration 38Q: 3 clusters Score -2.005765e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82810 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -20057642.000000 Penalty: 13895.599609 Iteration 39Q: 3 clusters Score -2.005764e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82814 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -20057658.000000 Penalty: 13895.599609 Iteration 40F: 3 clusters Score -2.005766e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82813 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -20057666.000000 Penalty: 13895.599609 Iteration 41Q: 3 clusters Score -2.005767e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82812 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -20057662.000000 Penalty: 13895.599609 Iteration 42Q: 3 clusters Score -2.005766e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82812 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -20057662.000000 Penalty: 13895.599609 Iteration 43F: 3 clusters Score -2.005766e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (9183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Entering Unmasked Estep Score: -2037786.250000 Penalty: 5589.129883 Iteration 0F: 2 clusters Score -2037786 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -2028067.875000 Penalty: 11178.259766 Iteration 0F: 3 clusters Score -2028068 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -2030119.750000 Penalty: 11178.259766 Iteration 1F: 3 clusters Score -2030120 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -2030550.500000 Penalty: 11178.259766 Iteration 2F: 3 clusters Score -2030550 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -2030826.500000 Penalty: 11178.259766 Iteration 3Q: 3 clusters Score -2030826 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -2031038.375000 Penalty: 11178.259766 Iteration 4Q: 3 clusters Score -2031038 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -2031200.250000 Penalty: 11178.259766 Iteration 5Q: 3 clusters Score -2031200 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -2031317.875000 Penalty: 11178.259766 Iteration 6Q: 3 clusters Score -2031318 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -2031429.125000 Penalty: 11178.259766 Iteration 7Q: 3 clusters Score -2031429 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -2031521.375000 Penalty: 11178.259766 Iteration 8Q: 3 clusters Score -2031521 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -2031602.125000 Penalty: 11178.259766 Iteration 9Q: 3 clusters Score -2031602 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -2031674.500000 Penalty: 11178.259766 Iteration 10Q: 3 clusters Score -2031674 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -2031727.375000 Penalty: 11178.259766 Iteration 11Q: 3 clusters Score -2031727 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -2031789.625000 Penalty: 11178.259766 Iteration 12Q: 3 clusters Score -2031790 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -2031851.750000 Penalty: 11178.259766 Iteration 13Q: 3 clusters Score -2031852 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -2031916.375000 Penalty: 11178.259766 Iteration 14Q: 3 clusters Score -2031916 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -2031980.875000 Penalty: 11178.259766 Iteration 15Q: 3 clusters Score -2031981 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -2032022.000000 Penalty: 11178.259766 Iteration 16Q: 3 clusters Score -2032022 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -2032063.500000 Penalty: 11178.259766 Iteration 17Q: 3 clusters Score -2032064 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -2032106.500000 Penalty: 11178.259766 Iteration 18Q: 3 clusters Score -2032106 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -2032149.250000 Penalty: 11178.259766 Iteration 19Q: 3 clusters Score -2032149 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -2032187.125000 Penalty: 11178.259766 Iteration 20F: 3 clusters Score -2032187 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -2032228.375000 Penalty: 11178.259766 Iteration 21Q: 3 clusters Score -2032228 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -2032257.000000 Penalty: 11178.259766 Iteration 22Q: 3 clusters Score -2032257 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -2032281.000000 Penalty: 11178.259766 Iteration 23Q: 3 clusters Score -2032281 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -2032308.375000 Penalty: 11178.259766 Iteration 24Q: 3 clusters Score -2032308 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -2032337.500000 Penalty: 11178.259766 Iteration 25Q: 3 clusters Score -2032338 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -2032361.750000 Penalty: 11178.259766 Iteration 26Q: 3 clusters Score -2032362 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -2032394.250000 Penalty: 11178.259766 Iteration 27Q: 3 clusters Score -2032394 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -2032431.375000 Penalty: 11178.259766 Iteration 28Q: 3 clusters Score -2032431 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -2032458.250000 Penalty: 11178.259766 Iteration 29Q: 3 clusters Score -2032458 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -2032482.375000 Penalty: 11178.259766 Iteration 30Q: 3 clusters Score -2032482 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -2032498.625000 Penalty: 11178.259766 Iteration 31Q: 3 clusters Score -2032499 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -2032520.875000 Penalty: 11178.259766 Iteration 32Q: 3 clusters Score -2032521 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -2032544.875000 Penalty: 11178.259766 Iteration 33Q: 3 clusters Score -2032545 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -2032557.375000 Penalty: 11178.259766 Iteration 34Q: 3 clusters Score -2032557 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -2032571.000000 Penalty: 11178.259766 Iteration 35Q: 3 clusters Score -2032571 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -2032582.875000 Penalty: 11178.259766 Iteration 36Q: 3 clusters Score -2032583 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -2032596.125000 Penalty: 11178.259766 Iteration 37Q: 3 clusters Score -2032596 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -2032611.125000 Penalty: 11178.259766 Iteration 38Q: 3 clusters Score -2032611 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -2032624.750000 Penalty: 11178.259766 Iteration 39Q: 3 clusters Score -2032625 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -2032641.500000 Penalty: 11178.259766 Iteration 40F: 3 clusters Score -2032642 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -2032659.125000 Penalty: 11178.259766 Iteration 41Q: 3 clusters Score -2032659 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -2032673.625000 Penalty: 11178.259766 Iteration 42Q: 3 clusters Score -2032674 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -2032684.625000 Penalty: 11178.259766 Iteration 43Q: 3 clusters Score -2032685 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -2032693.125000 Penalty: 11178.259766 Iteration 44Q: 3 clusters Score -2032693 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -2032701.250000 Penalty: 11178.259766 Iteration 45Q: 3 clusters Score -2032701 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -2032714.625000 Penalty: 11178.259766 Iteration 46Q: 3 clusters Score -2032715 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -2032718.875000 Penalty: 11178.259766 Iteration 47Q: 3 clusters Score -2032719 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -2032724.000000 Penalty: 11178.259766 Iteration 48Q: 3 clusters Score -2032724 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -2032731.625000 Penalty: 11178.259766 Iteration 49Q: 3 clusters Score -2032732 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -2032734.500000 Penalty: 11178.259766 Iteration 50Q: 3 clusters Score -2032734 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -2032745.750000 Penalty: 11178.259766 Iteration 51Q: 3 clusters Score -2032746 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -2032756.625000 Penalty: 11178.259766 Iteration 52Q: 3 clusters Score -2032757 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -2032767.500000 Penalty: 11178.259766 Iteration 53Q: 3 clusters Score -2032768 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -2032778.000000 Penalty: 11178.259766 Iteration 54Q: 3 clusters Score -2032778 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -2032791.250000 Penalty: 11178.259766 Iteration 55Q: 3 clusters Score -2032791 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -2032801.375000 Penalty: 11178.259766 Iteration 56Q: 3 clusters Score -2032801 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -2032813.500000 Penalty: 11178.259766 Iteration 57Q: 3 clusters Score -2032814 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -2032827.250000 Penalty: 11178.259766 Iteration 58Q: 3 clusters Score -2032827 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -2032838.125000 Penalty: 11178.259766 Iteration 59Q: 3 clusters Score -2032838 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -2032842.375000 Penalty: 11178.259766 Iteration 60F: 3 clusters Score -2032842 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -2032850.750000 Penalty: 11178.259766 Iteration 61Q: 3 clusters Score -2032851 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -2032866.125000 Penalty: 11178.259766 Iteration 62Q: 3 clusters Score -2032866 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -2032874.250000 Penalty: 11178.259766 Iteration 63Q: 3 clusters Score -2032874 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -2032884.875000 Penalty: 11178.259766 Iteration 64Q: 3 clusters Score -2032885 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -2032898.250000 Penalty: 11178.259766 Iteration 65Q: 3 clusters Score -2032898 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -2032910.125000 Penalty: 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Unmasked Estep Score: -2033015.250000 Penalty: 11178.259766 Iteration 74Q: 3 clusters Score -2033015 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -2033031.875000 Penalty: 11178.259766 Iteration 75Q: 3 clusters Score -2033032 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -2033045.000000 Penalty: 11178.259766 Iteration 76Q: 3 clusters Score -2033045 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -2033057.250000 Penalty: 11178.259766 Iteration 77Q: 3 clusters Score -2033057 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -2033080.125000 Penalty: 11178.259766 Iteration 78Q: 3 clusters Score -2033080 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -2033092.750000 Penalty: 11178.259766 Iteration 79Q: 3 clusters Score -2033093 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -2033098.375000 Penalty: 11178.259766 Iteration 80F: 3 clusters Score -2033098 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -2033114.250000 Penalty: 11178.259766 Iteration 81Q: 3 clusters Score -2033114 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -2033111.500000 Penalty: 11178.259766 Iteration 82Q: 3 clusters Score -2033112 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -2033118.125000 Penalty: 11178.259766 Iteration 83Q: 3 clusters Score -2033118 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -2033128.875000 Penalty: 11178.259766 Iteration 84Q: 3 clusters Score -2033129 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -2033127.500000 Penalty: 11178.259766 Iteration 85Q: 3 clusters Score -2033128 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -2033135.375000 Penalty: 11178.259766 Iteration 86Q: 3 clusters Score -2033135 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -2033143.750000 Penalty: 11178.259766 Iteration 87Q: 3 clusters Score -2033144 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -2033146.375000 Penalty: 11178.259766 Iteration 88Q: 3 clusters Score -2033146 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -2033156.625000 Penalty: 11178.259766 Iteration 89Q: 3 clusters Score -2033157 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -2033164.250000 Penalty: 11178.259766 Iteration 90Q: 3 clusters Score -2033164 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -2033178.500000 Penalty: 11178.259766 Iteration 91Q: 3 clusters Score -2033178 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -2033184.000000 Penalty: 11178.259766 Iteration 92Q: 3 clusters Score -2033184 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -2033196.500000 Penalty: 11178.259766 Iteration 93Q: 3 clusters Score -2033196 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -2033202.500000 Penalty: 11178.259766 Iteration 94Q: 3 clusters Score -2033202 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -2033213.750000 Penalty: 11178.259766 Iteration 95Q: 3 clusters Score -2033214 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -2033224.500000 Penalty: 11178.259766 Iteration 96Q: 3 clusters Score -2033224 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -2033236.875000 Penalty: 11178.259766 Iteration 97Q: 3 clusters Score -2033237 nChanged 29 Entering Unmasked Mstep Mstep: 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -2033295.625000 Penalty: 11178.259766 Iteration 102Q: 3 clusters Score -2033296 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -2033311.375000 Penalty: 11178.259766 Iteration 103Q: 3 clusters Score -2033311 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -2033327.500000 Penalty: 11178.259766 Iteration 104Q: 3 clusters Score -2033328 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -2033341.375000 Penalty: 11178.259766 Iteration 105Q: 3 clusters Score -2033341 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -2033352.500000 Penalty: 11178.259766 Iteration 106Q: 3 clusters Score -2033352 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -2033364.375000 Penalty: 11178.259766 Iteration 107Q: 3 clusters Score -2033364 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -2033370.250000 Penalty: 11178.259766 Iteration 108Q: 3 clusters Score -2033370 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -2033380.625000 Penalty: 11178.259766 Iteration 109Q: 3 clusters Score -2033381 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -2033387.875000 Penalty: 11178.259766 Iteration 110Q: 3 clusters Score -2033388 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -2033394.125000 Penalty: 11178.259766 Iteration 111Q: 3 clusters Score -2033394 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -2033405.625000 Penalty: 11178.259766 Iteration 112Q: 3 clusters Score -2033406 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -2033413.625000 Penalty: 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Unmasked Estep Score: -2033473.250000 Penalty: 11178.259766 Iteration 121Q: 3 clusters Score -2033473 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -2033477.375000 Penalty: 11178.259766 Iteration 122Q: 3 clusters Score -2033477 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -2033490.750000 Penalty: 11178.259766 Iteration 123Q: 3 clusters Score -2033491 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -2033491.875000 Penalty: 11178.259766 Iteration 124Q: 3 clusters Score -2033492 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -2033494.750000 Penalty: 11178.259766 Iteration 125Q: 3 clusters Score -2033495 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -2033510.625000 Penalty: 11178.259766 Iteration 126Q: 3 clusters Score -2033511 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -2033514.125000 Penalty: 11178.259766 Iteration 127Q: 3 clusters Score -2033514 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -2033520.625000 Penalty: 11178.259766 Iteration 128Q: 3 clusters Score -2033521 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members 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contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -2033559.500000 Penalty: 11178.259766 Iteration 141Q: 3 clusters Score -2033560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -2033561.500000 Penalty: 11178.259766 Iteration 142Q: 3 clusters Score -2033562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -2033561.500000 Penalty: 11178.259766 Iteration 143F: 3 clusters Score -2033562 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Entering Unmasked Estep Score: -318828.281250 Penalty: 4450.932129 Iteration 0F: 2 clusters Score -318828.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -314340.625000 Penalty: 8901.864258 Iteration 0F: 3 clusters Score -314340.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -314801.406250 Penalty: 8901.864258 Iteration 1F: 3 clusters Score -314801.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -315015.500000 Penalty: 8901.864258 Iteration 2F: 3 clusters Score -315015.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -315120.750000 Penalty: 8901.864258 Iteration 3Q: 3 clusters Score -315120.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -315225.250000 Penalty: 8901.864258 Iteration 4Q: 3 clusters Score -315225.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -315351.593750 Penalty: 8901.864258 Iteration 5Q: 3 clusters Score -315351.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -315475.812500 Penalty: 8901.864258 Iteration 6Q: 3 clusters Score -315475.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -315640.125000 Penalty: 8901.864258 Iteration 7Q: 3 clusters Score -315640.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -315929.062500 Penalty: 8901.864258 Iteration 8Q: 3 clusters Score -315929.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -316310.656250 Penalty: 8901.864258 Iteration 9Q: 3 clusters Score -316310.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -316767.281250 Penalty: 8901.864258 Iteration 10Q: 3 clusters Score -316767.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -317024.593750 Penalty: 8901.864258 Iteration 11Q: 3 clusters Score -317024.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -317298.781250 Penalty: 8901.864258 Iteration 12Q: 3 clusters Score -317298.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -317629.406250 Penalty: 8901.864258 Iteration 13Q: 3 clusters Score -317629.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -317994.281250 Penalty: 8901.864258 Iteration 14Q: 3 clusters Score -317994.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -318411.562500 Penalty: 8901.864258 Iteration 15Q: 3 clusters Score -318411.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -318703.968750 Penalty: 8901.864258 Iteration 16Q: 3 clusters Score -318704 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -318965.500000 Penalty: 8901.864258 Iteration 17Q: 3 clusters Score -318965.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -319213.750000 Penalty: 8901.864258 Iteration 18Q: 3 clusters Score -319213.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -319312.375000 Penalty: 8901.864258 Iteration 19Q: 3 clusters Score -319312.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -319533.843750 Penalty: 8901.864258 Iteration 20F: 3 clusters Score -319533.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -319817.968750 Penalty: 8901.864258 Iteration 21Q: 3 clusters Score -319818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -320356.125000 Penalty: 8901.864258 Iteration 22Q: 3 clusters Score -320356.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -320356.125000 Penalty: 8901.864258 Iteration 23F: 3 clusters Score -320356.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116686 members Mstep: Class 3 contains 32161 members Mstep: Class 4 contains 759 members Mstep: Class 5 contains 84402 members Mstep: Class 6 contains 9183 members Mstep: Class 7 contains 494 members Mstep: Class 8 contains 3107 members Mstep: Class 9 contains 9705 members Mstep: Class 10 contains 1499 members Mstep: Class 11 contains 40621 members Mstep: Class 12 contains 37262 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 936 members Mstep: Class 16 contains 15195 members Mstep: Class 17 contains 9820 members Mstep: Class 18 contains 18705 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 4932 members Mstep: Class 21 contains 567 members Mstep: Class 22 contains 27448 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 6799 members Mstep: Class 25 contains 7137 members Mstep: Class 26 contains 938 members Entering Unmasked Estep Score: -101708336.000000 Penalty: 206887.828125 Splitting cluster 7 changes total score from -101710320.000000 to -101708336.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (3107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Entering Unmasked Estep Score: -702338.000000 Penalty: 4925.365723 Iteration 0F: 2 clusters Score -702338 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 1542 members Entering Unmasked Estep Score: -696554.125000 Penalty: 9850.731445 Iteration 0F: 3 clusters Score -696554.1 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -697825.437500 Penalty: 9850.731445 Iteration 1F: 3 clusters Score -697825.4 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -699699.375000 Penalty: 9850.731445 Iteration 2F: 3 clusters Score -699699.4 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -700633.875000 Penalty: 9850.731445 Iteration 3F: 3 clusters Score -700633.9 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -701229.562500 Penalty: 9850.731445 Iteration 4F: 3 clusters Score -701229.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -701550.437500 Penalty: 9850.731445 Iteration 5F: 3 clusters Score -701550.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -701771.937500 Penalty: 9850.731445 Iteration 6Q: 3 clusters Score -701771.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -701911.062500 Penalty: 9850.731445 Iteration 7Q: 3 clusters Score -701911.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -701966.937500 Penalty: 9850.731445 Iteration 8Q: 3 clusters Score -701966.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -701998.812500 Penalty: 9850.731445 Iteration 9Q: 3 clusters Score -701998.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -702020.250000 Penalty: 9850.731445 Iteration 10Q: 3 clusters Score -702020.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -702059.187500 Penalty: 9850.731445 Iteration 11Q: 3 clusters Score -702059.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -702092.125000 Penalty: 9850.731445 Iteration 12Q: 3 clusters Score -702092.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -702112.312500 Penalty: 9850.731445 Iteration 13Q: 3 clusters Score -702112.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -702133.312500 Penalty: 9850.731445 Iteration 14Q: 3 clusters Score -702133.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -702136.750000 Penalty: 9850.731445 Iteration 15Q: 3 clusters Score -702136.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -702136.750000 Penalty: 9850.731445 Iteration 16F: 3 clusters Score -702136.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Entering Unmasked Estep Score: -2216082.500000 Penalty: 5622.992676 Iteration 0F: 2 clusters Score -2216082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -2206057.000000 Penalty: 11245.985352 Iteration 0F: 3 clusters Score -2206057 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -2208085.250000 Penalty: 11245.985352 Iteration 1F: 3 clusters Score -2208085 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -2208564.250000 Penalty: 11245.985352 Iteration 2F: 3 clusters Score -2208564 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -2208870.000000 Penalty: 11245.985352 Iteration 3Q: 3 clusters Score -2208870 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -2209097.500000 Penalty: 11245.985352 Iteration 4Q: 3 clusters Score -2209098 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -2209282.750000 Penalty: 11245.985352 Iteration 5Q: 3 clusters Score -2209283 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -2209461.750000 Penalty: 11245.985352 Iteration 6Q: 3 clusters Score -2209462 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -2209650.250000 Penalty: 11245.985352 Iteration 7Q: 3 clusters Score -2209650 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -2209836.500000 Penalty: 11245.985352 Iteration 8Q: 3 clusters Score -2209836 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -2210038.000000 Penalty: 11245.985352 Iteration 9Q: 3 clusters Score -2210038 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -2210239.750000 Penalty: 11245.985352 Iteration 10Q: 3 clusters Score -2210240 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -2210456.000000 Penalty: 11245.985352 Iteration 11Q: 3 clusters Score -2210456 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -2210676.750000 Penalty: 11245.985352 Iteration 12Q: 3 clusters Score -2210677 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -2210876.250000 Penalty: 11245.985352 Iteration 13Q: 3 clusters Score -2210876 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -2211049.250000 Penalty: 11245.985352 Iteration 14Q: 3 clusters Score -2211049 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -2211190.750000 Penalty: 11245.985352 Iteration 15Q: 3 clusters Score -2211191 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -2211321.500000 Penalty: 11245.985352 Iteration 16Q: 3 clusters Score -2211322 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -2211430.750000 Penalty: 11245.985352 Iteration 17Q: 3 clusters Score -2211431 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -2211522.000000 Penalty: 11245.985352 Iteration 18Q: 3 clusters Score -2211522 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -2211596.500000 Penalty: 11245.985352 Iteration 19Q: 3 clusters Score -2211596 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -2211675.000000 Penalty: 11245.985352 Iteration 20F: 3 clusters Score -2211675 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -2211734.500000 Penalty: 11245.985352 Iteration 21Q: 3 clusters Score -2211734 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -2211786.250000 Penalty: 11245.985352 Iteration 22Q: 3 clusters Score -2211786 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -2211811.500000 Penalty: 11245.985352 Iteration 23Q: 3 clusters Score -2211812 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -2211848.750000 Penalty: 11245.985352 Iteration 24Q: 3 clusters Score -2211849 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -2211863.250000 Penalty: 11245.985352 Iteration 25Q: 3 clusters Score -2211863 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -2211893.000000 Penalty: 11245.985352 Iteration 26Q: 3 clusters Score -2211893 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -2211904.750000 Penalty: 11245.985352 Iteration 27Q: 3 clusters Score -2211905 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -2211914.500000 Penalty: 11245.985352 Iteration 28Q: 3 clusters Score -2211914 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -2211929.500000 Penalty: 11245.985352 Iteration 29Q: 3 clusters Score -2211930 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -2211940.000000 Penalty: 11245.985352 Iteration 30Q: 3 clusters Score -2211940 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -2211944.500000 Penalty: 11245.985352 Iteration 31Q: 3 clusters Score -2211944 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -2211955.250000 Penalty: 11245.985352 Iteration 32Q: 3 clusters Score -2211955 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -2211971.250000 Penalty: 11245.985352 Iteration 33Q: 3 clusters Score -2211971 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -2211978.500000 Penalty: 11245.985352 Iteration 34Q: 3 clusters Score -2211978 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -2211993.750000 Penalty: 11245.985352 Iteration 35Q: 3 clusters Score -2211994 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -2212014.000000 Penalty: 11245.985352 Iteration 36Q: 3 clusters Score -2212014 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -2212030.000000 Penalty: 11245.985352 Iteration 37Q: 3 clusters Score -2212030 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -2212042.750000 Penalty: 11245.985352 Iteration 38Q: 3 clusters Score -2212043 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -2212054.750000 Penalty: 11245.985352 Iteration 39Q: 3 clusters Score -2212055 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -2212071.750000 Penalty: 11245.985352 Iteration 40F: 3 clusters Score -2212072 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -2212081.750000 Penalty: 11245.985352 Iteration 41Q: 3 clusters Score -2212082 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -2212094.500000 Penalty: 11245.985352 Iteration 42Q: 3 clusters Score -2212094 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -2212110.000000 Penalty: 11245.985352 Iteration 43Q: 3 clusters Score -2212110 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -2212122.250000 Penalty: 11245.985352 Iteration 44Q: 3 clusters Score -2212122 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -2212127.500000 Penalty: 11245.985352 Iteration 45Q: 3 clusters Score -2212128 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -2212135.000000 Penalty: 11245.985352 Iteration 46Q: 3 clusters Score -2212135 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -2212139.750000 Penalty: 11245.985352 Iteration 47Q: 3 clusters Score -2212140 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -2212144.750000 Penalty: 11245.985352 Iteration 48Q: 3 clusters Score -2212145 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -2212146.500000 Penalty: 11245.985352 Iteration 49Q: 3 clusters Score -2212146 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -2212152.000000 Penalty: 11245.985352 Iteration 50Q: 3 clusters Score -2212152 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -2212156.750000 Penalty: 11245.985352 Iteration 51Q: 3 clusters Score -2212157 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -2212161.000000 Penalty: 11245.985352 Iteration 52Q: 3 clusters Score -2212161 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -2212164.000000 Penalty: 11245.985352 Iteration 53Q: 3 clusters Score -2212164 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -2212171.750000 Penalty: 11245.985352 Iteration 54Q: 3 clusters Score -2212172 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -2212174.000000 Penalty: 11245.985352 Iteration 55Q: 3 clusters Score -2212174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -2212180.500000 Penalty: 11245.985352 Iteration 56Q: 3 clusters Score -2212180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -2212177.750000 Penalty: 11245.985352 Iteration 57Q: 3 clusters Score -2212178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -2212177.000000 Penalty: 11245.985352 Iteration 58Q: 3 clusters Score -2212177 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -2212178.500000 Penalty: 11245.985352 Iteration 59Q: 3 clusters Score -2212178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -2212178.500000 Penalty: 11245.985352 Iteration 60F: 3 clusters Score -2212178 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Entering Unmasked Estep Score: -345123.531250 Penalty: 4478.938965 Iteration 0F: 2 clusters Score -345123.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -340684.093750 Penalty: 8957.877930 Iteration 0F: 3 clusters Score -340684.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -341360.281250 Penalty: 8957.877930 Iteration 1F: 3 clusters Score -341360.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -341848.312500 Penalty: 8957.877930 Iteration 2F: 3 clusters Score -341848.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -342351.937500 Penalty: 8957.877930 Iteration 3F: 3 clusters Score -342351.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -342751.625000 Penalty: 8957.877930 Iteration 4F: 3 clusters Score -342751.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -343053.468750 Penalty: 8957.877930 Iteration 5F: 3 clusters Score -343053.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -343265.812500 Penalty: 8957.877930 Iteration 6Q: 3 clusters Score -343265.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -343365.000000 Penalty: 8957.877930 Iteration 7Q: 3 clusters Score -343365 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -343409.750000 Penalty: 8957.877930 Iteration 8Q: 3 clusters Score -343409.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -343431.531250 Penalty: 8957.877930 Iteration 9Q: 3 clusters Score -343431.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -343436.031250 Penalty: 8957.877930 Iteration 10Q: 3 clusters Score -343436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -343446.593750 Penalty: 8957.877930 Iteration 11Q: 3 clusters Score -343446.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -343452.125000 Penalty: 8957.877930 Iteration 12Q: 3 clusters Score -343452.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -343455.187500 Penalty: 8957.877930 Iteration 13Q: 3 clusters Score -343455.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -343456.968750 Penalty: 8957.877930 Iteration 14Q: 3 clusters Score -343457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -343456.968750 Penalty: 8957.877930 Iteration 15F: 3 clusters Score -343457 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (40621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40621 members Entering Unmasked Estep Score: -9673959.000000 Penalty: 6499.875000 Iteration 0F: 2 clusters Score -9673959 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20281 members Mstep: Class 2 contains 20340 members Entering Unmasked Estep Score: -9644393.000000 Penalty: 12999.750000 Iteration 0F: 3 clusters Score -9644393 nChanged 17489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19844 members Mstep: Class 2 contains 20777 members Entering Unmasked Estep Score: -9653602.000000 Penalty: 12999.750000 Iteration 1F: 3 clusters Score -9653602 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19451 members Mstep: Class 2 contains 21170 members Entering Unmasked Estep Score: -9654945.000000 Penalty: 12999.750000 Iteration 2F: 3 clusters Score -9654945 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18809 members Mstep: Class 2 contains 21812 members Entering Unmasked Estep Score: -9656763.000000 Penalty: 12999.750000 Iteration 3F: 3 clusters Score -9656763 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17693 members Mstep: Class 2 contains 22928 members Entering Unmasked Estep Score: -9659130.000000 Penalty: 12999.750000 Iteration 4F: 3 clusters Score -9659130 nChanged 3137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 24513 members Entering Unmasked Estep Score: -9661695.000000 Penalty: 12999.750000 Iteration 5F: 3 clusters Score -9661695 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 26483 members Entering Unmasked Estep Score: -9664221.000000 Penalty: 12999.750000 Iteration 6F: 3 clusters Score -9664221 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 28521 members Entering Unmasked Estep Score: -9666549.000000 Penalty: 12999.750000 Iteration 7F: 3 clusters Score -9666549 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 30432 members Entering Unmasked Estep Score: -9668555.000000 Penalty: 12999.750000 Iteration 8F: 3 clusters Score -9668555 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 32051 members Entering Unmasked Estep Score: -9670026.000000 Penalty: 12999.750000 Iteration 9Q: 3 clusters Score -9670026 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 33293 members Entering Unmasked Estep Score: -9671054.000000 Penalty: 12999.750000 Iteration 10Q: 3 clusters Score -9671054 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 34186 members Entering Unmasked Estep Score: -9671836.000000 Penalty: 12999.750000 Iteration 11Q: 3 clusters Score -9671836 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 34816 members Entering Unmasked Estep Score: -9672296.000000 Penalty: 12999.750000 Iteration 12Q: 3 clusters Score -9672296 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 35268 members Entering Unmasked Estep Score: -9672513.000000 Penalty: 12999.750000 Iteration 13Q: 3 clusters Score -9672513 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 35610 members Entering Unmasked Estep Score: -9672685.000000 Penalty: 12999.750000 Iteration 14Q: 3 clusters Score -9672685 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 35875 members Entering Unmasked Estep Score: -9672806.000000 Penalty: 12999.750000 Iteration 15Q: 3 clusters Score -9672806 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 36085 members Entering Unmasked Estep Score: -9672858.000000 Penalty: 12999.750000 Iteration 16Q: 3 clusters Score -9672858 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 36245 members Entering Unmasked Estep Score: -9672914.000000 Penalty: 12999.750000 Iteration 17Q: 3 clusters Score -9672914 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 36356 members Entering Unmasked Estep Score: -9672932.000000 Penalty: 12999.750000 Iteration 18Q: 3 clusters Score -9672932 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 36447 members Entering Unmasked Estep Score: -9672965.000000 Penalty: 12999.750000 Iteration 19Q: 3 clusters Score -9672965 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 36518 members Entering Unmasked Estep Score: -9672976.000000 Penalty: 12999.750000 Iteration 20F: 3 clusters Score -9672976 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 36584 members Entering Unmasked Estep Score: -9672994.000000 Penalty: 12999.750000 Iteration 21Q: 3 clusters Score -9672994 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 36630 members Entering Unmasked Estep Score: -9673004.000000 Penalty: 12999.750000 Iteration 22Q: 3 clusters Score -9673004 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 36682 members Entering Unmasked Estep Score: -9673036.000000 Penalty: 12999.750000 Iteration 23Q: 3 clusters Score -9673036 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 36724 members Entering Unmasked Estep Score: -9673031.000000 Penalty: 12999.750000 Iteration 24Q: 3 clusters Score -9673031 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 36761 members Entering Unmasked Estep Score: -9673045.000000 Penalty: 12999.750000 Iteration 25Q: 3 clusters Score -9673045 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 36798 members Entering Unmasked Estep Score: -9673041.000000 Penalty: 12999.750000 Iteration 26Q: 3 clusters Score -9673041 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 36824 members Entering Unmasked Estep Score: -9673059.000000 Penalty: 12999.750000 Iteration 27Q: 3 clusters Score -9673059 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 36835 members Entering Unmasked Estep Score: -9673069.000000 Penalty: 12999.750000 Iteration 28Q: 3 clusters Score -9673069 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 36843 members Entering Unmasked Estep Score: -9673059.000000 Penalty: 12999.750000 Iteration 29Q: 3 clusters Score -9673059 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 36852 members Entering Unmasked Estep Score: -9673060.000000 Penalty: 12999.750000 Iteration 30Q: 3 clusters Score -9673060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 36859 members Entering Unmasked Estep Score: -9673064.000000 Penalty: 12999.750000 Iteration 31Q: 3 clusters Score -9673064 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 36872 members Entering Unmasked Estep Score: -9673057.000000 Penalty: 12999.750000 Iteration 32Q: 3 clusters Score -9673057 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 36882 members Entering Unmasked Estep Score: -9673072.000000 Penalty: 12999.750000 Iteration 33Q: 3 clusters Score -9673072 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 36901 members Entering Unmasked Estep Score: -9673079.000000 Penalty: 12999.750000 Iteration 34Q: 3 clusters Score -9673079 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 36917 members Entering Unmasked Estep Score: -9673081.000000 Penalty: 12999.750000 Iteration 35Q: 3 clusters Score -9673081 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 36927 members Entering Unmasked Estep Score: -9673078.000000 Penalty: 12999.750000 Iteration 36Q: 3 clusters Score -9673078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 36930 members Entering Unmasked Estep Score: -9673079.000000 Penalty: 12999.750000 Iteration 37Q: 3 clusters Score -9673079 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 36934 members Entering Unmasked Estep Score: -9673088.000000 Penalty: 12999.750000 Iteration 38Q: 3 clusters Score -9673088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 36941 members Entering Unmasked Estep Score: -9673075.000000 Penalty: 12999.750000 Iteration 39Q: 3 clusters Score -9673075 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 36948 members Entering Unmasked Estep Score: -9673071.000000 Penalty: 12999.750000 Iteration 40F: 3 clusters Score -9673071 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 36952 members Entering Unmasked Estep Score: -9673075.000000 Penalty: 12999.750000 Iteration 41Q: 3 clusters Score -9673075 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 36960 members Entering Unmasked Estep Score: -9673092.000000 Penalty: 12999.750000 Iteration 42Q: 3 clusters Score -9673092 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 36967 members Entering Unmasked Estep Score: -9673085.000000 Penalty: 12999.750000 Iteration 43Q: 3 clusters Score -9673085 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 36973 members Entering Unmasked Estep Score: -9673101.000000 Penalty: 12999.750000 Iteration 44Q: 3 clusters Score -9673101 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 36978 members Entering Unmasked Estep Score: -9673088.000000 Penalty: 12999.750000 Iteration 45Q: 3 clusters Score -9673088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 36983 members Entering Unmasked Estep Score: -9673091.000000 Penalty: 12999.750000 Iteration 46Q: 3 clusters Score -9673091 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 36988 members Entering Unmasked Estep Score: -9673069.000000 Penalty: 12999.750000 Iteration 47Q: 3 clusters Score -9673069 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 36991 members Entering Unmasked Estep Score: -9673077.000000 Penalty: 12999.750000 Iteration 48Q: 3 clusters Score -9673077 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 36996 members Entering Unmasked Estep Score: -9673086.000000 Penalty: 12999.750000 Iteration 49Q: 3 clusters Score -9673086 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 37003 members Entering Unmasked Estep Score: -9673087.000000 Penalty: 12999.750000 Iteration 50Q: 3 clusters Score -9673087 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 37007 members Entering Unmasked Estep Score: -9673094.000000 Penalty: 12999.750000 Iteration 51Q: 3 clusters Score -9673094 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 37013 members Entering Unmasked Estep Score: -9673092.000000 Penalty: 12999.750000 Iteration 52Q: 3 clusters Score -9673092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 37017 members Entering Unmasked Estep Score: -9673088.000000 Penalty: 12999.750000 Iteration 53Q: 3 clusters Score -9673088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 37025 members Entering Unmasked Estep Score: -9673098.000000 Penalty: 12999.750000 Iteration 54Q: 3 clusters Score -9673098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 37028 members Entering Unmasked Estep Score: -9673099.000000 Penalty: 12999.750000 Iteration 55Q: 3 clusters Score -9673099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 37030 members Entering Unmasked Estep Score: -9673103.000000 Penalty: 12999.750000 Iteration 56Q: 3 clusters Score -9673103 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 37034 members Entering Unmasked Estep Score: -9673099.000000 Penalty: 12999.750000 Iteration 57Q: 3 clusters Score -9673099 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 37039 members Entering Unmasked Estep Score: -9673102.000000 Penalty: 12999.750000 Iteration 58Q: 3 clusters Score -9673102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 37042 members Entering Unmasked Estep Score: -9673103.000000 Penalty: 12999.750000 Iteration 59Q: 3 clusters Score -9673103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 37044 members Entering Unmasked Estep Score: -9673102.000000 Penalty: 12999.750000 Iteration 60F: 3 clusters Score -9673102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 37047 members Entering Unmasked Estep Score: -9673094.000000 Penalty: 12999.750000 Iteration 61Q: 3 clusters Score -9673094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 37052 members Entering Unmasked Estep Score: -9673097.000000 Penalty: 12999.750000 Iteration 62Q: 3 clusters Score -9673097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 37057 members Entering Unmasked Estep Score: -9673097.000000 Penalty: 12999.750000 Iteration 63Q: 3 clusters Score -9673097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 37062 members Entering Unmasked Estep Score: -9673092.000000 Penalty: 12999.750000 Iteration 64Q: 3 clusters Score -9673092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 37066 members Entering Unmasked Estep Score: -9673095.000000 Penalty: 12999.750000 Iteration 65Q: 3 clusters Score -9673095 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 37069 members Entering Unmasked Estep Score: -9673102.000000 Penalty: 12999.750000 Iteration 66Q: 3 clusters Score -9673102 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 37075 members Entering Unmasked Estep Score: -9673115.000000 Penalty: 12999.750000 Iteration 67Q: 3 clusters Score -9673115 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 37080 members Entering Unmasked Estep Score: -9673107.000000 Penalty: 12999.750000 Iteration 68Q: 3 clusters Score -9673107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 37081 members Entering Unmasked Estep Score: -9673105.000000 Penalty: 12999.750000 Iteration 69Q: 3 clusters Score -9673105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 37083 members Entering Unmasked Estep Score: -9673116.000000 Penalty: 12999.750000 Iteration 70Q: 3 clusters Score -9673116 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 37083 members Entering Unmasked Estep Score: -9673116.000000 Penalty: 12999.750000 Iteration 71F: 3 clusters Score -9673116 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (37262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37262 members Entering Unmasked Estep Score: -8695273.000000 Penalty: 6447.009277 Iteration 0F: 2 clusters Score -8695273 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Mstep: Class 2 contains 18557 members Entering Unmasked Estep Score: -8667745.000000 Penalty: 12894.018555 Iteration 0F: 3 clusters Score -8667745 nChanged 16106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19151 members Mstep: Class 2 contains 18111 members Entering Unmasked Estep Score: -8676159.000000 Penalty: 12894.018555 Iteration 1F: 3 clusters Score -8676159 nChanged 2188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19449 members Mstep: Class 2 contains 17813 members Entering Unmasked Estep Score: -8677081.000000 Penalty: 12894.018555 Iteration 2F: 3 clusters Score -8677081 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19812 members Mstep: Class 2 contains 17450 members Entering Unmasked Estep Score: -8677770.000000 Penalty: 12894.018555 Iteration 3Q: 3 clusters Score -8677770 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20242 members Mstep: Class 2 contains 17020 members Entering Unmasked Estep Score: -8678352.000000 Penalty: 12894.018555 Iteration 4Q: 3 clusters Score -8678352 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20826 members Mstep: Class 2 contains 16436 members Entering Unmasked Estep Score: -8678947.000000 Penalty: 12894.018555 Iteration 5Q: 3 clusters Score -8678947 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21515 members Mstep: Class 2 contains 15747 members Entering Unmasked Estep Score: -8679550.000000 Penalty: 12894.018555 Iteration 6Q: 3 clusters Score -8679550 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22365 members Mstep: Class 2 contains 14897 members Entering Unmasked Estep Score: -8680253.000000 Penalty: 12894.018555 Iteration 7Q: 3 clusters Score -8680253 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23420 members Mstep: Class 2 contains 13842 members Entering Unmasked Estep Score: -8680991.000000 Penalty: 12894.018555 Iteration 8Q: 3 clusters Score -8680991 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24617 members Mstep: Class 2 contains 12645 members Entering Unmasked Estep Score: -8681904.000000 Penalty: 12894.018555 Iteration 9Q: 3 clusters Score -8681904 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25931 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -8682867.000000 Penalty: 12894.018555 Iteration 10Q: 3 clusters Score -8682867 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27338 members Mstep: Class 2 contains 9924 members Entering Unmasked Estep Score: -8683885.000000 Penalty: 12894.018555 Iteration 11Q: 3 clusters Score -8683885 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28742 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -8685009.000000 Penalty: 12894.018555 Iteration 12Q: 3 clusters Score -8685009 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30066 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -8686137.000000 Penalty: 12894.018555 Iteration 13Q: 3 clusters Score -8686137 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31094 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -8687206.000000 Penalty: 12894.018555 Iteration 14Q: 3 clusters Score -8687206 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31898 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -8688233.000000 Penalty: 12894.018555 Iteration 15Q: 3 clusters Score -8688233 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32480 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -8689223.000000 Penalty: 12894.018555 Iteration 16Q: 3 clusters Score -8689223 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32833 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -8689996.000000 Penalty: 12894.018555 Iteration 17Q: 3 clusters Score -8689996 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33029 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -8690518.000000 Penalty: 12894.018555 Iteration 18Q: 3 clusters Score -8690518 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33168 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -8690900.000000 Penalty: 12894.018555 Iteration 19Q: 3 clusters Score -8690900 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33268 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -8691068.000000 Penalty: 12894.018555 Iteration 20F: 3 clusters Score -8691068 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33321 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -8691216.000000 Penalty: 12894.018555 Iteration 21Q: 3 clusters Score -8691216 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33359 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -8691294.000000 Penalty: 12894.018555 Iteration 22Q: 3 clusters Score -8691294 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33387 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -8691377.000000 Penalty: 12894.018555 Iteration 23Q: 3 clusters Score -8691377 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33410 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -8691428.000000 Penalty: 12894.018555 Iteration 24Q: 3 clusters Score -8691428 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33417 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -8691468.000000 Penalty: 12894.018555 Iteration 25Q: 3 clusters Score -8691468 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33418 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -8691490.000000 Penalty: 12894.018555 Iteration 26Q: 3 clusters Score -8691490 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33407 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -8691520.000000 Penalty: 12894.018555 Iteration 27Q: 3 clusters Score -8691520 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33389 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -8691573.000000 Penalty: 12894.018555 Iteration 28Q: 3 clusters Score -8691573 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33381 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -8691598.000000 Penalty: 12894.018555 Iteration 29Q: 3 clusters Score -8691598 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33355 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -8691629.000000 Penalty: 12894.018555 Iteration 30Q: 3 clusters Score -8691629 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33329 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -8691656.000000 Penalty: 12894.018555 Iteration 31Q: 3 clusters Score -8691656 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33302 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -8691704.000000 Penalty: 12894.018555 Iteration 32Q: 3 clusters Score -8691704 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33290 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -8691722.000000 Penalty: 12894.018555 Iteration 33Q: 3 clusters Score -8691722 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33287 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -8691756.000000 Penalty: 12894.018555 Iteration 34Q: 3 clusters Score -8691756 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33281 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -8691752.000000 Penalty: 12894.018555 Iteration 35Q: 3 clusters Score -8691752 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33269 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -8691763.000000 Penalty: 12894.018555 Iteration 36Q: 3 clusters Score -8691763 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33262 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -8691797.000000 Penalty: 12894.018555 Iteration 37Q: 3 clusters Score -8691797 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33255 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -8691796.000000 Penalty: 12894.018555 Iteration 38Q: 3 clusters Score -8691796 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33247 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -8691795.000000 Penalty: 12894.018555 Iteration 39Q: 3 clusters Score -8691795 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33239 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -8691822.000000 Penalty: 12894.018555 Iteration 40F: 3 clusters Score -8691822 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33222 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -8691833.000000 Penalty: 12894.018555 Iteration 41Q: 3 clusters Score -8691833 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33209 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -8691839.000000 Penalty: 12894.018555 Iteration 42Q: 3 clusters Score -8691839 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33198 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -8691846.000000 Penalty: 12894.018555 Iteration 43Q: 3 clusters Score -8691846 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33186 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -8691857.000000 Penalty: 12894.018555 Iteration 44Q: 3 clusters Score -8691857 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33178 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -8691849.000000 Penalty: 12894.018555 Iteration 45Q: 3 clusters Score -8691849 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33170 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -8691835.000000 Penalty: 12894.018555 Iteration 46Q: 3 clusters Score -8691835 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33170 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -8691839.000000 Penalty: 12894.018555 Iteration 47Q: 3 clusters Score -8691839 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33165 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -8691845.000000 Penalty: 12894.018555 Iteration 48Q: 3 clusters Score -8691845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33163 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -8691847.000000 Penalty: 12894.018555 Iteration 49Q: 3 clusters Score -8691847 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33162 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -8691853.000000 Penalty: 12894.018555 Iteration 50Q: 3 clusters Score -8691853 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33163 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -8691856.000000 Penalty: 12894.018555 Iteration 51Q: 3 clusters Score -8691856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33163 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -8691856.000000 Penalty: 12894.018555 Iteration 52F: 3 clusters Score -8691856 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7093 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Entering Unmasked Estep Score: -1669382.125000 Penalty: 5430.953613 Iteration 0F: 2 clusters Score -1669382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1660995.875000 Penalty: 10861.907227 Iteration 0F: 3 clusters Score -1660996 nChanged 2409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1662494.500000 Penalty: 10861.907227 Iteration 1F: 3 clusters Score -1662494 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1662850.750000 Penalty: 10861.907227 Iteration 2F: 3 clusters Score -1662851 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1663043.750000 Penalty: 10861.907227 Iteration 3Q: 3 clusters Score -1663044 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1663180.500000 Penalty: 10861.907227 Iteration 4Q: 3 clusters Score -1663180 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1663273.375000 Penalty: 10861.907227 Iteration 5Q: 3 clusters Score -1663273 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1663359.750000 Penalty: 10861.907227 Iteration 6Q: 3 clusters Score -1663360 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1663429.000000 Penalty: 10861.907227 Iteration 7Q: 3 clusters Score -1663429 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1663485.000000 Penalty: 10861.907227 Iteration 8Q: 3 clusters Score -1663485 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1663529.625000 Penalty: 10861.907227 Iteration 9Q: 3 clusters Score -1663530 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1663565.625000 Penalty: 10861.907227 Iteration 10Q: 3 clusters Score -1663566 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -1663607.125000 Penalty: 10861.907227 Iteration 11Q: 3 clusters Score -1663607 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1663645.875000 Penalty: 10861.907227 Iteration 12Q: 3 clusters Score -1663646 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -1663674.250000 Penalty: 10861.907227 Iteration 13Q: 3 clusters Score -1663674 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -1663694.625000 Penalty: 10861.907227 Iteration 14Q: 3 clusters Score -1663695 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1663717.875000 Penalty: 10861.907227 Iteration 15Q: 3 clusters Score -1663718 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -1663735.125000 Penalty: 10861.907227 Iteration 16Q: 3 clusters Score -1663735 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1663753.750000 Penalty: 10861.907227 Iteration 17Q: 3 clusters Score -1663754 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1663773.125000 Penalty: 10861.907227 Iteration 18Q: 3 clusters Score -1663773 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1663795.250000 Penalty: 10861.907227 Iteration 19Q: 3 clusters Score -1663795 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1663815.125000 Penalty: 10861.907227 Iteration 20F: 3 clusters Score -1663815 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -1663841.750000 Penalty: 10861.907227 Iteration 21Q: 3 clusters Score -1663842 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -1663862.375000 Penalty: 10861.907227 Iteration 22Q: 3 clusters Score -1663862 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -1663887.875000 Penalty: 10861.907227 Iteration 23Q: 3 clusters Score -1663888 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1663912.375000 Penalty: 10861.907227 Iteration 24Q: 3 clusters Score -1663912 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1663940.125000 Penalty: 10861.907227 Iteration 25Q: 3 clusters Score -1663940 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1663965.875000 Penalty: 10861.907227 Iteration 26Q: 3 clusters Score -1663966 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -1664012.625000 Penalty: 10861.907227 Iteration 27Q: 3 clusters Score -1664013 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1664060.125000 Penalty: 10861.907227 Iteration 28Q: 3 clusters Score -1664060 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1664111.000000 Penalty: 10861.907227 Iteration 29Q: 3 clusters Score -1664111 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1664156.250000 Penalty: 10861.907227 Iteration 30Q: 3 clusters Score -1664156 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -1664216.125000 Penalty: 10861.907227 Iteration 31Q: 3 clusters Score -1664216 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1664287.375000 Penalty: 10861.907227 Iteration 32Q: 3 clusters Score -1664287 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1664350.250000 Penalty: 10861.907227 Iteration 33Q: 3 clusters Score -1664350 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1664404.875000 Penalty: 10861.907227 Iteration 34Q: 3 clusters Score -1664405 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -1664455.875000 Penalty: 10861.907227 Iteration 35Q: 3 clusters Score -1664456 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -1664515.375000 Penalty: 10861.907227 Iteration 36Q: 3 clusters Score -1664515 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1664570.750000 Penalty: 10861.907227 Iteration 37Q: 3 clusters Score -1664571 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1664620.750000 Penalty: 10861.907227 Iteration 38Q: 3 clusters Score -1664621 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1664668.250000 Penalty: 10861.907227 Iteration 39Q: 3 clusters Score -1664668 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1664711.875000 Penalty: 10861.907227 Iteration 40F: 3 clusters Score -1664712 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1664750.625000 Penalty: 10861.907227 Iteration 41Q: 3 clusters Score -1664751 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1664783.500000 Penalty: 10861.907227 Iteration 42Q: 3 clusters Score -1664784 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1664812.375000 Penalty: 10861.907227 Iteration 43Q: 3 clusters Score -1664812 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -1664839.875000 Penalty: 10861.907227 Iteration 44Q: 3 clusters Score -1664840 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1664860.625000 Penalty: 10861.907227 Iteration 45Q: 3 clusters Score -1664861 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -1664879.125000 Penalty: 10861.907227 Iteration 46Q: 3 clusters Score -1664879 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -1664907.125000 Penalty: 10861.907227 Iteration 47Q: 3 clusters Score -1664907 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1664927.750000 Penalty: 10861.907227 Iteration 48Q: 3 clusters Score -1664928 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -1664952.250000 Penalty: 10861.907227 Iteration 49Q: 3 clusters Score -1664952 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1664968.375000 Penalty: 10861.907227 Iteration 50Q: 3 clusters Score -1664968 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1664977.500000 Penalty: 10861.907227 Iteration 51Q: 3 clusters Score -1664978 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1664991.125000 Penalty: 10861.907227 Iteration 52Q: 3 clusters Score -1664991 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1665003.000000 Penalty: 10861.907227 Iteration 53Q: 3 clusters Score -1665003 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1665007.875000 Penalty: 10861.907227 Iteration 54Q: 3 clusters Score -1665008 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -1665014.000000 Penalty: 10861.907227 Iteration 55Q: 3 clusters Score -1665014 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1665022.750000 Penalty: 10861.907227 Iteration 56Q: 3 clusters Score -1665023 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1665034.375000 Penalty: 10861.907227 Iteration 57Q: 3 clusters Score -1665034 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -1665046.000000 Penalty: 10861.907227 Iteration 58Q: 3 clusters Score -1665046 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1665060.500000 Penalty: 10861.907227 Iteration 59Q: 3 clusters Score -1665060 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1665073.250000 Penalty: 10861.907227 Iteration 60F: 3 clusters Score -1665073 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -1665086.375000 Penalty: 10861.907227 Iteration 61Q: 3 clusters Score -1665086 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1665100.250000 Penalty: 10861.907227 Iteration 62Q: 3 clusters Score -1665100 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1665105.750000 Penalty: 10861.907227 Iteration 63Q: 3 clusters Score -1665106 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -1665121.500000 Penalty: 10861.907227 Iteration 64Q: 3 clusters Score -1665122 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1665132.125000 Penalty: 10861.907227 Iteration 65Q: 3 clusters Score -1665132 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1665138.125000 Penalty: 10861.907227 Iteration 66Q: 3 clusters Score -1665138 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1665144.250000 Penalty: 10861.907227 Iteration 67Q: 3 clusters Score -1665144 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1665151.750000 Penalty: 10861.907227 Iteration 68Q: 3 clusters Score -1665152 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1665158.125000 Penalty: 10861.907227 Iteration 69Q: 3 clusters Score -1665158 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1665169.125000 Penalty: 10861.907227 Iteration 70Q: 3 clusters Score -1665169 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1665171.625000 Penalty: 10861.907227 Iteration 71Q: 3 clusters Score -1665172 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1665182.125000 Penalty: 10861.907227 Iteration 72Q: 3 clusters Score -1665182 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -1665181.125000 Penalty: 10861.907227 Iteration 73Q: 3 clusters Score -1665181 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1665185.875000 Penalty: 10861.907227 Iteration 74Q: 3 clusters Score -1665186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -1665186.125000 Penalty: 10861.907227 Iteration 75Q: 3 clusters Score -1665186 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1665190.375000 Penalty: 10861.907227 Iteration 76Q: 3 clusters Score -1665190 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1665188.875000 Penalty: 10861.907227 Iteration 77Q: 3 clusters Score -1665189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -1665192.125000 Penalty: 10861.907227 Iteration 78Q: 3 clusters Score -1665192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -1665194.375000 Penalty: 10861.907227 Iteration 79Q: 3 clusters Score -1665194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -1665193.875000 Penalty: 10861.907227 Iteration 80F: 3 clusters Score -1665194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1665195.625000 Penalty: 10861.907227 Iteration 81Q: 3 clusters Score -1665196 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1665196.125000 Penalty: 10861.907227 Iteration 82Q: 3 clusters Score -1665196 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1665196.125000 Penalty: 10861.907227 Iteration 83F: 3 clusters Score -1665196 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Entering Unmasked Estep Score: -104801.726562 Penalty: 3812.541992 Iteration 0F: 2 clusters Score -104801.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -101663.812500 Penalty: 7625.083984 Iteration 0F: 3 clusters Score -101663.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -101865.593750 Penalty: 7625.083984 Iteration 1F: 3 clusters Score -101865.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -101951.578125 Penalty: 7625.083984 Iteration 2Q: 3 clusters Score -101951.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -102015.195312 Penalty: 7625.083984 Iteration 3Q: 3 clusters Score -102015.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -102113.226562 Penalty: 7625.083984 Iteration 4Q: 3 clusters Score -102113.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -102244.312500 Penalty: 7625.083984 Iteration 5Q: 3 clusters Score -102244.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -102273.929688 Penalty: 7625.083984 Iteration 6Q: 3 clusters Score -102273.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -102296.335938 Penalty: 7625.083984 Iteration 7Q: 3 clusters Score -102296.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -102331.070312 Penalty: 7625.083984 Iteration 8Q: 3 clusters Score -102331.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -102358.976562 Penalty: 7625.083984 Iteration 9Q: 3 clusters Score -102359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -102369.750000 Penalty: 7625.083984 Iteration 10Q: 3 clusters Score -102369.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -102369.750000 Penalty: 7625.083984 Iteration 11F: 3 clusters Score -102369.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Entering Unmasked Estep Score: -189042.437500 Penalty: 4190.489746 Iteration 0F: 2 clusters Score -189042.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -185138.109375 Penalty: 8380.979492 Iteration 0F: 3 clusters Score -185138.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -185675.578125 Penalty: 8380.979492 Iteration 1F: 3 clusters Score -185675.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -185880.328125 Penalty: 8380.979492 Iteration 2F: 3 clusters Score -185880.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -186019.171875 Penalty: 8380.979492 Iteration 3Q: 3 clusters Score -186019.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -186100.296875 Penalty: 8380.979492 Iteration 4Q: 3 clusters Score -186100.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -186137.953125 Penalty: 8380.979492 Iteration 5Q: 3 clusters Score -186138 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -186173.656250 Penalty: 8380.979492 Iteration 6Q: 3 clusters Score -186173.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -186199.031250 Penalty: 8380.979492 Iteration 7Q: 3 clusters Score -186199 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -186218.593750 Penalty: 8380.979492 Iteration 8Q: 3 clusters Score -186218.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -186227.750000 Penalty: 8380.979492 Iteration 9Q: 3 clusters Score -186227.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -186239.718750 Penalty: 8380.979492 Iteration 10Q: 3 clusters Score -186239.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -186242.921875 Penalty: 8380.979492 Iteration 11Q: 3 clusters Score -186242.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -186246.250000 Penalty: 8380.979492 Iteration 12Q: 3 clusters Score -186246.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -186253.453125 Penalty: 8380.979492 Iteration 13Q: 3 clusters Score -186253.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -186264.546875 Penalty: 8380.979492 Iteration 14Q: 3 clusters Score -186264.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -186281.593750 Penalty: 8380.979492 Iteration 15Q: 3 clusters Score -186281.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -186298.531250 Penalty: 8380.979492 Iteration 16Q: 3 clusters Score -186298.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -186312.609375 Penalty: 8380.979492 Iteration 17Q: 3 clusters Score -186312.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -186323.062500 Penalty: 8380.979492 Iteration 18Q: 3 clusters Score -186323.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -186331.312500 Penalty: 8380.979492 Iteration 19Q: 3 clusters Score -186331.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -186344.875000 Penalty: 8380.979492 Iteration 20F: 3 clusters Score -186344.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -186355.921875 Penalty: 8380.979492 Iteration 21Q: 3 clusters Score -186355.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -186365.593750 Penalty: 8380.979492 Iteration 22Q: 3 clusters Score -186365.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -186381.000000 Penalty: 8380.979492 Iteration 23Q: 3 clusters Score -186381 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -186387.265625 Penalty: 8380.979492 Iteration 24Q: 3 clusters Score -186387.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -186397.187500 Penalty: 8380.979492 Iteration 25Q: 3 clusters Score -186397.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -186401.921875 Penalty: 8380.979492 Iteration 26Q: 3 clusters Score -186401.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -186406.968750 Penalty: 8380.979492 Iteration 27Q: 3 clusters Score -186407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -186406.968750 Penalty: 8380.979492 Iteration 28F: 3 clusters Score -186407 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Entering Unmasked Estep Score: -3460802.000000 Penalty: 5897.591797 Iteration 0F: 2 clusters Score -3460802 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -3447275.250000 Penalty: 11795.183594 Iteration 0F: 3 clusters Score -3447275 nChanged 5990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -3450927.750000 Penalty: 11795.183594 Iteration 1F: 3 clusters Score -3450928 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -3452056.000000 Penalty: 11795.183594 Iteration 2F: 3 clusters Score -3452056 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -3453182.250000 Penalty: 11795.183594 Iteration 3F: 3 clusters Score -3453182 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -3454130.250000 Penalty: 11795.183594 Iteration 4F: 3 clusters Score -3454130 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -3454779.000000 Penalty: 11795.183594 Iteration 5F: 3 clusters Score -3454779 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 8935 members Entering Unmasked Estep Score: -3455226.500000 Penalty: 11795.183594 Iteration 6Q: 3 clusters Score -3455226 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -3455537.750000 Penalty: 11795.183594 Iteration 7Q: 3 clusters Score -3455538 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -3455752.000000 Penalty: 11795.183594 Iteration 8Q: 3 clusters Score -3455752 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -3455879.750000 Penalty: 11795.183594 Iteration 9Q: 3 clusters Score -3455880 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -3455977.750000 Penalty: 11795.183594 Iteration 10Q: 3 clusters Score -3455978 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -3456049.000000 Penalty: 11795.183594 Iteration 11Q: 3 clusters Score -3456049 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -3456102.000000 Penalty: 11795.183594 Iteration 12Q: 3 clusters Score -3456102 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -3456141.750000 Penalty: 11795.183594 Iteration 13Q: 3 clusters Score -3456142 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -3456176.250000 Penalty: 11795.183594 Iteration 14Q: 3 clusters Score -3456176 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -3456221.750000 Penalty: 11795.183594 Iteration 15Q: 3 clusters Score -3456222 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -3456237.000000 Penalty: 11795.183594 Iteration 16Q: 3 clusters Score -3456237 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7273 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -3456255.250000 Penalty: 11795.183594 Iteration 17Q: 3 clusters Score -3456255 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -3456282.250000 Penalty: 11795.183594 Iteration 18Q: 3 clusters Score -3456282 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -3456312.750000 Penalty: 11795.183594 Iteration 19Q: 3 clusters Score -3456313 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -3456337.250000 Penalty: 11795.183594 Iteration 20F: 3 clusters Score -3456337 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -3456354.750000 Penalty: 11795.183594 Iteration 21Q: 3 clusters Score -3456355 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -3456372.750000 Penalty: 11795.183594 Iteration 22Q: 3 clusters Score -3456373 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -3456407.500000 Penalty: 11795.183594 Iteration 23Q: 3 clusters Score -3456408 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -3456422.500000 Penalty: 11795.183594 Iteration 24Q: 3 clusters Score -3456422 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -3456440.250000 Penalty: 11795.183594 Iteration 25Q: 3 clusters Score -3456440 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -3456471.250000 Penalty: 11795.183594 Iteration 26Q: 3 clusters Score -3456471 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -3456482.750000 Penalty: 11795.183594 Iteration 27Q: 3 clusters Score -3456483 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -3456503.750000 Penalty: 11795.183594 Iteration 28Q: 3 clusters Score -3456504 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8093 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -3456534.500000 Penalty: 11795.183594 Iteration 29Q: 3 clusters Score -3456534 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -3456572.250000 Penalty: 11795.183594 Iteration 30Q: 3 clusters Score -3456572 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -3456606.750000 Penalty: 11795.183594 Iteration 31Q: 3 clusters Score -3456607 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -3456640.750000 Penalty: 11795.183594 Iteration 32Q: 3 clusters Score -3456641 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -3456687.000000 Penalty: 11795.183594 Iteration 33Q: 3 clusters Score -3456687 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -3456724.000000 Penalty: 11795.183594 Iteration 34Q: 3 clusters Score -3456724 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -3456750.750000 Penalty: 11795.183594 Iteration 35Q: 3 clusters Score -3456751 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -3456791.750000 Penalty: 11795.183594 Iteration 36Q: 3 clusters Score -3456792 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -3456839.750000 Penalty: 11795.183594 Iteration 37Q: 3 clusters Score -3456840 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -3456900.000000 Penalty: 11795.183594 Iteration 38Q: 3 clusters Score -3456900 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -3456969.250000 Penalty: 11795.183594 Iteration 39Q: 3 clusters Score -3456969 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -3457063.750000 Penalty: 11795.183594 Iteration 40F: 3 clusters Score -3457064 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -3457162.250000 Penalty: 11795.183594 Iteration 41Q: 3 clusters Score -3457162 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -3457271.250000 Penalty: 11795.183594 Iteration 42Q: 3 clusters Score -3457271 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -3457385.000000 Penalty: 11795.183594 Iteration 43Q: 3 clusters Score -3457385 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -3457496.500000 Penalty: 11795.183594 Iteration 44Q: 3 clusters Score -3457496 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -3457608.000000 Penalty: 11795.183594 Iteration 45Q: 3 clusters Score -3457608 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10503 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -3457709.750000 Penalty: 11795.183594 Iteration 46Q: 3 clusters Score -3457710 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -3457806.000000 Penalty: 11795.183594 Iteration 47Q: 3 clusters Score -3457806 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10856 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -3457904.750000 Penalty: 11795.183594 Iteration 48Q: 3 clusters Score -3457905 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -3458006.750000 Penalty: 11795.183594 Iteration 49Q: 3 clusters Score -3458007 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -3458089.500000 Penalty: 11795.183594 Iteration 50Q: 3 clusters Score -3458090 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -3458165.750000 Penalty: 11795.183594 Iteration 51Q: 3 clusters Score -3458166 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -3458244.250000 Penalty: 11795.183594 Iteration 52Q: 3 clusters Score -3458244 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -3458314.250000 Penalty: 11795.183594 Iteration 53Q: 3 clusters Score -3458314 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -3458359.750000 Penalty: 11795.183594 Iteration 54Q: 3 clusters Score -3458360 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -3458415.250000 Penalty: 11795.183594 Iteration 55Q: 3 clusters Score -3458415 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -3458468.250000 Penalty: 11795.183594 Iteration 56Q: 3 clusters Score -3458468 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11930 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -3458517.000000 Penalty: 11795.183594 Iteration 57Q: 3 clusters Score -3458517 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -3458586.000000 Penalty: 11795.183594 Iteration 58Q: 3 clusters Score -3458586 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -3458634.000000 Penalty: 11795.183594 Iteration 59Q: 3 clusters Score -3458634 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -3458694.000000 Penalty: 11795.183594 Iteration 60F: 3 clusters Score -3458694 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -3458723.000000 Penalty: 11795.183594 Iteration 61Q: 3 clusters Score -3458723 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -3458766.500000 Penalty: 11795.183594 Iteration 62Q: 3 clusters Score -3458766 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -3458812.750000 Penalty: 11795.183594 Iteration 63Q: 3 clusters Score -3458813 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12449 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -3458848.750000 Penalty: 11795.183594 Iteration 64Q: 3 clusters Score -3458849 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -3458898.500000 Penalty: 11795.183594 Iteration 65Q: 3 clusters Score -3458898 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -3458937.750000 Penalty: 11795.183594 Iteration 66Q: 3 clusters Score -3458938 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12643 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -3458987.500000 Penalty: 11795.183594 Iteration 67Q: 3 clusters Score -3458988 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12703 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -3459025.500000 Penalty: 11795.183594 Iteration 68Q: 3 clusters Score -3459026 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12760 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -3459062.000000 Penalty: 11795.183594 Iteration 69Q: 3 clusters Score -3459062 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -3459121.250000 Penalty: 11795.183594 Iteration 70Q: 3 clusters Score -3459121 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12868 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -3459164.250000 Penalty: 11795.183594 Iteration 71Q: 3 clusters Score -3459164 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12916 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -3459201.750000 Penalty: 11795.183594 Iteration 72Q: 3 clusters Score -3459202 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -3459230.500000 Penalty: 11795.183594 Iteration 73Q: 3 clusters Score -3459230 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13010 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -3459258.000000 Penalty: 11795.183594 Iteration 74Q: 3 clusters Score -3459258 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -3459272.250000 Penalty: 11795.183594 Iteration 75Q: 3 clusters Score -3459272 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13056 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -3459292.500000 Penalty: 11795.183594 Iteration 76Q: 3 clusters Score -3459292 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -3459310.000000 Penalty: 11795.183594 Iteration 77Q: 3 clusters Score -3459310 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13113 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -3459326.750000 Penalty: 11795.183594 Iteration 78Q: 3 clusters Score -3459327 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -3459336.000000 Penalty: 11795.183594 Iteration 79Q: 3 clusters Score -3459336 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13150 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -3459346.750000 Penalty: 11795.183594 Iteration 80F: 3 clusters Score -3459347 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13175 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -3459362.500000 Penalty: 11795.183594 Iteration 81Q: 3 clusters Score -3459362 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13212 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -3459404.250000 Penalty: 11795.183594 Iteration 82Q: 3 clusters Score -3459404 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -3459452.500000 Penalty: 11795.183594 Iteration 83Q: 3 clusters Score -3459452 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13310 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -3459512.750000 Penalty: 11795.183594 Iteration 84Q: 3 clusters Score -3459513 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -3459576.000000 Penalty: 11795.183594 Iteration 85Q: 3 clusters Score -3459576 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -3459636.000000 Penalty: 11795.183594 Iteration 86Q: 3 clusters Score -3459636 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13471 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -3459682.250000 Penalty: 11795.183594 Iteration 87Q: 3 clusters Score -3459682 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13510 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -3459721.000000 Penalty: 11795.183594 Iteration 88Q: 3 clusters Score -3459721 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13537 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -3459748.500000 Penalty: 11795.183594 Iteration 89Q: 3 clusters Score -3459748 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13554 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -3459776.250000 Penalty: 11795.183594 Iteration 90Q: 3 clusters Score -3459776 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13567 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -3459782.750000 Penalty: 11795.183594 Iteration 91Q: 3 clusters Score -3459783 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13577 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -3459795.000000 Penalty: 11795.183594 Iteration 92Q: 3 clusters Score -3459795 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -3459798.000000 Penalty: 11795.183594 Iteration 93Q: 3 clusters Score -3459798 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13591 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -3459798.000000 Penalty: 11795.183594 Iteration 94Q: 3 clusters Score -3459798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13592 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -3459794.500000 Penalty: 11795.183594 Iteration 95Q: 3 clusters Score -3459794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13595 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -3459795.750000 Penalty: 11795.183594 Iteration 96Q: 3 clusters Score -3459796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -3459798.500000 Penalty: 11795.183594 Iteration 97Q: 3 clusters Score -3459798 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -3459798.750000 Penalty: 11795.183594 Iteration 98Q: 3 clusters Score -3459799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -3459802.500000 Penalty: 11795.183594 Iteration 99Q: 3 clusters Score -3459802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13601 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -3459800.250000 Penalty: 11795.183594 Iteration 100F: 3 clusters Score -3459800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13602 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -3459801.500000 Penalty: 11795.183594 Iteration 101Q: 3 clusters Score -3459802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13601 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -3459800.250000 Penalty: 11795.183594 Iteration 102Q: 3 clusters Score -3459800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13601 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -3459800.250000 Penalty: 11795.183594 Iteration 103F: 3 clusters Score -3459800 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Entering Unmasked Estep Score: -2309046.500000 Penalty: 5630.208496 Iteration 0F: 2 clusters Score -2309046 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -2298886.250000 Penalty: 11260.416992 Iteration 0F: 3 clusters Score -2298886 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -2301127.750000 Penalty: 11260.416992 Iteration 1F: 3 clusters Score -2301128 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -2301794.250000 Penalty: 11260.416992 Iteration 2F: 3 clusters Score -2301794 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -2302438.250000 Penalty: 11260.416992 Iteration 3F: 3 clusters Score -2302438 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -2303209.000000 Penalty: 11260.416992 Iteration 4F: 3 clusters Score -2303209 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -2304092.000000 Penalty: 11260.416992 Iteration 5F: 3 clusters Score -2304092 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -2304911.500000 Penalty: 11260.416992 Iteration 6F: 3 clusters Score -2304912 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -2305463.750000 Penalty: 11260.416992 Iteration 7F: 3 clusters Score -2305464 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -2305775.750000 Penalty: 11260.416992 Iteration 8Q: 3 clusters Score -2305776 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -2305956.000000 Penalty: 11260.416992 Iteration 9Q: 3 clusters Score -2305956 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -2306056.750000 Penalty: 11260.416992 Iteration 10Q: 3 clusters Score -2306057 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -2306126.000000 Penalty: 11260.416992 Iteration 11Q: 3 clusters Score -2306126 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -2306161.000000 Penalty: 11260.416992 Iteration 12Q: 3 clusters Score -2306161 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -2306187.750000 Penalty: 11260.416992 Iteration 13Q: 3 clusters Score -2306188 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -2306197.500000 Penalty: 11260.416992 Iteration 14Q: 3 clusters Score -2306198 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -2306213.000000 Penalty: 11260.416992 Iteration 15Q: 3 clusters Score -2306213 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -2306222.250000 Penalty: 11260.416992 Iteration 16Q: 3 clusters Score -2306222 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -2306227.250000 Penalty: 11260.416992 Iteration 17Q: 3 clusters Score -2306227 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -2306229.000000 Penalty: 11260.416992 Iteration 18Q: 3 clusters Score -2306229 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -2306228.000000 Penalty: 11260.416992 Iteration 19Q: 3 clusters Score -2306228 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -2306233.000000 Penalty: 11260.416992 Iteration 20F: 3 clusters Score -2306233 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -2306231.750000 Penalty: 11260.416992 Iteration 21Q: 3 clusters Score -2306232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -2306231.250000 Penalty: 11260.416992 Iteration 22Q: 3 clusters Score -2306231 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -2306234.250000 Penalty: 11260.416992 Iteration 23Q: 3 clusters Score -2306234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -2306240.500000 Penalty: 11260.416992 Iteration 24Q: 3 clusters Score -2306240 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7753 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -2306238.000000 Penalty: 11260.416992 Iteration 25Q: 3 clusters Score -2306238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -2306234.500000 Penalty: 11260.416992 Iteration 26Q: 3 clusters Score -2306234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -2306234.500000 Penalty: 11260.416992 Iteration 27F: 3 clusters Score -2306234 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (18705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Entering Unmasked Estep Score: -4348900.500000 Penalty: 6024.884277 Iteration 0F: 2 clusters Score -4348900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9486 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -4333262.500000 Penalty: 12049.768555 Iteration 0F: 3 clusters Score -4333262 nChanged 7504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -4337488.500000 Penalty: 12049.768555 Iteration 1F: 3 clusters Score -4337488 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -4338437.000000 Penalty: 12049.768555 Iteration 2F: 3 clusters Score -4338437 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10940 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -4339492.000000 Penalty: 12049.768555 Iteration 3F: 3 clusters Score -4339492 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -4340977.500000 Penalty: 12049.768555 Iteration 4F: 3 clusters Score -4340978 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12686 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -4342369.500000 Penalty: 12049.768555 Iteration 5F: 3 clusters Score -4342370 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13770 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -4343639.500000 Penalty: 12049.768555 Iteration 6F: 3 clusters Score -4343640 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -4344702.000000 Penalty: 12049.768555 Iteration 7F: 3 clusters Score -4344702 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15519 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -4345485.000000 Penalty: 12049.768555 Iteration 8Q: 3 clusters Score -4345485 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16078 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -4345997.000000 Penalty: 12049.768555 Iteration 9Q: 3 clusters Score -4345997 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16504 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -4346401.000000 Penalty: 12049.768555 Iteration 10Q: 3 clusters Score -4346401 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16811 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -4346680.500000 Penalty: 12049.768555 Iteration 11Q: 3 clusters Score -4346680 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17037 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -4346861.000000 Penalty: 12049.768555 Iteration 12Q: 3 clusters Score -4346861 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -4346986.500000 Penalty: 12049.768555 Iteration 13Q: 3 clusters Score -4346986 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17307 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -4347072.500000 Penalty: 12049.768555 Iteration 14Q: 3 clusters Score -4347072 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17396 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -4347132.500000 Penalty: 12049.768555 Iteration 15Q: 3 clusters Score -4347132 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17455 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -4347170.500000 Penalty: 12049.768555 Iteration 16Q: 3 clusters Score -4347170 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17492 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -4347208.000000 Penalty: 12049.768555 Iteration 17Q: 3 clusters Score -4347208 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17513 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -4347222.000000 Penalty: 12049.768555 Iteration 18Q: 3 clusters Score -4347222 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17535 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -4347230.500000 Penalty: 12049.768555 Iteration 19Q: 3 clusters Score -4347230 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17554 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -4347242.500000 Penalty: 12049.768555 Iteration 20F: 3 clusters Score -4347242 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -4347257.000000 Penalty: 12049.768555 Iteration 21Q: 3 clusters Score -4347257 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17577 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -4347261.500000 Penalty: 12049.768555 Iteration 22Q: 3 clusters Score -4347262 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17589 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -4347276.500000 Penalty: 12049.768555 Iteration 23Q: 3 clusters Score -4347276 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17605 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -4347291.000000 Penalty: 12049.768555 Iteration 24Q: 3 clusters Score -4347291 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -4347296.500000 Penalty: 12049.768555 Iteration 25Q: 3 clusters Score -4347296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17618 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -4347301.500000 Penalty: 12049.768555 Iteration 26Q: 3 clusters Score -4347302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17622 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -4347296.500000 Penalty: 12049.768555 Iteration 27Q: 3 clusters Score -4347296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17624 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -4347295.500000 Penalty: 12049.768555 Iteration 28Q: 3 clusters Score -4347296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17626 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -4347295.000000 Penalty: 12049.768555 Iteration 29Q: 3 clusters Score -4347295 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17626 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -4347295.000000 Penalty: 12049.768555 Iteration 30F: 3 clusters Score -4347295 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Entering Unmasked Estep Score: -219832.875000 Penalty: 4237.094727 Iteration 0F: 2 clusters Score -219832.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -215779.500000 Penalty: 8474.189453 Iteration 0F: 3 clusters Score -215779.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -216261.234375 Penalty: 8474.189453 Iteration 1F: 3 clusters Score -216261.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -216431.015625 Penalty: 8474.189453 Iteration 2F: 3 clusters Score -216431 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -216541.796875 Penalty: 8474.189453 Iteration 3Q: 3 clusters Score -216541.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -216614.656250 Penalty: 8474.189453 Iteration 4Q: 3 clusters Score -216614.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -216667.156250 Penalty: 8474.189453 Iteration 5Q: 3 clusters Score -216667.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -216710.734375 Penalty: 8474.189453 Iteration 6Q: 3 clusters Score -216710.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -216736.437500 Penalty: 8474.189453 Iteration 7Q: 3 clusters Score -216736.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -216751.968750 Penalty: 8474.189453 Iteration 8Q: 3 clusters Score -216752 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -216771.531250 Penalty: 8474.189453 Iteration 9Q: 3 clusters Score -216771.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -216781.078125 Penalty: 8474.189453 Iteration 10Q: 3 clusters Score -216781.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -216794.968750 Penalty: 8474.189453 Iteration 11Q: 3 clusters Score -216795 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -216806.250000 Penalty: 8474.189453 Iteration 12Q: 3 clusters Score -216806.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -216831.890625 Penalty: 8474.189453 Iteration 13Q: 3 clusters Score -216831.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -216846.984375 Penalty: 8474.189453 Iteration 14Q: 3 clusters Score -216847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -216854.265625 Penalty: 8474.189453 Iteration 15Q: 3 clusters Score -216854.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -216857.843750 Penalty: 8474.189453 Iteration 16Q: 3 clusters Score -216857.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -216861.687500 Penalty: 8474.189453 Iteration 17Q: 3 clusters Score -216861.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -216874.656250 Penalty: 8474.189453 Iteration 18Q: 3 clusters Score -216874.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -216879.609375 Penalty: 8474.189453 Iteration 19Q: 3 clusters Score -216879.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -216879.609375 Penalty: 8474.189453 Iteration 20F: 3 clusters Score -216879.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Entering Unmasked Estep Score: -1162621.000000 Penalty: 5208.393555 Iteration 0F: 2 clusters Score -1162621 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1155571.625000 Penalty: 10416.787109 Iteration 0F: 3 clusters Score -1155572 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1156749.750000 Penalty: 10416.787109 Iteration 1F: 3 clusters Score -1156750 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -1157055.875000 Penalty: 10416.787109 Iteration 2F: 3 clusters Score -1157056 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -1157221.375000 Penalty: 10416.787109 Iteration 3Q: 3 clusters Score -1157221 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1157360.875000 Penalty: 10416.787109 Iteration 4Q: 3 clusters Score -1157361 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1157474.750000 Penalty: 10416.787109 Iteration 5Q: 3 clusters Score -1157475 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1157583.750000 Penalty: 10416.787109 Iteration 6Q: 3 clusters Score -1157584 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -1157667.875000 Penalty: 10416.787109 Iteration 7Q: 3 clusters Score -1157668 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -1157733.625000 Penalty: 10416.787109 Iteration 8Q: 3 clusters Score -1157734 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1157815.500000 Penalty: 10416.787109 Iteration 9Q: 3 clusters Score -1157816 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1157921.375000 Penalty: 10416.787109 Iteration 10Q: 3 clusters Score -1157921 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1158070.750000 Penalty: 10416.787109 Iteration 11Q: 3 clusters Score -1158071 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -1158248.500000 Penalty: 10416.787109 Iteration 12Q: 3 clusters Score -1158248 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -1158442.375000 Penalty: 10416.787109 Iteration 13Q: 3 clusters Score -1158442 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1158601.375000 Penalty: 10416.787109 Iteration 14Q: 3 clusters Score -1158601 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -1158747.125000 Penalty: 10416.787109 Iteration 15Q: 3 clusters Score -1158747 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1158881.250000 Penalty: 10416.787109 Iteration 16Q: 3 clusters Score -1158881 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -1159026.125000 Penalty: 10416.787109 Iteration 17Q: 3 clusters Score -1159026 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -1159160.625000 Penalty: 10416.787109 Iteration 18Q: 3 clusters Score -1159161 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1159284.750000 Penalty: 10416.787109 Iteration 19Q: 3 clusters Score -1159285 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1159379.000000 Penalty: 10416.787109 Iteration 20F: 3 clusters Score -1159379 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1159451.875000 Penalty: 10416.787109 Iteration 21Q: 3 clusters Score -1159452 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -1159516.250000 Penalty: 10416.787109 Iteration 22Q: 3 clusters Score -1159516 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -1159575.375000 Penalty: 10416.787109 Iteration 23Q: 3 clusters Score -1159575 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -1159607.625000 Penalty: 10416.787109 Iteration 24Q: 3 clusters Score -1159608 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1159629.125000 Penalty: 10416.787109 Iteration 25Q: 3 clusters Score -1159629 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -1159649.250000 Penalty: 10416.787109 Iteration 26Q: 3 clusters Score -1159649 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1159663.000000 Penalty: 10416.787109 Iteration 27Q: 3 clusters Score -1159663 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1159670.750000 Penalty: 10416.787109 Iteration 28Q: 3 clusters Score -1159671 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1159676.125000 Penalty: 10416.787109 Iteration 29Q: 3 clusters Score -1159676 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1159679.750000 Penalty: 10416.787109 Iteration 30Q: 3 clusters Score -1159680 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1159687.125000 Penalty: 10416.787109 Iteration 31Q: 3 clusters Score -1159687 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1159692.875000 Penalty: 10416.787109 Iteration 32Q: 3 clusters Score -1159693 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1159692.875000 Penalty: 10416.787109 Iteration 33Q: 3 clusters Score -1159693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -1159693.625000 Penalty: 10416.787109 Iteration 34Q: 3 clusters Score -1159694 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -1159696.875000 Penalty: 10416.787109 Iteration 35Q: 3 clusters Score -1159697 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -1159699.250000 Penalty: 10416.787109 Iteration 36Q: 3 clusters Score -1159699 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -1159700.125000 Penalty: 10416.787109 Iteration 37Q: 3 clusters Score -1159700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1159700.125000 Penalty: 10416.787109 Iteration 38Q: 3 clusters Score -1159700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1159706.375000 Penalty: 10416.787109 Iteration 39Q: 3 clusters Score -1159706 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -1159705.500000 Penalty: 10416.787109 Iteration 40F: 3 clusters Score -1159706 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1159708.500000 Penalty: 10416.787109 Iteration 41Q: 3 clusters Score -1159708 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1159711.625000 Penalty: 10416.787109 Iteration 42Q: 3 clusters Score -1159712 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1159716.750000 Penalty: 10416.787109 Iteration 43Q: 3 clusters Score -1159717 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1159720.750000 Penalty: 10416.787109 Iteration 44Q: 3 clusters Score -1159721 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -1159720.375000 Penalty: 10416.787109 Iteration 45Q: 3 clusters Score -1159720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -1159724.000000 Penalty: 10416.787109 Iteration 46Q: 3 clusters Score -1159724 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -1159726.125000 Penalty: 10416.787109 Iteration 47Q: 3 clusters Score -1159726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -1159730.875000 Penalty: 10416.787109 Iteration 48Q: 3 clusters Score -1159731 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -1159732.375000 Penalty: 10416.787109 Iteration 49Q: 3 clusters Score -1159732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -1159734.375000 Penalty: 10416.787109 Iteration 50Q: 3 clusters Score -1159734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -1159734.375000 Penalty: 10416.787109 Iteration 51F: 3 clusters Score -1159734 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Entering Unmasked Estep Score: -112085.437500 Penalty: 3883.469971 Iteration 0F: 2 clusters Score -112085.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -108657.304688 Penalty: 7766.939941 Iteration 0F: 3 clusters Score -108657.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -109251.953125 Penalty: 7766.939941 Iteration 1F: 3 clusters Score -109252 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -109547.484375 Penalty: 7766.939941 Iteration 2F: 3 clusters Score -109547.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -109757.359375 Penalty: 7766.939941 Iteration 3Q: 3 clusters Score -109757.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -109901.031250 Penalty: 7766.939941 Iteration 4Q: 3 clusters Score -109901 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -109928.921875 Penalty: 7766.939941 Iteration 5Q: 3 clusters Score -109928.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -109967.914062 Penalty: 7766.939941 Iteration 6Q: 3 clusters Score -109967.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -109983.351562 Penalty: 7766.939941 Iteration 7Q: 3 clusters Score -109983.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -109988.609375 Penalty: 7766.939941 Iteration 8Q: 3 clusters Score -109988.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -110003.898438 Penalty: 7766.939941 Iteration 9Q: 3 clusters Score -110003.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -110007.773438 Penalty: 7766.939941 Iteration 10Q: 3 clusters Score -110007.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -110007.773438 Penalty: 7766.939941 Iteration 11F: 3 clusters Score -110007.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (27448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27448 members Entering Unmasked Estep Score: -6461230.500000 Penalty: 6259.779785 Iteration 0F: 2 clusters Score -6461230 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 13804 members Entering Unmasked Estep Score: -6440035.500000 Penalty: 12519.559570 Iteration 0F: 3 clusters Score -6440036 nChanged 11374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13508 members Mstep: Class 2 contains 13940 members Entering Unmasked Estep Score: -6446107.000000 Penalty: 12519.559570 Iteration 1F: 3 clusters Score -6446107 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13489 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -6446834.000000 Penalty: 12519.559570 Iteration 2F: 3 clusters Score -6446834 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13493 members Mstep: Class 2 contains 13955 members Entering Unmasked Estep Score: -6447419.500000 Penalty: 12519.559570 Iteration 3Q: 3 clusters Score -6447420 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13512 members Mstep: Class 2 contains 13936 members Entering Unmasked Estep Score: -6448012.000000 Penalty: 12519.559570 Iteration 4Q: 3 clusters Score -6448012 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13528 members Mstep: Class 2 contains 13920 members Entering Unmasked Estep Score: -6448572.000000 Penalty: 12519.559570 Iteration 5Q: 3 clusters Score -6448572 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13589 members Mstep: Class 2 contains 13859 members Entering Unmasked Estep Score: -6449267.000000 Penalty: 12519.559570 Iteration 6Q: 3 clusters Score -6449267 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 13822 members Entering Unmasked Estep Score: -6450200.000000 Penalty: 12519.559570 Iteration 7Q: 3 clusters Score -6450200 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13687 members Mstep: Class 2 contains 13761 members Entering Unmasked Estep Score: -6451285.000000 Penalty: 12519.559570 Iteration 8F: 3 clusters Score -6451285 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13751 members Mstep: Class 2 contains 13697 members Entering Unmasked Estep Score: -6452344.000000 Penalty: 12519.559570 Iteration 9F: 3 clusters Score -6452344 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13771 members Mstep: Class 2 contains 13677 members Entering Unmasked Estep Score: -6453282.000000 Penalty: 12519.559570 Iteration 10F: 3 clusters Score -6453282 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13614 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -6454026.500000 Penalty: 12519.559570 Iteration 11Q: 3 clusters Score -6454026 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13423 members Mstep: Class 2 contains 14025 members Entering Unmasked Estep Score: -6454449.500000 Penalty: 12519.559570 Iteration 12Q: 3 clusters Score -6454450 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13216 members Mstep: Class 2 contains 14232 members Entering Unmasked Estep Score: -6454794.500000 Penalty: 12519.559570 Iteration 13Q: 3 clusters Score -6454794 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Mstep: Class 2 contains 14498 members Entering Unmasked Estep Score: -6455042.000000 Penalty: 12519.559570 Iteration 14Q: 3 clusters Score -6455042 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 14758 members Entering Unmasked Estep Score: -6455185.000000 Penalty: 12519.559570 Iteration 15Q: 3 clusters Score -6455185 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12427 members Mstep: Class 2 contains 15021 members Entering Unmasked Estep Score: -6455295.500000 Penalty: 12519.559570 Iteration 16Q: 3 clusters Score -6455296 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -6455403.000000 Penalty: 12519.559570 Iteration 17Q: 3 clusters Score -6455403 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -6455479.500000 Penalty: 12519.559570 Iteration 18Q: 3 clusters Score -6455480 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 15835 members Entering Unmasked Estep Score: -6455575.500000 Penalty: 12519.559570 Iteration 19Q: 3 clusters Score -6455576 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 16075 members Entering Unmasked Estep Score: -6455641.500000 Penalty: 12519.559570 Iteration 20F: 3 clusters Score -6455642 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 16317 members Entering Unmasked Estep Score: -6455693.500000 Penalty: 12519.559570 Iteration 21Q: 3 clusters Score -6455694 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 16557 members Entering Unmasked Estep Score: -6455766.500000 Penalty: 12519.559570 Iteration 22Q: 3 clusters Score -6455766 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -6455814.000000 Penalty: 12519.559570 Iteration 23Q: 3 clusters Score -6455814 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 17006 members Entering Unmasked Estep Score: -6455877.000000 Penalty: 12519.559570 Iteration 24Q: 3 clusters Score -6455877 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10232 members Mstep: Class 2 contains 17216 members Entering Unmasked Estep Score: -6455931.500000 Penalty: 12519.559570 Iteration 25Q: 3 clusters Score -6455932 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10030 members Mstep: Class 2 contains 17418 members Entering Unmasked Estep Score: -6455981.500000 Penalty: 12519.559570 Iteration 26Q: 3 clusters Score -6455982 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 17623 members Entering Unmasked Estep Score: -6456064.500000 Penalty: 12519.559570 Iteration 27Q: 3 clusters Score -6456064 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 17829 members Entering Unmasked Estep Score: -6456113.000000 Penalty: 12519.559570 Iteration 28Q: 3 clusters Score -6456113 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 18024 members Entering Unmasked Estep Score: -6456148.000000 Penalty: 12519.559570 Iteration 29Q: 3 clusters Score -6456148 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 18178 members Entering Unmasked Estep Score: -6456184.500000 Penalty: 12519.559570 Iteration 30Q: 3 clusters Score -6456184 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 18349 members Entering Unmasked Estep Score: -6456212.000000 Penalty: 12519.559570 Iteration 31Q: 3 clusters Score -6456212 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 18516 members Entering Unmasked Estep Score: -6456278.500000 Penalty: 12519.559570 Iteration 32Q: 3 clusters Score -6456278 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 18692 members Entering Unmasked Estep Score: -6456314.000000 Penalty: 12519.559570 Iteration 33Q: 3 clusters Score -6456314 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 18852 members Entering Unmasked Estep Score: -6456348.000000 Penalty: 12519.559570 Iteration 34Q: 3 clusters Score -6456348 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 19001 members Entering Unmasked Estep Score: -6456395.500000 Penalty: 12519.559570 Iteration 35Q: 3 clusters Score -6456396 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 19142 members Entering Unmasked Estep Score: -6456425.500000 Penalty: 12519.559570 Iteration 36Q: 3 clusters Score -6456426 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 19265 members Entering Unmasked Estep Score: -6456451.500000 Penalty: 12519.559570 Iteration 37Q: 3 clusters Score -6456452 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 19386 members Entering Unmasked Estep Score: -6456485.500000 Penalty: 12519.559570 Iteration 38Q: 3 clusters Score -6456486 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 19509 members Entering Unmasked Estep Score: -6456517.500000 Penalty: 12519.559570 Iteration 39Q: 3 clusters Score -6456518 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7828 members Mstep: Class 2 contains 19620 members Entering Unmasked Estep Score: -6456543.000000 Penalty: 12519.559570 Iteration 40F: 3 clusters Score -6456543 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7708 members Mstep: Class 2 contains 19740 members Entering Unmasked Estep Score: -6456568.500000 Penalty: 12519.559570 Iteration 41Q: 3 clusters Score -6456568 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -6456614.000000 Penalty: 12519.559570 Iteration 42Q: 3 clusters Score -6456614 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 19963 members Entering Unmasked Estep Score: -6456645.000000 Penalty: 12519.559570 Iteration 43Q: 3 clusters Score -6456645 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 20060 members Entering Unmasked Estep Score: -6456677.500000 Penalty: 12519.559570 Iteration 44Q: 3 clusters Score -6456678 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 20149 members Entering Unmasked Estep Score: -6456703.000000 Penalty: 12519.559570 Iteration 45Q: 3 clusters Score -6456703 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 20245 members Entering Unmasked Estep Score: -6456721.500000 Penalty: 12519.559570 Iteration 46Q: 3 clusters Score -6456722 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 20341 members Entering Unmasked Estep Score: -6456742.000000 Penalty: 12519.559570 Iteration 47Q: 3 clusters Score -6456742 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 20445 members Entering Unmasked Estep Score: -6456745.500000 Penalty: 12519.559570 Iteration 48Q: 3 clusters Score -6456746 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 20531 members Entering Unmasked Estep Score: -6456754.000000 Penalty: 12519.559570 Iteration 49Q: 3 clusters Score -6456754 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 20615 members Entering Unmasked Estep Score: -6456776.000000 Penalty: 12519.559570 Iteration 50Q: 3 clusters Score -6456776 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 20685 members Entering Unmasked Estep Score: -6456806.000000 Penalty: 12519.559570 Iteration 51Q: 3 clusters Score -6456806 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 20768 members Entering Unmasked Estep Score: -6456827.000000 Penalty: 12519.559570 Iteration 52Q: 3 clusters Score -6456827 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 20853 members Entering Unmasked Estep Score: -6456841.000000 Penalty: 12519.559570 Iteration 53Q: 3 clusters Score -6456841 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 20925 members Entering Unmasked Estep Score: -6456873.500000 Penalty: 12519.559570 Iteration 54Q: 3 clusters Score -6456874 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 20998 members Entering Unmasked Estep Score: -6456876.500000 Penalty: 12519.559570 Iteration 55Q: 3 clusters Score -6456876 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -6456898.500000 Penalty: 12519.559570 Iteration 56Q: 3 clusters Score -6456898 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 21108 members Entering Unmasked Estep Score: -6456902.000000 Penalty: 12519.559570 Iteration 57Q: 3 clusters Score -6456902 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 21152 members Entering Unmasked Estep Score: -6456910.000000 Penalty: 12519.559570 Iteration 58Q: 3 clusters Score -6456910 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 21186 members Entering Unmasked Estep Score: -6456920.000000 Penalty: 12519.559570 Iteration 59Q: 3 clusters Score -6456920 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 21243 members Entering Unmasked Estep Score: -6456940.500000 Penalty: 12519.559570 Iteration 60F: 3 clusters Score -6456940 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 21295 members Entering Unmasked Estep Score: -6456956.000000 Penalty: 12519.559570 Iteration 61Q: 3 clusters Score -6456956 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 21344 members Entering Unmasked Estep Score: -6456962.500000 Penalty: 12519.559570 Iteration 62Q: 3 clusters Score -6456962 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 21397 members Entering Unmasked Estep Score: -6456978.500000 Penalty: 12519.559570 Iteration 63Q: 3 clusters Score -6456978 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 21441 members Entering Unmasked Estep Score: -6456979.000000 Penalty: 12519.559570 Iteration 64Q: 3 clusters Score -6456979 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 21492 members Entering Unmasked Estep Score: -6456992.500000 Penalty: 12519.559570 Iteration 65Q: 3 clusters Score -6456992 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 21540 members Entering Unmasked Estep Score: -6456998.500000 Penalty: 12519.559570 Iteration 66Q: 3 clusters Score -6456998 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 21581 members Entering Unmasked Estep Score: -6457008.000000 Penalty: 12519.559570 Iteration 67Q: 3 clusters Score -6457008 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 21617 members Entering Unmasked Estep Score: -6457010.500000 Penalty: 12519.559570 Iteration 68Q: 3 clusters Score -6457010 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 21648 members Entering Unmasked Estep Score: -6457021.500000 Penalty: 12519.559570 Iteration 69Q: 3 clusters Score -6457022 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 21673 members Entering Unmasked Estep Score: -6457028.000000 Penalty: 12519.559570 Iteration 70Q: 3 clusters Score -6457028 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 21697 members Entering Unmasked Estep Score: -6457035.500000 Penalty: 12519.559570 Iteration 71Q: 3 clusters Score -6457036 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 21723 members Entering Unmasked Estep Score: -6457043.500000 Penalty: 12519.559570 Iteration 72Q: 3 clusters Score -6457044 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 21751 members Entering Unmasked Estep Score: -6457053.500000 Penalty: 12519.559570 Iteration 73Q: 3 clusters Score -6457054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 21776 members Entering Unmasked Estep Score: -6457057.500000 Penalty: 12519.559570 Iteration 74Q: 3 clusters Score -6457058 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 21792 members Entering Unmasked Estep Score: -6457073.000000 Penalty: 12519.559570 Iteration 75Q: 3 clusters Score -6457073 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 21814 members Entering Unmasked Estep Score: -6457060.000000 Penalty: 12519.559570 Iteration 76Q: 3 clusters Score -6457060 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 21835 members Entering Unmasked Estep Score: -6457071.500000 Penalty: 12519.559570 Iteration 77Q: 3 clusters Score -6457072 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 21854 members Entering Unmasked Estep Score: -6457065.000000 Penalty: 12519.559570 Iteration 78Q: 3 clusters Score -6457065 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 21878 members Entering Unmasked Estep Score: -6457077.000000 Penalty: 12519.559570 Iteration 79Q: 3 clusters Score -6457077 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 21899 members Entering Unmasked Estep Score: -6457081.000000 Penalty: 12519.559570 Iteration 80F: 3 clusters Score -6457081 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 21913 members Entering Unmasked Estep Score: -6457092.500000 Penalty: 12519.559570 Iteration 81Q: 3 clusters Score -6457092 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 21924 members Entering Unmasked Estep Score: -6457087.500000 Penalty: 12519.559570 Iteration 82Q: 3 clusters Score -6457088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 21928 members Entering Unmasked Estep Score: -6457095.500000 Penalty: 12519.559570 Iteration 83Q: 3 clusters Score -6457096 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 21930 members Entering Unmasked Estep Score: -6457096.500000 Penalty: 12519.559570 Iteration 84Q: 3 clusters Score -6457096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 21933 members Entering Unmasked Estep Score: -6457101.500000 Penalty: 12519.559570 Iteration 85Q: 3 clusters Score -6457102 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 21937 members Entering Unmasked Estep Score: -6457092.500000 Penalty: 12519.559570 Iteration 86Q: 3 clusters Score -6457092 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 21943 members Entering Unmasked Estep Score: -6457096.000000 Penalty: 12519.559570 Iteration 87Q: 3 clusters Score -6457096 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 21949 members Entering Unmasked Estep Score: -6457101.500000 Penalty: 12519.559570 Iteration 88Q: 3 clusters Score -6457102 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 21958 members Entering Unmasked Estep Score: -6457097.000000 Penalty: 12519.559570 Iteration 89Q: 3 clusters Score -6457097 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 21970 members Entering Unmasked Estep Score: -6457092.500000 Penalty: 12519.559570 Iteration 90Q: 3 clusters Score -6457092 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 21979 members Entering Unmasked Estep Score: -6457089.000000 Penalty: 12519.559570 Iteration 91Q: 3 clusters Score -6457089 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 21989 members Entering Unmasked Estep Score: -6457102.500000 Penalty: 12519.559570 Iteration 92Q: 3 clusters Score -6457102 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 22003 members Entering Unmasked Estep Score: -6457101.000000 Penalty: 12519.559570 Iteration 93Q: 3 clusters Score -6457101 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 22014 members Entering Unmasked Estep Score: -6457105.500000 Penalty: 12519.559570 Iteration 94Q: 3 clusters Score -6457106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 22021 members Entering Unmasked Estep Score: -6457109.500000 Penalty: 12519.559570 Iteration 95Q: 3 clusters Score -6457110 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 22034 members Entering Unmasked Estep Score: -6457110.000000 Penalty: 12519.559570 Iteration 96Q: 3 clusters Score -6457110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 22040 members Entering Unmasked Estep Score: -6457103.000000 Penalty: 12519.559570 Iteration 97Q: 3 clusters Score -6457103 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 22054 members Entering Unmasked Estep Score: -6457117.000000 Penalty: 12519.559570 Iteration 98Q: 3 clusters Score -6457117 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 22064 members Entering Unmasked Estep Score: -6457118.000000 Penalty: 12519.559570 Iteration 99Q: 3 clusters Score -6457118 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 22072 members Entering Unmasked Estep Score: -6457115.500000 Penalty: 12519.559570 Iteration 100F: 3 clusters Score -6457116 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 22081 members Entering Unmasked Estep Score: -6457119.000000 Penalty: 12519.559570 Iteration 101Q: 3 clusters Score -6457119 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 22091 members Entering Unmasked Estep Score: -6457135.500000 Penalty: 12519.559570 Iteration 102Q: 3 clusters Score -6457136 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 22097 members Entering Unmasked Estep Score: -6457128.000000 Penalty: 12519.559570 Iteration 103Q: 3 clusters Score -6457128 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 22098 members Entering Unmasked Estep Score: -6457130.000000 Penalty: 12519.559570 Iteration 104Q: 3 clusters Score -6457130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 22101 members Entering Unmasked Estep Score: -6457132.500000 Penalty: 12519.559570 Iteration 105Q: 3 clusters Score -6457132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 22103 members Entering Unmasked Estep Score: -6457130.500000 Penalty: 12519.559570 Iteration 106Q: 3 clusters Score -6457130 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 22104 members Entering Unmasked Estep Score: -6457125.500000 Penalty: 12519.559570 Iteration 107Q: 3 clusters Score -6457126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 22106 members Entering Unmasked Estep Score: -6457128.000000 Penalty: 12519.559570 Iteration 108Q: 3 clusters Score -6457128 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 22109 members Entering Unmasked Estep Score: -6457129.500000 Penalty: 12519.559570 Iteration 109Q: 3 clusters Score -6457130 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 22113 members Entering Unmasked Estep Score: -6457134.500000 Penalty: 12519.559570 Iteration 110Q: 3 clusters Score -6457134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 22117 members Entering Unmasked Estep Score: -6457140.500000 Penalty: 12519.559570 Iteration 111Q: 3 clusters Score -6457140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 22119 members Entering Unmasked Estep Score: -6457151.000000 Penalty: 12519.559570 Iteration 112Q: 3 clusters Score -6457151 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 22129 members Entering Unmasked Estep Score: -6457147.500000 Penalty: 12519.559570 Iteration 113Q: 3 clusters Score -6457148 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 22138 members Entering Unmasked Estep Score: -6457155.000000 Penalty: 12519.559570 Iteration 114Q: 3 clusters Score -6457155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 22145 members Entering Unmasked Estep Score: -6457155.000000 Penalty: 12519.559570 Iteration 115Q: 3 clusters Score -6457155 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 22154 members Entering Unmasked Estep Score: -6457161.500000 Penalty: 12519.559570 Iteration 116Q: 3 clusters Score -6457162 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 22160 members Entering Unmasked Estep Score: -6457160.500000 Penalty: 12519.559570 Iteration 117Q: 3 clusters Score -6457160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 22165 members Entering Unmasked Estep Score: -6457160.000000 Penalty: 12519.559570 Iteration 118Q: 3 clusters Score -6457160 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 22176 members Entering Unmasked Estep Score: -6457160.000000 Penalty: 12519.559570 Iteration 119Q: 3 clusters Score -6457160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 22183 members Entering Unmasked Estep Score: -6457165.500000 Penalty: 12519.559570 Iteration 120F: 3 clusters Score -6457166 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 22193 members Entering Unmasked Estep Score: -6457164.500000 Penalty: 12519.559570 Iteration 121Q: 3 clusters Score -6457164 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 22202 members Entering Unmasked Estep Score: -6457176.000000 Penalty: 12519.559570 Iteration 122Q: 3 clusters Score -6457176 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 22209 members Entering Unmasked Estep Score: -6457173.000000 Penalty: 12519.559570 Iteration 123Q: 3 clusters Score -6457173 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 22216 members Entering Unmasked Estep Score: -6457172.000000 Penalty: 12519.559570 Iteration 124Q: 3 clusters Score -6457172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 22222 members Entering Unmasked Estep Score: -6457168.500000 Penalty: 12519.559570 Iteration 125Q: 3 clusters Score -6457168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 22229 members Entering Unmasked Estep Score: -6457177.000000 Penalty: 12519.559570 Iteration 126Q: 3 clusters Score -6457177 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 22237 members Entering Unmasked Estep Score: -6457175.000000 Penalty: 12519.559570 Iteration 127Q: 3 clusters Score -6457175 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 22246 members Entering Unmasked Estep Score: -6457167.500000 Penalty: 12519.559570 Iteration 128Q: 3 clusters Score -6457168 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 22253 members Entering Unmasked Estep Score: -6457172.500000 Penalty: 12519.559570 Iteration 129Q: 3 clusters Score -6457172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 22254 members Entering Unmasked Estep Score: -6457171.500000 Penalty: 12519.559570 Iteration 130Q: 3 clusters Score -6457172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 22257 members Entering Unmasked Estep Score: -6457174.500000 Penalty: 12519.559570 Iteration 131Q: 3 clusters Score -6457174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 22259 members Entering Unmasked Estep Score: -6457168.000000 Penalty: 12519.559570 Iteration 132Q: 3 clusters Score -6457168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 22261 members Entering Unmasked Estep Score: -6457176.500000 Penalty: 12519.559570 Iteration 133Q: 3 clusters Score -6457176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 22265 members Entering Unmasked Estep Score: -6457168.000000 Penalty: 12519.559570 Iteration 134Q: 3 clusters Score -6457168 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 22270 members Entering Unmasked Estep Score: -6457175.000000 Penalty: 12519.559570 Iteration 135Q: 3 clusters Score -6457175 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 22272 members Entering Unmasked Estep Score: -6457182.500000 Penalty: 12519.559570 Iteration 136Q: 3 clusters Score -6457182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 22274 members Entering Unmasked Estep Score: -6457185.000000 Penalty: 12519.559570 Iteration 137Q: 3 clusters Score -6457185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 22275 members Entering Unmasked Estep Score: -6457182.500000 Penalty: 12519.559570 Iteration 138Q: 3 clusters Score -6457182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 22275 members Entering Unmasked Estep Score: -6457182.500000 Penalty: 12519.559570 Iteration 139F: 3 clusters Score -6457182 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Entering Unmasked Estep Score: -140072.234375 Penalty: 3998.374268 Iteration 0F: 2 clusters Score -140072.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -136590.562500 Penalty: 7996.748535 Iteration 0F: 3 clusters Score -136590.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -136972.750000 Penalty: 7996.748535 Iteration 1F: 3 clusters Score -136972.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -137216.718750 Penalty: 7996.748535 Iteration 2Q: 3 clusters Score -137216.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -137353.781250 Penalty: 7996.748535 Iteration 3Q: 3 clusters Score -137353.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -137410.937500 Penalty: 7996.748535 Iteration 4Q: 3 clusters Score -137410.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -137466.109375 Penalty: 7996.748535 Iteration 5Q: 3 clusters Score -137466.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -137480.203125 Penalty: 7996.748535 Iteration 6Q: 3 clusters Score -137480.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -137490.921875 Penalty: 7996.748535 Iteration 7Q: 3 clusters Score -137490.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -137506.828125 Penalty: 7996.748535 Iteration 8Q: 3 clusters Score -137506.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -137509.859375 Penalty: 7996.748535 Iteration 9Q: 3 clusters Score -137509.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -137509.859375 Penalty: 7996.748535 Iteration 10F: 3 clusters Score -137509.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Entering Unmasked Estep Score: -1600994.250000 Penalty: 5405.024902 Iteration 0F: 2 clusters Score -1600994 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 3353 members Entering Unmasked Estep Score: -1592733.000000 Penalty: 10810.049805 Iteration 0F: 3 clusters Score -1592733 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1594283.375000 Penalty: 10810.049805 Iteration 1F: 3 clusters Score -1594283 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -1594720.875000 Penalty: 10810.049805 Iteration 2F: 3 clusters Score -1594721 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1595018.000000 Penalty: 10810.049805 Iteration 3F: 3 clusters Score -1595018 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -1595294.250000 Penalty: 10810.049805 Iteration 4Q: 3 clusters Score -1595294 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -1595534.125000 Penalty: 10810.049805 Iteration 5Q: 3 clusters Score -1595534 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -1595749.875000 Penalty: 10810.049805 Iteration 6Q: 3 clusters Score -1595750 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -1595941.375000 Penalty: 10810.049805 Iteration 7Q: 3 clusters Score -1595941 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1596121.000000 Penalty: 10810.049805 Iteration 8Q: 3 clusters Score -1596121 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1596311.375000 Penalty: 10810.049805 Iteration 9Q: 3 clusters Score -1596311 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1596531.500000 Penalty: 10810.049805 Iteration 10Q: 3 clusters Score -1596532 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1596735.750000 Penalty: 10810.049805 Iteration 11Q: 3 clusters Score -1596736 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -1596955.500000 Penalty: 10810.049805 Iteration 12Q: 3 clusters Score -1596956 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1597155.125000 Penalty: 10810.049805 Iteration 13Q: 3 clusters Score -1597155 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1597284.625000 Penalty: 10810.049805 Iteration 14Q: 3 clusters Score -1597285 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1597385.750000 Penalty: 10810.049805 Iteration 15Q: 3 clusters Score -1597386 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1597476.875000 Penalty: 10810.049805 Iteration 16Q: 3 clusters Score -1597477 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -1597553.750000 Penalty: 10810.049805 Iteration 17Q: 3 clusters Score -1597554 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1597598.250000 Penalty: 10810.049805 Iteration 18Q: 3 clusters Score -1597598 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1597621.875000 Penalty: 10810.049805 Iteration 19Q: 3 clusters Score -1597622 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1597645.000000 Penalty: 10810.049805 Iteration 20F: 3 clusters Score -1597645 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1597660.750000 Penalty: 10810.049805 Iteration 21Q: 3 clusters Score -1597661 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -1597667.875000 Penalty: 10810.049805 Iteration 22Q: 3 clusters Score -1597668 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -1597678.250000 Penalty: 10810.049805 Iteration 23Q: 3 clusters Score -1597678 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -1597681.375000 Penalty: 10810.049805 Iteration 24Q: 3 clusters Score -1597681 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1597683.250000 Penalty: 10810.049805 Iteration 25Q: 3 clusters Score -1597683 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1597688.125000 Penalty: 10810.049805 Iteration 26Q: 3 clusters Score -1597688 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1597686.875000 Penalty: 10810.049805 Iteration 27Q: 3 clusters Score -1597687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1597691.500000 Penalty: 10810.049805 Iteration 28Q: 3 clusters Score -1597692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1597693.750000 Penalty: 10810.049805 Iteration 29Q: 3 clusters Score -1597694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1597694.250000 Penalty: 10810.049805 Iteration 30Q: 3 clusters Score -1597694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1597698.625000 Penalty: 10810.049805 Iteration 31Q: 3 clusters Score -1597699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1597701.375000 Penalty: 10810.049805 Iteration 32Q: 3 clusters Score -1597701 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1597697.750000 Penalty: 10810.049805 Iteration 33Q: 3 clusters Score -1597698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -1597697.750000 Penalty: 10810.049805 Iteration 34F: 3 clusters Score -1597698 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (7137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Entering Unmasked Estep Score: -1672021.250000 Penalty: 5434.741699 Iteration 0F: 2 clusters Score -1672021 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1663563.375000 Penalty: 10869.483398 Iteration 0F: 3 clusters Score -1663563 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -1665115.750000 Penalty: 10869.483398 Iteration 1F: 3 clusters Score -1665116 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1665512.625000 Penalty: 10869.483398 Iteration 2F: 3 clusters Score -1665513 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1665741.125000 Penalty: 10869.483398 Iteration 3Q: 3 clusters Score -1665741 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -1665905.625000 Penalty: 10869.483398 Iteration 4Q: 3 clusters Score -1665906 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1666040.750000 Penalty: 10869.483398 Iteration 5Q: 3 clusters Score -1666041 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -1666136.875000 Penalty: 10869.483398 Iteration 6Q: 3 clusters Score -1666137 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1666253.125000 Penalty: 10869.483398 Iteration 7Q: 3 clusters Score -1666253 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1666350.750000 Penalty: 10869.483398 Iteration 8Q: 3 clusters Score -1666351 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1666467.875000 Penalty: 10869.483398 Iteration 9Q: 3 clusters Score -1666468 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -1666587.125000 Penalty: 10869.483398 Iteration 10Q: 3 clusters Score -1666587 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1666701.125000 Penalty: 10869.483398 Iteration 11Q: 3 clusters Score -1666701 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1666824.500000 Penalty: 10869.483398 Iteration 12Q: 3 clusters Score -1666824 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1666954.625000 Penalty: 10869.483398 Iteration 13Q: 3 clusters Score -1666955 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -1667099.750000 Penalty: 10869.483398 Iteration 14Q: 3 clusters Score -1667100 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1667264.250000 Penalty: 10869.483398 Iteration 15Q: 3 clusters Score -1667264 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1667477.000000 Penalty: 10869.483398 Iteration 16Q: 3 clusters Score -1667477 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -1667709.125000 Penalty: 10869.483398 Iteration 17Q: 3 clusters Score -1667709 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -1668090.375000 Penalty: 10869.483398 Iteration 18Q: 3 clusters Score -1668090 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1668604.625000 Penalty: 10869.483398 Iteration 19Q: 3 clusters Score -1668605 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1669032.000000 Penalty: 10869.483398 Iteration 20F: 3 clusters Score -1669032 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1669382.500000 Penalty: 10869.483398 Iteration 21Q: 3 clusters Score -1669382 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1669597.375000 Penalty: 10869.483398 Iteration 22Q: 3 clusters Score -1669597 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1669701.000000 Penalty: 10869.483398 Iteration 23Q: 3 clusters Score -1669701 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1669785.625000 Penalty: 10869.483398 Iteration 24Q: 3 clusters Score -1669786 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -1669857.125000 Penalty: 10869.483398 Iteration 25Q: 3 clusters Score -1669857 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -1669909.000000 Penalty: 10869.483398 Iteration 26Q: 3 clusters Score -1669909 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1669955.500000 Penalty: 10869.483398 Iteration 27Q: 3 clusters Score -1669956 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1670000.375000 Penalty: 10869.483398 Iteration 28Q: 3 clusters Score -1670000 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1670030.500000 Penalty: 10869.483398 Iteration 29Q: 3 clusters Score -1670030 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1670066.875000 Penalty: 10869.483398 Iteration 30Q: 3 clusters Score -1670067 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1670080.125000 Penalty: 10869.483398 Iteration 31Q: 3 clusters Score -1670080 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1670102.125000 Penalty: 10869.483398 Iteration 32Q: 3 clusters Score -1670102 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1670124.125000 Penalty: 10869.483398 Iteration 33Q: 3 clusters Score -1670124 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1670147.875000 Penalty: 10869.483398 Iteration 34Q: 3 clusters Score -1670148 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1670168.250000 Penalty: 10869.483398 Iteration 35Q: 3 clusters Score -1670168 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1670196.375000 Penalty: 10869.483398 Iteration 36Q: 3 clusters Score -1670196 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -1670228.125000 Penalty: 10869.483398 Iteration 37Q: 3 clusters Score -1670228 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1670253.000000 Penalty: 10869.483398 Iteration 38Q: 3 clusters Score -1670253 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1670281.000000 Penalty: 10869.483398 Iteration 39Q: 3 clusters Score -1670281 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1670301.625000 Penalty: 10869.483398 Iteration 40F: 3 clusters Score -1670302 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1670325.750000 Penalty: 10869.483398 Iteration 41Q: 3 clusters Score -1670326 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1670345.125000 Penalty: 10869.483398 Iteration 42Q: 3 clusters Score -1670345 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1670354.000000 Penalty: 10869.483398 Iteration 43Q: 3 clusters Score -1670354 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -1670371.000000 Penalty: 10869.483398 Iteration 44Q: 3 clusters Score -1670371 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1670378.750000 Penalty: 10869.483398 Iteration 45Q: 3 clusters Score -1670379 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1670384.125000 Penalty: 10869.483398 Iteration 46Q: 3 clusters Score -1670384 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1670398.750000 Penalty: 10869.483398 Iteration 47Q: 3 clusters Score -1670399 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1670405.375000 Penalty: 10869.483398 Iteration 48Q: 3 clusters Score -1670405 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1670409.875000 Penalty: 10869.483398 Iteration 49Q: 3 clusters Score -1670410 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1670420.250000 Penalty: 10869.483398 Iteration 50Q: 3 clusters Score -1670420 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1670423.625000 Penalty: 10869.483398 Iteration 51Q: 3 clusters Score -1670424 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1670431.000000 Penalty: 10869.483398 Iteration 52Q: 3 clusters Score -1670431 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1670437.375000 Penalty: 10869.483398 Iteration 53Q: 3 clusters Score -1670437 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1670440.375000 Penalty: 10869.483398 Iteration 54Q: 3 clusters Score -1670440 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1670441.875000 Penalty: 10869.483398 Iteration 55Q: 3 clusters Score -1670442 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1670444.875000 Penalty: 10869.483398 Iteration 56Q: 3 clusters Score -1670445 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1670450.875000 Penalty: 10869.483398 Iteration 57Q: 3 clusters Score -1670451 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -1670456.375000 Penalty: 10869.483398 Iteration 58Q: 3 clusters Score -1670456 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -1670456.250000 Penalty: 10869.483398 Iteration 59Q: 3 clusters Score -1670456 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1670464.625000 Penalty: 10869.483398 Iteration 60F: 3 clusters Score -1670465 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1670462.875000 Penalty: 10869.483398 Iteration 61Q: 3 clusters Score -1670463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1670465.125000 Penalty: 10869.483398 Iteration 62Q: 3 clusters Score -1670465 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1670468.250000 Penalty: 10869.483398 Iteration 63Q: 3 clusters Score -1670468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1670467.875000 Penalty: 10869.483398 Iteration 64Q: 3 clusters Score -1670468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1670466.750000 Penalty: 10869.483398 Iteration 65Q: 3 clusters Score -1670467 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1670466.750000 Penalty: 10869.483398 Iteration 66F: 3 clusters Score -1670467 nChanged 0 --- Evaluating fit on full set of 1315857 points --- Entering Unmasked Estep Score: -304935296.000000 Penalty: 215753.093750 20->26 Clusters: Score -304935296.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 438619 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22023 members Mstep: Class 2 contains 21844 members Mstep: Class 3 contains 22107 members Mstep: Class 4 contains 22009 members Mstep: Class 5 contains 21910 members Mstep: Class 6 contains 21906 members Mstep: Class 7 contains 22031 members Mstep: Class 8 contains 21715 members Mstep: Class 9 contains 21842 members Mstep: Class 10 contains 21952 members Mstep: Class 11 contains 21959 members Mstep: Class 12 contains 21757 members Mstep: Class 13 contains 21642 members Mstep: Class 14 contains 21952 members Mstep: Class 15 contains 21978 members Mstep: Class 16 contains 21806 members Mstep: Class 17 contains 21897 members Mstep: Class 18 contains 22011 members Mstep: Class 19 contains 22290 members Mstep: Class 20 contains 21988 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 960.311401 but Gain 7957.218750 Score: -96464552.000000 Penalty: 151187.265625 Iteration 0F: 20 clusters Score -9.646455e+07 nChanged 412382 Entering Unmasked Mstep Mstep: Class 0 contains 1669 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 68967 members Mstep: Class 3 contains 11405 members Mstep: Class 4 contains 5255 members Mstep: Class 5 contains 6331 members Mstep: Class 6 contains 17073 members Mstep: Class 7 contains 73701 members Mstep: Class 8 contains 15255 members Mstep: Class 9 contains 22617 members Mstep: Class 10 contains 7732 members Mstep: Class 12 contains 21148 members Mstep: Class 13 contains 9612 members Mstep: Class 14 contains 20855 members Mstep: Class 15 contains 38011 members Mstep: Class 16 contains 16185 members Mstep: Class 17 contains 18060 members Mstep: Class 18 contains 40395 members Mstep: Class 19 contains 26423 members Mstep: Class 20 contains 8374 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 5685.561035 but Gain 7957.234375 Score: -99998528.000000 Penalty: 143230.031250 Iteration 1F: 19 clusters Score -9.999853e+07 nChanged 200378 Entering Unmasked Mstep Mstep: Class 0 contains 1056 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 104263 members Mstep: Class 3 contains 9996 members Mstep: Class 4 contains 2110 members Mstep: Class 6 contains 12731 members Mstep: Class 7 contains 80817 members Mstep: Class 8 contains 8329 members Mstep: Class 9 contains 16142 members Mstep: Class 10 contains 4341 members Mstep: Class 12 contains 19331 members Mstep: Class 13 contains 2012 members Mstep: Class 14 contains 24871 members Mstep: Class 15 contains 57377 members Mstep: Class 16 contains 3972 members Mstep: Class 17 contains 15449 members Mstep: Class 18 contains 45238 members Mstep: Class 19 contains 19150 members Mstep: Class 20 contains 9265 members Entering Unmasked Estep ConsiderDeletion Score: -100845336.000000 Penalty: 143230.031250 Iteration 2F: 19 clusters Score -1.008453e+08 nChanged 140121 Entering Unmasked Mstep Mstep: Class 0 contains 776 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 112641 members Mstep: Class 3 contains 6233 members Mstep: Class 4 contains 1373 members Mstep: Class 6 contains 10776 members Mstep: Class 7 contains 53365 members Mstep: Class 8 contains 7479 members Mstep: Class 9 contains 16276 members Mstep: Class 10 contains 3487 members Mstep: Class 12 contains 14778 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 21526 members Mstep: Class 15 contains 91309 members Mstep: Class 16 contains 2486 members Mstep: Class 17 contains 12292 members Mstep: Class 18 contains 47256 members Mstep: Class 19 contains 27244 members Mstep: Class 20 contains 7740 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 7721.286133 but Gain 7957.218750 Score: -101219808.000000 Penalty: 135272.812500 Iteration 3F: 18 clusters Score -1.012198e+08 nChanged 85953 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 107304 members Mstep: Class 4 contains 811 members Mstep: Class 6 contains 11509 members Mstep: Class 7 contains 37470 members Mstep: Class 8 contains 9983 members Mstep: Class 9 contains 12240 members Mstep: Class 10 contains 3208 members Mstep: Class 12 contains 15866 members Mstep: Class 13 contains 1371 members Mstep: Class 14 contains 20211 members Mstep: Class 15 contains 110902 members Mstep: Class 16 contains 2100 members Mstep: Class 17 contains 11242 members Mstep: Class 18 contains 51109 members Mstep: Class 19 contains 34957 members Mstep: Class 20 contains 7608 members Entering Unmasked Estep ConsiderDeletion Score: -101429760.000000 Penalty: 135272.812500 Iteration 4F: 18 clusters Score -1.014298e+08 nChanged 50815 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 101422 members Mstep: Class 4 contains 772 members Mstep: Class 6 contains 11745 members Mstep: Class 7 contains 28556 members Mstep: Class 8 contains 13037 members Mstep: Class 9 contains 8480 members Mstep: Class 10 contains 3056 members Mstep: Class 12 contains 18594 members Mstep: Class 13 contains 1303 members Mstep: Class 14 contains 21575 members Mstep: Class 15 contains 116132 members Mstep: Class 16 contains 2022 members Mstep: Class 17 contains 10971 members Mstep: Class 18 contains 53867 members Mstep: Class 19 contains 38599 members Mstep: Class 20 contains 7801 members Entering Unmasked Estep ConsiderDeletion Score: -101511264.000000 Penalty: 135272.812500 Iteration 5F: 18 clusters Score -1.015113e+08 nChanged 35786 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 97831 members Mstep: Class 4 contains 782 members Mstep: Class 6 contains 11762 members Mstep: Class 7 contains 23234 members Mstep: Class 8 contains 14677 members Mstep: Class 9 contains 6244 members Mstep: Class 10 contains 2921 members Mstep: Class 12 contains 21159 members Mstep: Class 13 contains 1266 members Mstep: Class 14 contains 23694 members Mstep: Class 15 contains 117702 members Mstep: Class 16 contains 2070 members Mstep: Class 17 contains 11806 members Mstep: Class 18 contains 55330 members Mstep: Class 19 contains 39088 members Mstep: Class 20 contains 8376 members Entering Unmasked Estep ConsiderDeletion Score: -101565368.000000 Penalty: 135272.812500 Iteration 6F: 18 clusters Score -1.015654e+08 nChanged 26277 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 95917 members Mstep: Class 4 contains 798 members Mstep: Class 6 contains 11762 members Mstep: Class 7 contains 19677 members Mstep: Class 8 contains 14932 members Mstep: Class 9 contains 5034 members Mstep: Class 10 contains 2779 members Mstep: Class 12 contains 22774 members Mstep: Class 13 contains 1244 members Mstep: Class 14 contains 25985 members Mstep: Class 15 contains 118582 members Mstep: Class 16 contains 2155 members Mstep: Class 17 contains 13717 members Mstep: Class 18 contains 55225 members Mstep: Class 19 contains 38451 members Mstep: Class 20 contains 8914 members Entering Unmasked Estep ConsiderDeletion Score: -101601680.000000 Penalty: 135272.812500 Iteration 7F: 18 clusters Score -1.016017e+08 nChanged 19982 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 94189 members Mstep: Class 4 contains 821 members Mstep: Class 6 contains 11798 members Mstep: Class 7 contains 16953 members Mstep: Class 8 contains 14790 members Mstep: Class 9 contains 4288 members Mstep: Class 10 contains 2654 members Mstep: Class 12 contains 23263 members Mstep: Class 13 contains 1220 members Mstep: Class 14 contains 27894 members Mstep: Class 15 contains 119500 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 16395 members Mstep: Class 18 contains 54886 members Mstep: Class 19 contains 37739 members Mstep: Class 20 contains 9295 members Entering Unmasked Estep ConsiderDeletion Score: -101627712.000000 Penalty: 135272.812500 Iteration 8Q: 18 clusters Score -1.016277e+08 nChanged 15726 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 92270 members Mstep: Class 4 contains 847 members Mstep: Class 6 contains 11967 members Mstep: Class 7 contains 14551 members Mstep: Class 8 contains 14547 members Mstep: Class 9 contains 3881 members Mstep: Class 10 contains 2534 members Mstep: Class 12 contains 23194 members Mstep: Class 13 contains 1192 members Mstep: Class 14 contains 29305 members Mstep: Class 15 contains 120508 members Mstep: Class 16 contains 2383 members Mstep: Class 17 contains 19124 members Mstep: Class 18 contains 54738 members Mstep: Class 19 contains 37403 members Mstep: Class 20 contains 9502 members Entering Unmasked Estep ConsiderDeletion Score: -101645504.000000 Penalty: 135272.812500 Iteration 9Q: 18 clusters Score -1.016455e+08 nChanged 12058 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 90508 members Mstep: Class 4 contains 857 members Mstep: Class 6 contains 12247 members Mstep: Class 7 contains 12499 members Mstep: Class 8 contains 14344 members Mstep: Class 9 contains 3658 members Mstep: Class 10 contains 2425 members Mstep: Class 12 contains 22899 members Mstep: Class 13 contains 1182 members Mstep: Class 14 contains 30466 members Mstep: Class 15 contains 121661 members Mstep: Class 16 contains 2500 members Mstep: Class 17 contains 21400 members Mstep: Class 18 contains 54447 members Mstep: Class 19 contains 37245 members Mstep: Class 20 contains 9608 members Entering Unmasked Estep ConsiderDeletion Score: -101660136.000000 Penalty: 135272.812500 Iteration 10Q: 18 clusters Score -1.016601e+08 nChanged 8504 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 89048 members Mstep: Class 4 contains 861 members Mstep: Class 6 contains 12644 members Mstep: Class 7 contains 11606 members Mstep: Class 8 contains 14183 members Mstep: Class 9 contains 3565 members Mstep: Class 10 contains 2383 members Mstep: Class 12 contains 22617 members Mstep: Class 13 contains 1177 members Mstep: Class 14 contains 31422 members Mstep: Class 15 contains 122688 members Mstep: Class 16 contains 2577 members Mstep: Class 17 contains 23084 members Mstep: Class 18 contains 54101 members Mstep: Class 19 contains 36276 members Mstep: Class 20 contains 9714 members Entering Unmasked Estep ConsiderDeletion Score: -101670784.000000 Penalty: 135272.812500 Iteration 11Q: 18 clusters Score -1.016708e+08 nChanged 6533 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 87923 members Mstep: Class 4 contains 866 members Mstep: Class 6 contains 13074 members Mstep: Class 7 contains 11133 members Mstep: Class 8 contains 14034 members Mstep: Class 9 contains 3517 members Mstep: Class 10 contains 2438 members Mstep: Class 12 contains 22368 members Mstep: Class 13 contains 1173 members Mstep: Class 14 contains 32294 members Mstep: Class 15 contains 123484 members Mstep: Class 16 contains 2599 members Mstep: Class 17 contains 24489 members Mstep: Class 18 contains 53902 members Mstep: Class 19 contains 34808 members Mstep: Class 20 contains 9844 members Entering Unmasked Estep ConsiderDeletion Score: -101678160.000000 Penalty: 135272.812500 Iteration 12Q: 18 clusters Score -1.016782e+08 nChanged 5219 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 87063 members Mstep: Class 4 contains 867 members Mstep: Class 6 contains 13526 members Mstep: Class 7 contains 10804 members Mstep: Class 8 contains 13906 members Mstep: Class 9 contains 3505 members Mstep: Class 10 contains 2562 members Mstep: Class 12 contains 22115 members Mstep: Class 13 contains 1171 members Mstep: Class 14 contains 33062 members Mstep: Class 15 contains 124032 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 25564 members Mstep: Class 18 contains 53828 members Mstep: Class 19 contains 33368 members Mstep: Class 20 contains 9974 members Entering Unmasked Estep ConsiderDeletion Score: -101682192.000000 Penalty: 135272.812500 Iteration 13Q: 18 clusters Score -1.016822e+08 nChanged 4247 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 86347 members Mstep: Class 4 contains 868 members Mstep: Class 6 contains 13935 members Mstep: Class 7 contains 10513 members Mstep: Class 8 contains 13815 members Mstep: Class 9 contains 3503 members Mstep: Class 10 contains 2621 members Mstep: Class 12 contains 21902 members Mstep: Class 13 contains 1170 members Mstep: Class 14 contains 33677 members Mstep: Class 15 contains 124435 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 26439 members Mstep: Class 18 contains 53791 members Mstep: Class 19 contains 32238 members Mstep: Class 20 contains 10093 members Entering Unmasked Estep ConsiderDeletion Score: -101684432.000000 Penalty: 135272.812500 Iteration 14Q: 18 clusters Score -1.016844e+08 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 85787 members Mstep: Class 4 contains 869 members Mstep: Class 6 contains 14187 members Mstep: Class 7 contains 10263 members Mstep: Class 8 contains 13730 members Mstep: Class 9 contains 3502 members Mstep: Class 10 contains 2644 members Mstep: Class 12 contains 21719 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 34129 members Mstep: Class 15 contains 124714 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 27162 members Mstep: Class 18 contains 53689 members Mstep: Class 19 contains 31556 members Mstep: Class 20 contains 10227 members Entering Unmasked Estep ConsiderDeletion Score: -101685696.000000 Penalty: 135272.812500 Iteration 15Q: 18 clusters Score -1.016857e+08 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 85386 members Mstep: Class 4 contains 869 members Mstep: Class 6 contains 14308 members Mstep: Class 7 contains 10082 members Mstep: Class 8 contains 13672 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 2653 members Mstep: Class 12 contains 21569 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 34461 members Mstep: Class 15 contains 124951 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 27632 members Mstep: Class 18 contains 53519 members Mstep: Class 19 contains 31215 members Mstep: Class 20 contains 10354 members Entering Unmasked Estep ConsiderDeletion Score: -101686752.000000 Penalty: 135272.812500 Iteration 16Q: 18 clusters Score -1.016868e+08 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 85056 members Mstep: Class 4 contains 870 members Mstep: Class 6 contains 14361 members Mstep: Class 7 contains 9979 members Mstep: Class 8 contains 13615 members Mstep: Class 9 contains 3514 members Mstep: Class 10 contains 2658 members Mstep: Class 12 contains 21455 members Mstep: Class 13 contains 1168 members Mstep: Class 14 contains 34676 members Mstep: Class 15 contains 125119 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28008 members Mstep: Class 18 contains 53353 members Mstep: Class 19 contains 31063 members Mstep: Class 20 contains 10452 members Entering Unmasked Estep ConsiderDeletion Score: -101686944.000000 Penalty: 135272.812500 Iteration 17Q: 18 clusters Score -1.016869e+08 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 84780 members Mstep: Class 4 contains 870 members Mstep: Class 6 contains 14358 members Mstep: Class 7 contains 9927 members Mstep: Class 8 contains 13572 members Mstep: Class 9 contains 3517 members Mstep: Class 10 contains 2662 members Mstep: Class 12 contains 21402 members Mstep: Class 13 contains 1168 members Mstep: Class 14 contains 34828 members Mstep: Class 15 contains 125213 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28274 members Mstep: Class 18 contains 53223 members Mstep: Class 19 contains 30999 members Mstep: Class 20 contains 10554 members Entering Unmasked Estep ConsiderDeletion Score: -101687072.000000 Penalty: 135272.812500 Iteration 18Q: 18 clusters Score -1.016871e+08 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 84558 members Mstep: Class 4 contains 871 members Mstep: Class 6 contains 14315 members Mstep: Class 7 contains 9907 members Mstep: Class 8 contains 13513 members Mstep: Class 9 contains 3519 members Mstep: Class 10 contains 2664 members Mstep: Class 12 contains 21378 members Mstep: Class 13 contains 1167 members Mstep: Class 14 contains 34962 members Mstep: Class 15 contains 125332 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28464 members Mstep: Class 18 contains 53086 members Mstep: Class 19 contains 30969 members Mstep: Class 20 contains 10641 members Entering Unmasked Estep ConsiderDeletion Score: -101687408.000000 Penalty: 135272.812500 Iteration 19Q: 18 clusters Score -1.016874e+08 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 84399 members Mstep: Class 4 contains 871 members Mstep: Class 6 contains 14280 members Mstep: Class 7 contains 9901 members Mstep: Class 8 contains 13465 members Mstep: Class 9 contains 3522 members Mstep: Class 10 contains 2664 members Mstep: Class 12 contains 21367 members Mstep: Class 13 contains 1167 members Mstep: Class 14 contains 35051 members Mstep: Class 15 contains 125417 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28610 members Mstep: Class 18 contains 52958 members Mstep: Class 19 contains 30950 members Mstep: Class 20 contains 10724 members Entering Unmasked Estep ConsiderDeletion Score: -101688352.000000 Penalty: 135272.812500 Iteration 20F: 18 clusters Score -1.016884e+08 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 84279 members Mstep: Class 4 contains 925 members Mstep: Class 6 contains 14446 members Mstep: Class 7 contains 9895 members Mstep: Class 8 contains 13417 members Mstep: Class 9 contains 3517 members Mstep: Class 10 contains 2660 members Mstep: Class 12 contains 21340 members Mstep: Class 13 contains 1111 members Mstep: Class 14 contains 35126 members Mstep: Class 15 contains 125467 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28697 members Mstep: Class 18 contains 52867 members Mstep: Class 19 contains 30798 members Mstep: Class 20 contains 10799 members Entering Unmasked Estep ConsiderDeletion Score: -101689336.000000 Penalty: 135272.812500 Iteration 21Q: 18 clusters Score -1.016893e+08 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 84181 members Mstep: Class 4 contains 1015 members Mstep: Class 6 contains 14494 members Mstep: Class 7 contains 9890 members Mstep: Class 8 contains 13363 members Mstep: Class 9 contains 3514 members Mstep: Class 10 contains 2657 members Mstep: Class 12 contains 21345 members Mstep: Class 13 contains 1022 members Mstep: Class 14 contains 35250 members Mstep: Class 15 contains 125526 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28770 members Mstep: Class 18 contains 52812 members Mstep: Class 19 contains 30634 members Mstep: Class 20 contains 10872 members Entering Unmasked Estep ConsiderDeletion Score: -101690568.000000 Penalty: 135272.812500 Iteration 22Q: 18 clusters Score -1.016906e+08 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 84072 members Mstep: Class 4 contains 1031 members Mstep: Class 6 contains 14485 members Mstep: Class 7 contains 9889 members Mstep: Class 8 contains 13301 members Mstep: Class 9 contains 3514 members Mstep: Class 10 contains 2659 members Mstep: Class 12 contains 21377 members Mstep: Class 13 contains 1006 members Mstep: Class 14 contains 35406 members Mstep: Class 15 contains 125571 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28838 members Mstep: Class 18 contains 52772 members Mstep: Class 19 contains 30485 members Mstep: Class 20 contains 10939 members Entering Unmasked Estep ConsiderDeletion Score: -101691040.000000 Penalty: 135272.812500 Iteration 23Q: 18 clusters Score -1.01691e+08 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 83973 members Mstep: Class 4 contains 1048 members Mstep: Class 6 contains 14438 members Mstep: Class 7 contains 9888 members Mstep: Class 8 contains 13240 members Mstep: Class 9 contains 3515 members Mstep: Class 10 contains 2661 members Mstep: Class 12 contains 21430 members Mstep: Class 13 contains 989 members Mstep: Class 14 contains 35603 members Mstep: Class 15 contains 125628 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28904 members Mstep: Class 18 contains 52718 members Mstep: Class 19 contains 30311 members Mstep: Class 20 contains 10999 members Entering Unmasked Estep ConsiderDeletion Score: -101691368.000000 Penalty: 135272.812500 Iteration 24Q: 18 clusters Score -1.016914e+08 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 83882 members Mstep: Class 4 contains 1053 members Mstep: Class 6 contains 14421 members Mstep: Class 7 contains 9886 members Mstep: Class 8 contains 13157 members Mstep: Class 9 contains 3514 members Mstep: Class 10 contains 2660 members Mstep: Class 12 contains 21502 members Mstep: Class 13 contains 984 members Mstep: Class 14 contains 35775 members Mstep: Class 15 contains 125665 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 28990 members Mstep: Class 18 contains 52681 members Mstep: Class 19 contains 30127 members Mstep: Class 20 contains 11048 members Entering Unmasked Estep ConsiderDeletion Score: -101691584.000000 Penalty: 135272.812500 Iteration 25Q: 18 clusters Score -1.016916e+08 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 83794 members Mstep: Class 4 contains 1063 members Mstep: Class 6 contains 14375 members Mstep: Class 7 contains 9885 members Mstep: Class 8 contains 13059 members Mstep: Class 9 contains 3510 members Mstep: Class 10 contains 2665 members Mstep: Class 12 contains 21622 members Mstep: Class 13 contains 974 members Mstep: Class 14 contains 35970 members Mstep: Class 15 contains 125698 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29074 members Mstep: Class 18 contains 52637 members Mstep: Class 19 contains 29920 members Mstep: Class 20 contains 11099 members Entering Unmasked Estep ConsiderDeletion Score: -101691976.000000 Penalty: 135272.812500 Iteration 26Q: 18 clusters Score -1.01692e+08 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 83729 members Mstep: Class 4 contains 1063 members Mstep: Class 6 contains 14295 members Mstep: Class 7 contains 9883 members Mstep: Class 8 contains 12927 members Mstep: Class 9 contains 3509 members Mstep: Class 10 contains 2668 members Mstep: Class 12 contains 21776 members Mstep: Class 13 contains 974 members Mstep: Class 14 contains 36181 members Mstep: Class 15 contains 125727 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29137 members Mstep: Class 18 contains 52599 members Mstep: Class 19 contains 29737 members Mstep: Class 20 contains 11140 members Entering Unmasked Estep ConsiderDeletion Score: -101692736.000000 Penalty: 135272.812500 Iteration 27Q: 18 clusters Score -1.016927e+08 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 83683 members Mstep: Class 4 contains 1068 members Mstep: Class 6 contains 14221 members Mstep: Class 7 contains 9881 members Mstep: Class 8 contains 12761 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 2671 members Mstep: Class 12 contains 21951 members Mstep: Class 13 contains 969 members Mstep: Class 14 contains 36390 members Mstep: Class 15 contains 125760 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29188 members Mstep: Class 18 contains 52555 members Mstep: Class 19 contains 29567 members Mstep: Class 20 contains 11173 members Entering Unmasked Estep ConsiderDeletion Score: -101692944.000000 Penalty: 135272.812500 Iteration 28Q: 18 clusters Score -1.016929e+08 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 83650 members Mstep: Class 4 contains 1068 members Mstep: Class 6 contains 14041 members Mstep: Class 7 contains 9880 members Mstep: Class 8 contains 12574 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 2670 members Mstep: Class 12 contains 22175 members Mstep: Class 13 contains 969 members Mstep: Class 14 contains 36629 members Mstep: Class 15 contains 125805 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29236 members Mstep: Class 18 contains 52490 members Mstep: Class 19 contains 29446 members Mstep: Class 20 contains 11205 members Entering Unmasked Estep ConsiderDeletion Score: -101693120.000000 Penalty: 135272.812500 Iteration 29Q: 18 clusters Score -1.016931e+08 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 83632 members Mstep: Class 4 contains 1072 members Mstep: Class 6 contains 13874 members Mstep: Class 7 contains 9879 members Mstep: Class 8 contains 12411 members Mstep: Class 9 contains 3504 members Mstep: Class 10 contains 2672 members Mstep: Class 12 contains 22444 members Mstep: Class 13 contains 965 members Mstep: Class 14 contains 36840 members Mstep: Class 15 contains 125825 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29246 members Mstep: Class 18 contains 52400 members Mstep: Class 19 contains 29341 members Mstep: Class 20 contains 11240 members Entering Unmasked Estep ConsiderDeletion Score: -101693056.000000 Penalty: 135272.812500 Iteration 30Q: 18 clusters Score -1.016931e+08 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 83607 members Mstep: Class 4 contains 1072 members Mstep: Class 6 contains 13706 members Mstep: Class 7 contains 9878 members Mstep: Class 8 contains 12248 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 2674 members Mstep: Class 12 contains 22727 members Mstep: Class 13 contains 965 members Mstep: Class 14 contains 37031 members Mstep: Class 15 contains 125844 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29266 members Mstep: Class 18 contains 52288 members Mstep: Class 19 contains 29255 members Mstep: Class 20 contains 11278 members Entering Unmasked Estep ConsiderDeletion Score: -101693352.000000 Penalty: 135272.812500 Iteration 31Q: 18 clusters Score -1.016934e+08 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83587 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 13556 members Mstep: Class 7 contains 9878 members Mstep: Class 8 contains 12066 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 2677 members Mstep: Class 12 contains 22989 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 37223 members Mstep: Class 15 contains 125863 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29275 members Mstep: Class 18 contains 52199 members Mstep: Class 19 contains 29177 members Mstep: Class 20 contains 11312 members Entering Unmasked Estep ConsiderDeletion Score: -101693600.000000 Penalty: 135272.812500 Iteration 32Q: 18 clusters Score -1.016936e+08 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83559 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 13425 members Mstep: Class 7 contains 9877 members Mstep: Class 8 contains 11902 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 2675 members Mstep: Class 12 contains 23269 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 37400 members Mstep: Class 15 contains 125891 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29273 members Mstep: Class 18 contains 52071 members Mstep: Class 19 contains 29120 members Mstep: Class 20 contains 11341 members Entering Unmasked Estep ConsiderDeletion Score: -101693560.000000 Penalty: 135272.812500 Iteration 33Q: 18 clusters Score -1.016936e+08 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83543 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 13313 members Mstep: Class 7 contains 9877 members Mstep: Class 8 contains 11777 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 2674 members Mstep: Class 12 contains 23533 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 37568 members Mstep: Class 15 contains 125906 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29264 members Mstep: Class 18 contains 51915 members Mstep: Class 19 contains 29066 members Mstep: Class 20 contains 11366 members Entering Unmasked Estep ConsiderDeletion Score: -101693904.000000 Penalty: 135272.812500 Iteration 34Q: 18 clusters Score -1.016939e+08 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83531 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 13177 members Mstep: Class 7 contains 9878 members Mstep: Class 8 contains 11660 members Mstep: Class 9 contains 3511 members Mstep: Class 10 contains 2672 members Mstep: Class 12 contains 23795 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 37727 members Mstep: Class 15 contains 125930 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29251 members Mstep: Class 18 contains 51765 members Mstep: Class 19 contains 29025 members Mstep: Class 20 contains 11387 members Entering Unmasked Estep ConsiderDeletion Score: -101693928.000000 Penalty: 135272.812500 Iteration 35Q: 18 clusters Score -1.016939e+08 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83517 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 13033 members Mstep: Class 7 contains 9877 members Mstep: Class 8 contains 11563 members Mstep: Class 9 contains 3511 members Mstep: Class 10 contains 2674 members Mstep: Class 12 contains 24015 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 37880 members Mstep: Class 15 contains 125974 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29235 members Mstep: Class 18 contains 51625 members Mstep: Class 19 contains 29000 members Mstep: Class 20 contains 11405 members Entering Unmasked Estep ConsiderDeletion Score: -101694184.000000 Penalty: 135272.812500 Iteration 36Q: 18 clusters Score -1.016942e+08 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83500 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 12904 members Mstep: Class 7 contains 9876 members Mstep: Class 8 contains 11490 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2674 members Mstep: Class 12 contains 24228 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 37999 members Mstep: Class 15 contains 126010 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29233 members Mstep: Class 18 contains 51474 members Mstep: Class 19 contains 28985 members Mstep: Class 20 contains 11420 members Entering Unmasked Estep ConsiderDeletion Score: -101694336.000000 Penalty: 135272.812500 Iteration 37Q: 18 clusters Score -1.016943e+08 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83491 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 12779 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 11412 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2673 members Mstep: Class 12 contains 24470 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 38143 members Mstep: Class 15 contains 126038 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29229 members Mstep: Class 18 contains 51288 members Mstep: Class 19 contains 28964 members Mstep: Class 20 contains 11431 members Entering Unmasked Estep ConsiderDeletion Score: -101694424.000000 Penalty: 135272.812500 Iteration 38Q: 18 clusters Score -1.016944e+08 nChanged 655 Entering ConstructFrom: Score: -101694424.000000 Penalty: 135272.812500 Entering ConstructFrom: Trying to split cluster 1 (643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Entering Unmasked Estep Score: -132813.937500 Penalty: 3960.513428 Iteration 0F: 2 clusters Score -132813.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -129262.437500 Penalty: 7921.026855 Iteration 0F: 3 clusters Score -129262.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -129560.726562 Penalty: 7921.026855 Iteration 1F: 3 clusters Score -129560.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -129741.351562 Penalty: 7921.026855 Iteration 2Q: 3 clusters Score -129741.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -129868.585938 Penalty: 7921.026855 Iteration 3Q: 3 clusters Score -129868.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -129934.164062 Penalty: 7921.026855 Iteration 4Q: 3 clusters Score -129934.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -129967.882812 Penalty: 7921.026855 Iteration 5Q: 3 clusters Score -129967.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -129985.531250 Penalty: 7921.026855 Iteration 6Q: 3 clusters Score -129985.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -130004.390625 Penalty: 7921.026855 Iteration 7Q: 3 clusters Score -130004.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -130031.148438 Penalty: 7921.026855 Iteration 8Q: 3 clusters Score -130031.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -130081.765625 Penalty: 7921.026855 Iteration 9Q: 3 clusters Score -130081.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -130177.632812 Penalty: 7921.026855 Iteration 10Q: 3 clusters Score -130177.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -130274.992188 Penalty: 7921.026855 Iteration 11Q: 3 clusters Score -130275 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -130361.203125 Penalty: 7921.026855 Iteration 12Q: 3 clusters Score -130361.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -130471.148438 Penalty: 7921.026855 Iteration 13Q: 3 clusters Score -130471.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -130527.882812 Penalty: 7921.026855 Iteration 14Q: 3 clusters Score -130527.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -130594.757812 Penalty: 7921.026855 Iteration 15Q: 3 clusters Score -130594.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -130636.226562 Penalty: 7921.026855 Iteration 16Q: 3 clusters Score -130636.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -130692.945312 Penalty: 7921.026855 Iteration 17Q: 3 clusters Score -130692.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -130719.328125 Penalty: 7921.026855 Iteration 18Q: 3 clusters Score -130719.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -130737.921875 Penalty: 7921.026855 Iteration 19Q: 3 clusters Score -130737.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -130770.078125 Penalty: 7921.026855 Iteration 20F: 3 clusters Score -130770.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -130796.804688 Penalty: 7921.026855 Iteration 21Q: 3 clusters Score -130796.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -130832.351562 Penalty: 7921.026855 Iteration 22Q: 3 clusters Score -130832.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -130844.578125 Penalty: 7921.026855 Iteration 23Q: 3 clusters Score -130844.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -130844.578125 Penalty: 7921.026855 Iteration 24F: 3 clusters Score -130844.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (83470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83470 members Entering Unmasked Estep Score: -19847840.000000 Penalty: 6940.999023 Iteration 0F: 2 clusters Score -1.984784e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41804 members Mstep: Class 2 contains 41666 members Entering Unmasked Estep Score: -19794134.000000 Penalty: 13881.998047 Iteration 0F: 3 clusters Score -1.979413e+07 nChanged 37744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42632 members Mstep: Class 2 contains 40838 members Entering Unmasked Estep Score: -19814856.000000 Penalty: 13881.998047 Iteration 1F: 3 clusters Score -1.981486e+07 nChanged 3850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43240 members Mstep: Class 2 contains 40230 members Entering Unmasked Estep Score: -19816180.000000 Penalty: 13881.998047 Iteration 2Q: 3 clusters Score -1.981618e+07 nChanged 3755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44209 members Mstep: Class 2 contains 39261 members Entering Unmasked Estep Score: -19817484.000000 Penalty: 13881.998047 Iteration 3Q: 3 clusters Score -1.981748e+07 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45460 members Mstep: Class 2 contains 38010 members Entering Unmasked Estep Score: -19819230.000000 Penalty: 13881.998047 Iteration 4Q: 3 clusters Score -1.981923e+07 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47021 members Mstep: Class 2 contains 36449 members Entering Unmasked Estep Score: -19821276.000000 Penalty: 13881.998047 Iteration 5Q: 3 clusters Score -1.982128e+07 nChanged 4311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48768 members Mstep: Class 2 contains 34702 members Entering Unmasked Estep Score: -19823736.000000 Penalty: 13881.998047 Iteration 6F: 3 clusters Score -1.982374e+07 nChanged 4422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50650 members Mstep: Class 2 contains 32820 members Entering Unmasked Estep Score: -19826606.000000 Penalty: 13881.998047 Iteration 7F: 3 clusters Score -1.982661e+07 nChanged 4529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52423 members Mstep: Class 2 contains 31047 members Entering Unmasked Estep Score: -19829692.000000 Penalty: 13881.998047 Iteration 8F: 3 clusters Score -1.982969e+07 nChanged 4429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53904 members Mstep: Class 2 contains 29566 members Entering Unmasked Estep Score: -19832820.000000 Penalty: 13881.998047 Iteration 9F: 3 clusters Score -1.983282e+07 nChanged 4146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54746 members Mstep: Class 2 contains 28724 members Entering Unmasked Estep Score: -19835478.000000 Penalty: 13881.998047 Iteration 10Q: 3 clusters Score -1.983548e+07 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54967 members Mstep: Class 2 contains 28503 members Entering Unmasked Estep Score: -19837574.000000 Penalty: 13881.998047 Iteration 11Q: 3 clusters Score -1.983757e+07 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54708 members Mstep: Class 2 contains 28762 members Entering Unmasked Estep Score: -19838890.000000 Penalty: 13881.998047 Iteration 12Q: 3 clusters Score -1.983889e+07 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54137 members Mstep: Class 2 contains 29333 members Entering Unmasked Estep Score: -19839712.000000 Penalty: 13881.998047 Iteration 13Q: 3 clusters Score -1.983971e+07 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53476 members Mstep: Class 2 contains 29994 members Entering Unmasked Estep Score: -19840286.000000 Penalty: 13881.998047 Iteration 14Q: 3 clusters Score -1.984029e+07 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52823 members Mstep: Class 2 contains 30647 members Entering Unmasked Estep Score: -19840644.000000 Penalty: 13881.998047 Iteration 15Q: 3 clusters Score -1.984064e+07 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52022 members Mstep: Class 2 contains 31448 members Entering Unmasked Estep Score: -19841000.000000 Penalty: 13881.998047 Iteration 16Q: 3 clusters Score -1.9841e+07 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51182 members Mstep: Class 2 contains 32288 members Entering Unmasked Estep Score: -19841246.000000 Penalty: 13881.998047 Iteration 17Q: 3 clusters Score -1.984125e+07 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50294 members Mstep: Class 2 contains 33176 members Entering Unmasked Estep Score: -19841602.000000 Penalty: 13881.998047 Iteration 18Q: 3 clusters Score -1.98416e+07 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49329 members Mstep: Class 2 contains 34141 members Entering Unmasked Estep Score: -19842096.000000 Penalty: 13881.998047 Iteration 19Q: 3 clusters Score -1.98421e+07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48239 members Mstep: Class 2 contains 35231 members Entering Unmasked Estep Score: -19842468.000000 Penalty: 13881.998047 Iteration 20F: 3 clusters Score -1.984247e+07 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47023 members Mstep: Class 2 contains 36447 members Entering Unmasked Estep Score: -19842966.000000 Penalty: 13881.998047 Iteration 21Q: 3 clusters Score -1.984297e+07 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45705 members Mstep: Class 2 contains 37765 members Entering Unmasked Estep Score: -19843514.000000 Penalty: 13881.998047 Iteration 22Q: 3 clusters Score -1.984351e+07 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44291 members Mstep: Class 2 contains 39179 members Entering Unmasked Estep Score: -19844122.000000 Penalty: 13881.998047 Iteration 23Q: 3 clusters Score -1.984412e+07 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43006 members Mstep: Class 2 contains 40464 members Entering Unmasked Estep Score: -19844550.000000 Penalty: 13881.998047 Iteration 24Q: 3 clusters Score -1.984455e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41806 members Mstep: Class 2 contains 41664 members Entering Unmasked Estep Score: -19844968.000000 Penalty: 13881.998047 Iteration 25Q: 3 clusters Score -1.984497e+07 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40754 members Mstep: Class 2 contains 42716 members Entering Unmasked Estep Score: -19845332.000000 Penalty: 13881.998047 Iteration 26Q: 3 clusters Score -1.984533e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39800 members Mstep: Class 2 contains 43670 members Entering Unmasked Estep Score: -19845696.000000 Penalty: 13881.998047 Iteration 27Q: 3 clusters Score -1.98457e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38982 members Mstep: Class 2 contains 44488 members Entering Unmasked Estep Score: -19845798.000000 Penalty: 13881.998047 Iteration 28Q: 3 clusters Score -1.98458e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38230 members Mstep: Class 2 contains 45240 members Entering Unmasked Estep Score: -19845962.000000 Penalty: 13881.998047 Iteration 29Q: 3 clusters Score -1.984596e+07 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37557 members Mstep: Class 2 contains 45913 members Entering Unmasked Estep Score: -19846132.000000 Penalty: 13881.998047 Iteration 30Q: 3 clusters Score -1.984613e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36945 members Mstep: Class 2 contains 46525 members Entering Unmasked Estep Score: -19846232.000000 Penalty: 13881.998047 Iteration 31Q: 3 clusters Score -1.984623e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36460 members Mstep: Class 2 contains 47010 members Entering Unmasked Estep Score: -19846336.000000 Penalty: 13881.998047 Iteration 32Q: 3 clusters Score -1.984634e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36061 members Mstep: Class 2 contains 47409 members Entering Unmasked Estep Score: -19846412.000000 Penalty: 13881.998047 Iteration 33Q: 3 clusters Score -1.984641e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35739 members Mstep: Class 2 contains 47731 members Entering Unmasked Estep Score: -19846470.000000 Penalty: 13881.998047 Iteration 34Q: 3 clusters Score -1.984647e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35476 members Mstep: Class 2 contains 47994 members Entering Unmasked Estep Score: -19846500.000000 Penalty: 13881.998047 Iteration 35Q: 3 clusters Score -1.98465e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35243 members Mstep: Class 2 contains 48227 members Entering Unmasked Estep Score: -19846516.000000 Penalty: 13881.998047 Iteration 36Q: 3 clusters Score -1.984652e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35071 members Mstep: Class 2 contains 48399 members Entering Unmasked Estep Score: -19846578.000000 Penalty: 13881.998047 Iteration 37Q: 3 clusters Score -1.984658e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34920 members Mstep: Class 2 contains 48550 members Entering Unmasked Estep Score: -19846622.000000 Penalty: 13881.998047 Iteration 38Q: 3 clusters Score -1.984662e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34774 members Mstep: Class 2 contains 48696 members Entering Unmasked Estep Score: -19846618.000000 Penalty: 13881.998047 Iteration 39Q: 3 clusters Score -1.984662e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34652 members Mstep: Class 2 contains 48818 members Entering Unmasked Estep Score: -19846632.000000 Penalty: 13881.998047 Iteration 40F: 3 clusters Score -1.984663e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34525 members Mstep: Class 2 contains 48945 members Entering Unmasked Estep Score: -19846656.000000 Penalty: 13881.998047 Iteration 41Q: 3 clusters Score -1.984666e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34419 members Mstep: Class 2 contains 49051 members Entering Unmasked Estep Score: -19846634.000000 Penalty: 13881.998047 Iteration 42Q: 3 clusters Score -1.984663e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34347 members Mstep: Class 2 contains 49123 members Entering Unmasked Estep Score: -19846646.000000 Penalty: 13881.998047 Iteration 43Q: 3 clusters Score -1.984665e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34289 members Mstep: Class 2 contains 49181 members Entering Unmasked Estep Score: -19846646.000000 Penalty: 13881.998047 Iteration 44Q: 3 clusters Score -1.984665e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34223 members Mstep: Class 2 contains 49247 members Entering Unmasked Estep Score: -19846616.000000 Penalty: 13881.998047 Iteration 45Q: 3 clusters Score -1.984662e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34160 members Mstep: Class 2 contains 49310 members Entering Unmasked Estep Score: -19846568.000000 Penalty: 13881.998047 Iteration 46Q: 3 clusters Score -1.984657e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34100 members Mstep: Class 2 contains 49370 members Entering Unmasked Estep Score: -19846584.000000 Penalty: 13881.998047 Iteration 47Q: 3 clusters Score -1.984658e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34057 members Mstep: Class 2 contains 49413 members Entering Unmasked Estep Score: -19846586.000000 Penalty: 13881.998047 Iteration 48Q: 3 clusters Score -1.984659e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34019 members Mstep: Class 2 contains 49451 members Entering Unmasked Estep Score: -19846568.000000 Penalty: 13881.998047 Iteration 49Q: 3 clusters Score -1.984657e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33989 members Mstep: Class 2 contains 49481 members Entering Unmasked Estep Score: -19846566.000000 Penalty: 13881.998047 Iteration 50Q: 3 clusters Score -1.984657e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33959 members Mstep: Class 2 contains 49511 members Entering Unmasked Estep Score: -19846590.000000 Penalty: 13881.998047 Iteration 51Q: 3 clusters Score -1.984659e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33942 members Mstep: Class 2 contains 49528 members Entering Unmasked Estep Score: -19846592.000000 Penalty: 13881.998047 Iteration 52Q: 3 clusters Score -1.984659e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33926 members Mstep: Class 2 contains 49544 members Entering Unmasked Estep Score: -19846532.000000 Penalty: 13881.998047 Iteration 53Q: 3 clusters Score -1.984653e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33910 members Mstep: Class 2 contains 49560 members Entering Unmasked Estep Score: -19846516.000000 Penalty: 13881.998047 Iteration 54Q: 3 clusters Score -1.984652e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33889 members Mstep: Class 2 contains 49581 members Entering Unmasked Estep Score: -19846510.000000 Penalty: 13881.998047 Iteration 55Q: 3 clusters Score -1.984651e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33868 members Mstep: Class 2 contains 49602 members Entering Unmasked Estep Score: -19846514.000000 Penalty: 13881.998047 Iteration 56Q: 3 clusters Score -1.984651e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33849 members Mstep: Class 2 contains 49621 members Entering Unmasked Estep Score: -19846508.000000 Penalty: 13881.998047 Iteration 57Q: 3 clusters Score -1.984651e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33836 members Mstep: Class 2 contains 49634 members Entering Unmasked Estep Score: -19846520.000000 Penalty: 13881.998047 Iteration 58Q: 3 clusters Score -1.984652e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33825 members Mstep: Class 2 contains 49645 members Entering Unmasked Estep Score: -19846524.000000 Penalty: 13881.998047 Iteration 59Q: 3 clusters Score -1.984652e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33816 members Mstep: Class 2 contains 49654 members Entering Unmasked Estep Score: -19846518.000000 Penalty: 13881.998047 Iteration 60F: 3 clusters Score -1.984652e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33805 members Mstep: Class 2 contains 49665 members Entering Unmasked Estep Score: -19846546.000000 Penalty: 13881.998047 Iteration 61Q: 3 clusters Score -1.984655e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33791 members Mstep: Class 2 contains 49679 members Entering Unmasked Estep Score: -19846550.000000 Penalty: 13881.998047 Iteration 62Q: 3 clusters Score -1.984655e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33779 members Mstep: Class 2 contains 49691 members Entering Unmasked Estep Score: -19846542.000000 Penalty: 13881.998047 Iteration 63Q: 3 clusters Score -1.984654e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33771 members Mstep: Class 2 contains 49699 members Entering Unmasked Estep Score: -19846532.000000 Penalty: 13881.998047 Iteration 64Q: 3 clusters Score -1.984653e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33762 members Mstep: Class 2 contains 49708 members Entering Unmasked Estep Score: -19846530.000000 Penalty: 13881.998047 Iteration 65Q: 3 clusters Score -1.984653e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33748 members Mstep: Class 2 contains 49722 members Entering Unmasked Estep Score: -19846534.000000 Penalty: 13881.998047 Iteration 66Q: 3 clusters Score -1.984653e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33737 members Mstep: Class 2 contains 49733 members Entering Unmasked Estep Score: -19846524.000000 Penalty: 13881.998047 Iteration 67Q: 3 clusters Score -1.984652e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33727 members Mstep: Class 2 contains 49743 members Entering Unmasked Estep Score: -19846508.000000 Penalty: 13881.998047 Iteration 68Q: 3 clusters Score -1.984651e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33717 members Mstep: Class 2 contains 49753 members Entering Unmasked Estep Score: -19846498.000000 Penalty: 13881.998047 Iteration 69Q: 3 clusters Score -1.98465e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33706 members Mstep: Class 2 contains 49764 members Entering Unmasked Estep Score: -19846522.000000 Penalty: 13881.998047 Iteration 70Q: 3 clusters Score -1.984652e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33697 members Mstep: Class 2 contains 49773 members Entering Unmasked Estep Score: -19846498.000000 Penalty: 13881.998047 Iteration 71Q: 3 clusters Score -1.98465e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33687 members Mstep: Class 2 contains 49783 members Entering Unmasked Estep Score: -19846500.000000 Penalty: 13881.998047 Iteration 72Q: 3 clusters Score -1.98465e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33677 members Mstep: Class 2 contains 49793 members Entering Unmasked Estep Score: -19846512.000000 Penalty: 13881.998047 Iteration 73Q: 3 clusters Score -1.984651e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33670 members Mstep: Class 2 contains 49800 members Entering Unmasked Estep Score: -19846510.000000 Penalty: 13881.998047 Iteration 74Q: 3 clusters Score -1.984651e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33661 members Mstep: Class 2 contains 49809 members Entering Unmasked Estep Score: -19846500.000000 Penalty: 13881.998047 Iteration 75Q: 3 clusters Score -1.98465e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33653 members Mstep: Class 2 contains 49817 members Entering Unmasked Estep Score: -19846536.000000 Penalty: 13881.998047 Iteration 76Q: 3 clusters Score -1.984654e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33647 members Mstep: Class 2 contains 49823 members Entering Unmasked Estep Score: -19846534.000000 Penalty: 13881.998047 Iteration 77Q: 3 clusters Score -1.984653e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33643 members Mstep: Class 2 contains 49827 members Entering Unmasked Estep Score: -19846534.000000 Penalty: 13881.998047 Iteration 78Q: 3 clusters Score -1.984653e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33640 members Mstep: Class 2 contains 49830 members Entering Unmasked Estep Score: -19846538.000000 Penalty: 13881.998047 Iteration 79Q: 3 clusters Score -1.984654e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33636 members Mstep: Class 2 contains 49834 members Entering Unmasked Estep Score: -19846524.000000 Penalty: 13881.998047 Iteration 80F: 3 clusters Score -1.984652e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33631 members Mstep: Class 2 contains 49839 members Entering Unmasked Estep Score: -19846542.000000 Penalty: 13881.998047 Iteration 81Q: 3 clusters Score -1.984654e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33626 members Mstep: Class 2 contains 49844 members Entering Unmasked Estep Score: -19846524.000000 Penalty: 13881.998047 Iteration 82Q: 3 clusters Score -1.984652e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33620 members Mstep: Class 2 contains 49850 members Entering Unmasked Estep Score: -19846510.000000 Penalty: 13881.998047 Iteration 83Q: 3 clusters Score -1.984651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33618 members Mstep: Class 2 contains 49852 members Entering Unmasked Estep Score: -19846516.000000 Penalty: 13881.998047 Iteration 84Q: 3 clusters Score -1.984652e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33617 members Mstep: Class 2 contains 49853 members Entering Unmasked Estep Score: -19846518.000000 Penalty: 13881.998047 Iteration 85Q: 3 clusters Score -1.984652e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33615 members Mstep: Class 2 contains 49855 members Entering Unmasked Estep Score: -19846508.000000 Penalty: 13881.998047 Iteration 86Q: 3 clusters Score -1.984651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33613 members Mstep: Class 2 contains 49857 members Entering Unmasked Estep Score: -19846512.000000 Penalty: 13881.998047 Iteration 87Q: 3 clusters Score -1.984651e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33612 members Mstep: Class 2 contains 49858 members Entering Unmasked Estep Score: -19846500.000000 Penalty: 13881.998047 Iteration 88Q: 3 clusters Score -1.98465e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33610 members Mstep: Class 2 contains 49860 members Entering Unmasked Estep Score: -19846514.000000 Penalty: 13881.998047 Iteration 89Q: 3 clusters Score -1.984651e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33607 members Mstep: Class 2 contains 49863 members Entering Unmasked Estep Score: -19846518.000000 Penalty: 13881.998047 Iteration 90Q: 3 clusters Score -1.984652e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33603 members Mstep: Class 2 contains 49867 members Entering Unmasked Estep Score: -19846504.000000 Penalty: 13881.998047 Iteration 91Q: 3 clusters Score -1.98465e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33599 members Mstep: Class 2 contains 49871 members Entering Unmasked Estep Score: -19846520.000000 Penalty: 13881.998047 Iteration 92Q: 3 clusters Score -1.984652e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33594 members Mstep: Class 2 contains 49876 members Entering Unmasked Estep Score: -19846528.000000 Penalty: 13881.998047 Iteration 93Q: 3 clusters Score -1.984653e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33591 members Mstep: Class 2 contains 49879 members Entering Unmasked Estep Score: -19846510.000000 Penalty: 13881.998047 Iteration 94Q: 3 clusters Score -1.984651e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33588 members Mstep: Class 2 contains 49882 members Entering Unmasked Estep Score: -19846494.000000 Penalty: 13881.998047 Iteration 95Q: 3 clusters Score -1.984649e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33584 members Mstep: Class 2 contains 49886 members Entering Unmasked Estep Score: -19846502.000000 Penalty: 13881.998047 Iteration 96Q: 3 clusters Score -1.98465e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33580 members Mstep: Class 2 contains 49890 members Entering Unmasked Estep Score: -19846496.000000 Penalty: 13881.998047 Iteration 97Q: 3 clusters Score -1.98465e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33577 members Mstep: Class 2 contains 49893 members Entering Unmasked Estep Score: -19846518.000000 Penalty: 13881.998047 Iteration 98Q: 3 clusters Score -1.984652e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33573 members Mstep: Class 2 contains 49897 members Entering Unmasked Estep Score: -19846510.000000 Penalty: 13881.998047 Iteration 99Q: 3 clusters Score -1.984651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33571 members Mstep: Class 2 contains 49899 members Entering Unmasked Estep Score: -19846502.000000 Penalty: 13881.998047 Iteration 100F: 3 clusters Score -1.98465e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33568 members Mstep: Class 2 contains 49902 members Entering Unmasked Estep Score: -19846516.000000 Penalty: 13881.998047 Iteration 101Q: 3 clusters Score -1.984652e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33568 members Mstep: Class 2 contains 49902 members Entering Unmasked Estep Score: -19846516.000000 Penalty: 13881.998047 Iteration 102F: 3 clusters Score -1.984652e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Entering Unmasked Estep Score: -221777.078125 Penalty: 4275.296387 Iteration 0F: 2 clusters Score -221777.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -217588.109375 Penalty: 8550.592773 Iteration 0F: 3 clusters Score -217588.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -218041.328125 Penalty: 8550.592773 Iteration 1F: 3 clusters Score -218041.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -218314.296875 Penalty: 8550.592773 Iteration 2F: 3 clusters Score -218314.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -218549.000000 Penalty: 8550.592773 Iteration 3Q: 3 clusters Score -218549 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -218876.921875 Penalty: 8550.592773 Iteration 4Q: 3 clusters Score -218876.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -219056.093750 Penalty: 8550.592773 Iteration 5Q: 3 clusters Score -219056.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -219148.140625 Penalty: 8550.592773 Iteration 6Q: 3 clusters Score -219148.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -219338.296875 Penalty: 8550.592773 Iteration 7Q: 3 clusters Score -219338.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -219825.125000 Penalty: 8550.592773 Iteration 8Q: 3 clusters Score -219825.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -220278.515625 Penalty: 8550.592773 Iteration 9Q: 3 clusters Score -220278.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -220600.343750 Penalty: 8550.592773 Iteration 10Q: 3 clusters Score -220600.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -220850.562500 Penalty: 8550.592773 Iteration 11Q: 3 clusters Score -220850.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -220995.531250 Penalty: 8550.592773 Iteration 12Q: 3 clusters Score -220995.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -221097.062500 Penalty: 8550.592773 Iteration 13Q: 3 clusters Score -221097.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -221170.375000 Penalty: 8550.592773 Iteration 14Q: 3 clusters Score -221170.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -221210.812500 Penalty: 8550.592773 Iteration 15Q: 3 clusters Score -221210.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -221298.515625 Penalty: 8550.592773 Iteration 16Q: 3 clusters Score -221298.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -221366.546875 Penalty: 8550.592773 Iteration 17Q: 3 clusters Score -221366.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -221438.328125 Penalty: 8550.592773 Iteration 18Q: 3 clusters Score -221438.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -221490.718750 Penalty: 8550.592773 Iteration 19Q: 3 clusters Score -221490.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -221604.203125 Penalty: 8550.592773 Iteration 20F: 3 clusters Score -221604.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -221839.671875 Penalty: 8550.592773 Iteration 21Q: 3 clusters Score -221839.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -222179.765625 Penalty: 8550.592773 Iteration 22Q: 3 clusters Score -222179.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -222440.062500 Penalty: 8550.592773 Iteration 23Q: 3 clusters Score -222440.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -222468.125000 Penalty: 8550.592773 Iteration 24Q: 3 clusters Score -222468.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -222491.203125 Penalty: 8550.592773 Iteration 25Q: 3 clusters Score -222491.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -222511.171875 Penalty: 8550.592773 Iteration 26Q: 3 clusters Score -222511.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -222563.296875 Penalty: 8550.592773 Iteration 27F: 3 clusters Score -222563.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -222786.734375 Penalty: 8550.592773 Iteration 28Q: 3 clusters Score -222786.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -222794.562500 Penalty: 8550.592773 Iteration 29Q: 3 clusters Score -222794.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -222813.531250 Penalty: 8550.592773 Iteration 30Q: 3 clusters Score -222813.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -222817.718750 Penalty: 8550.592773 Iteration 31Q: 3 clusters Score -222817.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -222831.765625 Penalty: 8550.592773 Iteration 32Q: 3 clusters Score -222831.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -222864.546875 Penalty: 8550.592773 Iteration 33Q: 3 clusters Score -222864.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -222906.843750 Penalty: 8550.592773 Iteration 34Q: 3 clusters Score -222906.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -222995.906250 Penalty: 8550.592773 Iteration 35Q: 3 clusters Score -222995.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -223048.203125 Penalty: 8550.592773 Iteration 36Q: 3 clusters Score -223048.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -223054.421875 Penalty: 8550.592773 Iteration 37Q: 3 clusters Score -223054.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -223054.421875 Penalty: 8550.592773 Iteration 38F: 3 clusters Score -223054.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 3 contains 662 members Mstep: Class 4 contains 413 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 11343 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2673 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29206 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 11449 members Entering Unmasked Estep Score: -101692080.000000 Penalty: 143230.031250 Splitting cluster 4 changes total score from -101694424.000000 to -101692080.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (12656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Entering Unmasked Estep Score: -2820462.750000 Penalty: 5785.605469 Iteration 0F: 2 clusters Score -2820463 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -2808588.250000 Penalty: 11571.210938 Iteration 0F: 3 clusters Score -2808588 nChanged 4890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -2811351.750000 Penalty: 11571.210938 Iteration 1F: 3 clusters Score -2811352 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -2811896.750000 Penalty: 11571.210938 Iteration 2F: 3 clusters Score -2811897 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -2812284.500000 Penalty: 11571.210938 Iteration 3F: 3 clusters Score -2812284 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -2812580.250000 Penalty: 11571.210938 Iteration 4Q: 3 clusters Score -2812580 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -2812871.000000 Penalty: 11571.210938 Iteration 5Q: 3 clusters Score -2812871 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -2813140.250000 Penalty: 11571.210938 Iteration 6Q: 3 clusters Score -2813140 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -2813391.250000 Penalty: 11571.210938 Iteration 7Q: 3 clusters Score -2813391 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -2813621.250000 Penalty: 11571.210938 Iteration 8Q: 3 clusters Score -2813621 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -2813828.000000 Penalty: 11571.210938 Iteration 9Q: 3 clusters Score -2813828 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -2814047.500000 Penalty: 11571.210938 Iteration 10Q: 3 clusters Score -2814048 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -2814270.500000 Penalty: 11571.210938 Iteration 11Q: 3 clusters Score -2814270 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -2814504.250000 Penalty: 11571.210938 Iteration 12Q: 3 clusters Score -2814504 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -2814751.500000 Penalty: 11571.210938 Iteration 13Q: 3 clusters Score -2814752 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -2814995.000000 Penalty: 11571.210938 Iteration 14Q: 3 clusters Score -2814995 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -2815238.250000 Penalty: 11571.210938 Iteration 15Q: 3 clusters Score -2815238 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9148 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -2815454.250000 Penalty: 11571.210938 Iteration 16Q: 3 clusters Score -2815454 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -2815663.750000 Penalty: 11571.210938 Iteration 17Q: 3 clusters Score -2815664 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -2815830.750000 Penalty: 11571.210938 Iteration 18Q: 3 clusters Score -2815831 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -2816014.000000 Penalty: 11571.210938 Iteration 19Q: 3 clusters Score -2816014 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -2816156.750000 Penalty: 11571.210938 Iteration 20F: 3 clusters Score -2816157 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -2816287.250000 Penalty: 11571.210938 Iteration 21Q: 3 clusters Score -2816287 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -2816374.500000 Penalty: 11571.210938 Iteration 22Q: 3 clusters Score -2816374 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10499 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -2816460.000000 Penalty: 11571.210938 Iteration 23Q: 3 clusters Score -2816460 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -2816515.250000 Penalty: 11571.210938 Iteration 24Q: 3 clusters Score -2816515 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10676 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -2816572.250000 Penalty: 11571.210938 Iteration 25Q: 3 clusters Score -2816572 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -2816610.750000 Penalty: 11571.210938 Iteration 26Q: 3 clusters Score -2816611 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -2816656.000000 Penalty: 11571.210938 Iteration 27Q: 3 clusters Score -2816656 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10875 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -2816688.500000 Penalty: 11571.210938 Iteration 28Q: 3 clusters Score -2816688 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -2816719.250000 Penalty: 11571.210938 Iteration 29Q: 3 clusters Score -2816719 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -2816733.250000 Penalty: 11571.210938 Iteration 30Q: 3 clusters Score -2816733 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10993 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -2816753.250000 Penalty: 11571.210938 Iteration 31Q: 3 clusters Score -2816753 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -2816769.000000 Penalty: 11571.210938 Iteration 32Q: 3 clusters Score -2816769 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -2816780.750000 Penalty: 11571.210938 Iteration 33Q: 3 clusters Score -2816781 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11053 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -2816797.500000 Penalty: 11571.210938 Iteration 34Q: 3 clusters Score -2816798 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11072 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -2816801.000000 Penalty: 11571.210938 Iteration 35Q: 3 clusters Score -2816801 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -2816813.500000 Penalty: 11571.210938 Iteration 36Q: 3 clusters Score -2816814 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -2816828.500000 Penalty: 11571.210938 Iteration 37Q: 3 clusters Score -2816828 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -2816838.250000 Penalty: 11571.210938 Iteration 38Q: 3 clusters Score -2816838 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -2816846.750000 Penalty: 11571.210938 Iteration 39Q: 3 clusters Score -2816847 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -2816851.250000 Penalty: 11571.210938 Iteration 40F: 3 clusters Score -2816851 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -2816862.250000 Penalty: 11571.210938 Iteration 41Q: 3 clusters Score -2816862 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -2816859.000000 Penalty: 11571.210938 Iteration 42Q: 3 clusters Score -2816859 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -2816867.000000 Penalty: 11571.210938 Iteration 43Q: 3 clusters Score -2816867 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -2816873.750000 Penalty: 11571.210938 Iteration 44Q: 3 clusters Score -2816874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -2816870.500000 Penalty: 11571.210938 Iteration 45Q: 3 clusters Score -2816870 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -2816871.000000 Penalty: 11571.210938 Iteration 46Q: 3 clusters Score -2816871 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -2816872.000000 Penalty: 11571.210938 Iteration 47Q: 3 clusters Score -2816872 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -2816868.000000 Penalty: 11571.210938 Iteration 48Q: 3 clusters Score -2816868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11186 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -2816873.000000 Penalty: 11571.210938 Iteration 49Q: 3 clusters Score -2816873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -2816876.500000 Penalty: 11571.210938 Iteration 50Q: 3 clusters Score -2816876 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -2816876.500000 Penalty: 11571.210938 Iteration 51F: 3 clusters Score -2816876 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9875 members Entering Unmasked Estep Score: -2321968.500000 Penalty: 5633.628906 Iteration 0F: 2 clusters Score -2321968 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -2311864.250000 Penalty: 11267.257812 Iteration 0F: 3 clusters Score -2311864 nChanged 3591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -2313892.000000 Penalty: 11267.257812 Iteration 1F: 3 clusters Score -2313892 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -2314346.500000 Penalty: 11267.257812 Iteration 2F: 3 clusters Score -2314346 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -2314588.000000 Penalty: 11267.257812 Iteration 3Q: 3 clusters Score -2314588 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -2314736.750000 Penalty: 11267.257812 Iteration 4Q: 3 clusters Score -2314737 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -2314850.750000 Penalty: 11267.257812 Iteration 5Q: 3 clusters Score -2314851 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -2314952.000000 Penalty: 11267.257812 Iteration 6Q: 3 clusters Score -2314952 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -2315063.750000 Penalty: 11267.257812 Iteration 7Q: 3 clusters Score -2315064 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -2315172.000000 Penalty: 11267.257812 Iteration 8Q: 3 clusters Score -2315172 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -2315288.750000 Penalty: 11267.257812 Iteration 9Q: 3 clusters Score -2315289 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -2315427.000000 Penalty: 11267.257812 Iteration 10Q: 3 clusters Score -2315427 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -2315607.750000 Penalty: 11267.257812 Iteration 11Q: 3 clusters Score -2315608 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -2315924.750000 Penalty: 11267.257812 Iteration 12Q: 3 clusters Score -2315925 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -2316397.500000 Penalty: 11267.257812 Iteration 13Q: 3 clusters Score -2316398 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -2317071.000000 Penalty: 11267.257812 Iteration 14F: 3 clusters Score -2317071 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -2317816.000000 Penalty: 11267.257812 Iteration 15F: 3 clusters Score -2317816 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -2318435.500000 Penalty: 11267.257812 Iteration 16F: 3 clusters Score -2318436 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -2318792.000000 Penalty: 11267.257812 Iteration 17Q: 3 clusters Score -2318792 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -2319003.500000 Penalty: 11267.257812 Iteration 18Q: 3 clusters Score -2319004 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -2319116.750000 Penalty: 11267.257812 Iteration 19Q: 3 clusters Score -2319117 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -2319199.250000 Penalty: 11267.257812 Iteration 20F: 3 clusters Score -2319199 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -2319244.000000 Penalty: 11267.257812 Iteration 21Q: 3 clusters Score -2319244 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -2319278.250000 Penalty: 11267.257812 Iteration 22Q: 3 clusters Score -2319278 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -2319285.500000 Penalty: 11267.257812 Iteration 23Q: 3 clusters Score -2319286 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -2319293.250000 Penalty: 11267.257812 Iteration 24Q: 3 clusters Score -2319293 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -2319296.500000 Penalty: 11267.257812 Iteration 25Q: 3 clusters Score -2319296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -2319301.500000 Penalty: 11267.257812 Iteration 26Q: 3 clusters Score -2319302 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -2319299.250000 Penalty: 11267.257812 Iteration 27Q: 3 clusters Score -2319299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -2319300.750000 Penalty: 11267.257812 Iteration 28Q: 3 clusters Score -2319301 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -2319301.500000 Penalty: 11267.257812 Iteration 29Q: 3 clusters Score -2319302 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -2319301.500000 Penalty: 11267.257812 Iteration 30F: 3 clusters Score -2319302 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (11343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Entering Unmasked Estep Score: -2663222.750000 Penalty: 5718.518066 Iteration 0F: 2 clusters Score -2663223 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -2652122.500000 Penalty: 11437.036133 Iteration 0F: 3 clusters Score -2652122 nChanged 4254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -2654820.500000 Penalty: 11437.036133 Iteration 1F: 3 clusters Score -2654820 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -2656090.000000 Penalty: 11437.036133 Iteration 2F: 3 clusters Score -2656090 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -2657724.250000 Penalty: 11437.036133 Iteration 3F: 3 clusters Score -2657724 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -2659765.250000 Penalty: 11437.036133 Iteration 4F: 3 clusters Score -2659765 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -2661822.500000 Penalty: 11437.036133 Iteration 5F: 3 clusters Score -2661822 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -2663535.000000 Penalty: 11437.036133 Iteration 6F: 3 clusters Score -2663535 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -2664781.000000 Penalty: 11437.036133 Iteration 7F: 3 clusters Score -2664781 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -2665313.250000 Penalty: 11437.036133 Iteration 8Q: 3 clusters Score -2665313 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -2665493.000000 Penalty: 11437.036133 Iteration 9Q: 3 clusters Score -2665493 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -2665548.250000 Penalty: 11437.036133 Iteration 10Q: 3 clusters Score -2665548 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -2665571.750000 Penalty: 11437.036133 Iteration 11Q: 3 clusters Score -2665572 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -2665570.000000 Penalty: 11437.036133 Iteration 12Q: 3 clusters Score -2665570 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -2665576.000000 Penalty: 11437.036133 Iteration 13Q: 3 clusters Score -2665576 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -2665581.500000 Penalty: 11437.036133 Iteration 14Q: 3 clusters Score -2665582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -2665576.000000 Penalty: 11437.036133 Iteration 15Q: 3 clusters Score -2665576 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -2665576.000000 Penalty: 11437.036133 Iteration 16F: 3 clusters Score -2665576 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 3 contains 6325 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2673 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29206 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 11449 members Entering Unmasked Estep Score: -101694760.000000 Penalty: 143230.031250 Splitting cluster 8 changes total score from -101694424.000000 to -101694760.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 9 (3516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Entering Unmasked Estep Score: -782091.125000 Penalty: 5001.110840 Iteration 0F: 2 clusters Score -782091.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -776369.500000 Penalty: 10002.221680 Iteration 0F: 3 clusters Score -776369.5 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -778129.875000 Penalty: 10002.221680 Iteration 1F: 3 clusters Score -778129.9 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -780508.125000 Penalty: 10002.221680 Iteration 2F: 3 clusters Score -780508.1 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -782905.562500 Penalty: 10002.221680 Iteration 3F: 3 clusters Score -782905.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -783887.125000 Penalty: 10002.221680 Iteration 4F: 3 clusters Score -783887.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -784053.750000 Penalty: 10002.221680 Iteration 5Q: 3 clusters Score -784053.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -784097.250000 Penalty: 10002.221680 Iteration 6Q: 3 clusters Score -784097.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -784107.000000 Penalty: 10002.221680 Iteration 7Q: 3 clusters Score -784107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -784111.375000 Penalty: 10002.221680 Iteration 8Q: 3 clusters Score -784111.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -784111.375000 Penalty: 10002.221680 Iteration 9F: 3 clusters Score -784111.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 3 contains 6325 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 2883 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 2673 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29206 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 11449 members Entering Unmasked Estep Score: -101694088.000000 Penalty: 151187.265625 Splitting cluster 9 changes total score from -101694424.000000 to -101694088.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (2673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Entering Unmasked Estep Score: -609207.250000 Penalty: 4833.210938 Iteration 0F: 2 clusters Score -609207.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -603754.500000 Penalty: 9666.421875 Iteration 0F: 3 clusters Score -603754.5 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -604742.375000 Penalty: 9666.421875 Iteration 1F: 3 clusters Score -604742.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -605246.812500 Penalty: 9666.421875 Iteration 2F: 3 clusters Score -605246.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -605956.250000 Penalty: 9666.421875 Iteration 3F: 3 clusters Score -605956.2 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -607474.937500 Penalty: 9666.421875 Iteration 4F: 3 clusters Score -607474.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -608808.000000 Penalty: 9666.421875 Iteration 5F: 3 clusters Score -608808 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -609661.437500 Penalty: 9666.421875 Iteration 6F: 3 clusters Score -609661.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -610210.062500 Penalty: 9666.421875 Iteration 7Q: 3 clusters Score -610210.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -610322.937500 Penalty: 9666.421875 Iteration 8Q: 3 clusters Score -610322.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -610381.187500 Penalty: 9666.421875 Iteration 9Q: 3 clusters Score -610381.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -610414.437500 Penalty: 9666.421875 Iteration 10Q: 3 clusters Score -610414.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -610438.750000 Penalty: 9666.421875 Iteration 11Q: 3 clusters Score -610438.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -610439.812500 Penalty: 9666.421875 Iteration 12Q: 3 clusters Score -610439.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -610439.812500 Penalty: 9666.421875 Iteration 13F: 3 clusters Score -610439.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 3 contains 6325 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 1919 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 754 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 962 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29206 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 11449 members Entering Unmasked Estep Score: -101693296.000000 Penalty: 151187.265625 Splitting cluster 10 changes total score from -101694424.000000 to -101693296.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (24731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24731 members Entering Unmasked Estep Score: -5741910.000000 Penalty: 6195.935059 Iteration 0F: 2 clusters Score -5741910 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -5722399.000000 Penalty: 12391.870117 Iteration 0F: 3 clusters Score -5722399 nChanged 10267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 12336 members Entering Unmasked Estep Score: -5727804.500000 Penalty: 12391.870117 Iteration 1F: 3 clusters Score -5727804 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12364 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -5728494.000000 Penalty: 12391.870117 Iteration 2F: 3 clusters Score -5728494 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12313 members Mstep: Class 2 contains 12418 members Entering Unmasked Estep Score: -5728993.000000 Penalty: 12391.870117 Iteration 3Q: 3 clusters Score -5728993 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12245 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -5729504.000000 Penalty: 12391.870117 Iteration 4Q: 3 clusters Score -5729504 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 12540 members Entering Unmasked Estep Score: -5730095.500000 Penalty: 12391.870117 Iteration 5Q: 3 clusters Score -5730096 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 12597 members Entering Unmasked Estep Score: -5730803.500000 Penalty: 12391.870117 Iteration 6Q: 3 clusters Score -5730804 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -5731429.500000 Penalty: 12391.870117 Iteration 7Q: 3 clusters Score -5731430 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12117 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -5731942.500000 Penalty: 12391.870117 Iteration 8Q: 3 clusters Score -5731942 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12147 members Mstep: Class 2 contains 12584 members Entering Unmasked Estep Score: -5732443.000000 Penalty: 12391.870117 Iteration 9Q: 3 clusters Score -5732443 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12265 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -5732890.000000 Penalty: 12391.870117 Iteration 10Q: 3 clusters Score -5732890 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12434 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -5733247.000000 Penalty: 12391.870117 Iteration 11Q: 3 clusters Score -5733247 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12672 members Mstep: Class 2 contains 12059 members Entering Unmasked Estep Score: -5733692.000000 Penalty: 12391.870117 Iteration 12Q: 3 clusters Score -5733692 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -5734111.000000 Penalty: 12391.870117 Iteration 13Q: 3 clusters Score -5734111 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13332 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -5734572.000000 Penalty: 12391.870117 Iteration 14Q: 3 clusters Score -5734572 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13749 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -5734938.500000 Penalty: 12391.870117 Iteration 15Q: 3 clusters Score -5734938 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14248 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -5735398.500000 Penalty: 12391.870117 Iteration 16Q: 3 clusters Score -5735398 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -5735734.500000 Penalty: 12391.870117 Iteration 17Q: 3 clusters Score -5735734 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15189 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -5736086.500000 Penalty: 12391.870117 Iteration 18Q: 3 clusters Score -5736086 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15616 members Mstep: Class 2 contains 9115 members Entering Unmasked Estep Score: -5736354.000000 Penalty: 12391.870117 Iteration 19Q: 3 clusters Score -5736354 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15975 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -5736605.500000 Penalty: 12391.870117 Iteration 20F: 3 clusters Score -5736606 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16268 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -5736758.000000 Penalty: 12391.870117 Iteration 21Q: 3 clusters Score -5736758 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16547 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -5736914.000000 Penalty: 12391.870117 Iteration 22Q: 3 clusters Score -5736914 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16794 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -5737039.500000 Penalty: 12391.870117 Iteration 23Q: 3 clusters Score -5737040 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17019 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -5737186.500000 Penalty: 12391.870117 Iteration 24Q: 3 clusters Score -5737186 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17265 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -5737307.500000 Penalty: 12391.870117 Iteration 25Q: 3 clusters Score -5737308 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17487 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -5737512.500000 Penalty: 12391.870117 Iteration 26Q: 3 clusters Score -5737512 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17678 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -5737625.000000 Penalty: 12391.870117 Iteration 27Q: 3 clusters Score -5737625 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17843 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -5737696.500000 Penalty: 12391.870117 Iteration 28Q: 3 clusters Score -5737696 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17983 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -5737753.000000 Penalty: 12391.870117 Iteration 29Q: 3 clusters Score -5737753 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18108 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -5737789.500000 Penalty: 12391.870117 Iteration 30Q: 3 clusters Score -5737790 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18226 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -5737845.000000 Penalty: 12391.870117 Iteration 31Q: 3 clusters Score -5737845 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18322 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -5737858.000000 Penalty: 12391.870117 Iteration 32Q: 3 clusters Score -5737858 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -5737888.000000 Penalty: 12391.870117 Iteration 33Q: 3 clusters Score -5737888 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18480 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -5737899.000000 Penalty: 12391.870117 Iteration 34Q: 3 clusters Score -5737899 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18540 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -5737928.000000 Penalty: 12391.870117 Iteration 35Q: 3 clusters Score -5737928 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18598 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -5737936.000000 Penalty: 12391.870117 Iteration 36Q: 3 clusters Score -5737936 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18651 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -5737945.500000 Penalty: 12391.870117 Iteration 37Q: 3 clusters Score -5737946 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18703 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -5737959.000000 Penalty: 12391.870117 Iteration 38Q: 3 clusters Score -5737959 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18748 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -5737974.500000 Penalty: 12391.870117 Iteration 39Q: 3 clusters Score -5737974 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18806 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -5737993.500000 Penalty: 12391.870117 Iteration 40F: 3 clusters Score -5737994 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18870 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -5738029.000000 Penalty: 12391.870117 Iteration 41Q: 3 clusters Score -5738029 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18941 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -5738041.000000 Penalty: 12391.870117 Iteration 42Q: 3 clusters Score -5738041 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19004 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -5738087.000000 Penalty: 12391.870117 Iteration 43Q: 3 clusters Score -5738087 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19072 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -5738115.500000 Penalty: 12391.870117 Iteration 44Q: 3 clusters Score -5738116 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19149 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -5738153.000000 Penalty: 12391.870117 Iteration 45Q: 3 clusters Score -5738153 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19231 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -5738179.000000 Penalty: 12391.870117 Iteration 46Q: 3 clusters Score -5738179 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19318 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -5738229.000000 Penalty: 12391.870117 Iteration 47Q: 3 clusters Score -5738229 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19433 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -5738310.500000 Penalty: 12391.870117 Iteration 48Q: 3 clusters Score -5738310 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19545 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -5738375.500000 Penalty: 12391.870117 Iteration 49Q: 3 clusters Score -5738376 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19648 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -5738458.000000 Penalty: 12391.870117 Iteration 50Q: 3 clusters Score -5738458 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19759 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -5738534.500000 Penalty: 12391.870117 Iteration 51Q: 3 clusters Score -5738534 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19864 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -5738631.000000 Penalty: 12391.870117 Iteration 52Q: 3 clusters Score -5738631 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19966 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -5738689.500000 Penalty: 12391.870117 Iteration 53Q: 3 clusters Score -5738690 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20049 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -5738721.000000 Penalty: 12391.870117 Iteration 54Q: 3 clusters Score -5738721 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20116 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -5738730.500000 Penalty: 12391.870117 Iteration 55Q: 3 clusters Score -5738730 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20178 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -5738758.500000 Penalty: 12391.870117 Iteration 56Q: 3 clusters Score -5738758 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20219 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -5738791.000000 Penalty: 12391.870117 Iteration 57Q: 3 clusters Score -5738791 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20254 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -5738803.500000 Penalty: 12391.870117 Iteration 58Q: 3 clusters Score -5738804 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20289 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -5738814.000000 Penalty: 12391.870117 Iteration 59Q: 3 clusters Score -5738814 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20316 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -5738818.000000 Penalty: 12391.870117 Iteration 60F: 3 clusters Score -5738818 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20339 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -5738835.500000 Penalty: 12391.870117 Iteration 61Q: 3 clusters Score -5738836 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20352 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -5738835.000000 Penalty: 12391.870117 Iteration 62Q: 3 clusters Score -5738835 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -5738841.500000 Penalty: 12391.870117 Iteration 63Q: 3 clusters Score -5738842 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20376 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -5738838.500000 Penalty: 12391.870117 Iteration 64Q: 3 clusters Score -5738838 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -5738838.000000 Penalty: 12391.870117 Iteration 65Q: 3 clusters Score -5738838 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20400 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -5738839.500000 Penalty: 12391.870117 Iteration 66Q: 3 clusters Score -5738840 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20406 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -5738845.500000 Penalty: 12391.870117 Iteration 67Q: 3 clusters Score -5738846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20411 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -5738857.500000 Penalty: 12391.870117 Iteration 68Q: 3 clusters Score -5738858 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20416 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -5738865.500000 Penalty: 12391.870117 Iteration 69Q: 3 clusters Score -5738866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -5738874.000000 Penalty: 12391.870117 Iteration 70Q: 3 clusters Score -5738874 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20428 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -5738872.500000 Penalty: 12391.870117 Iteration 71Q: 3 clusters Score -5738872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20432 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -5738871.000000 Penalty: 12391.870117 Iteration 72Q: 3 clusters Score -5738871 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20435 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -5738875.500000 Penalty: 12391.870117 Iteration 73Q: 3 clusters Score -5738876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20437 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -5738874.500000 Penalty: 12391.870117 Iteration 74Q: 3 clusters Score -5738874 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20437 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -5738874.500000 Penalty: 12391.870117 Iteration 75F: 3 clusters Score -5738874 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Entering Unmasked Estep Score: -179259.390625 Penalty: 4207.270996 Iteration 0F: 2 clusters Score -179259.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -175894.031250 Penalty: 8414.541992 Iteration 0F: 3 clusters Score -175894 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -177198.875000 Penalty: 8414.541992 Iteration 1F: 3 clusters Score -177198.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -179128.140625 Penalty: 8414.541992 Iteration 2F: 3 clusters Score -179128.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -181472.937500 Penalty: 8414.541992 Iteration 3F: 3 clusters Score -181472.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -182675.953125 Penalty: 8414.541992 Iteration 4F: 3 clusters Score -182676 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -183735.921875 Penalty: 8414.541992 Iteration 5F: 3 clusters Score -183735.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -184906.265625 Penalty: 8414.541992 Iteration 6Q: 3 clusters Score -184906.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -186151.546875 Penalty: 8414.541992 Iteration 7Q: 3 clusters Score -186151.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -186223.468750 Penalty: 8414.541992 Iteration 8Q: 3 clusters Score -186223.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -186223.468750 Penalty: 8414.541992 Iteration 9F: 3 clusters Score -186223.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 3 contains 6325 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 267 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2673 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 695 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 2598 members Mstep: Class 17 contains 29206 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 11449 members Entering Unmasked Estep Score: -101697944.000000 Penalty: 151187.265625 Splitting cluster 13 changes total score from -101694424.000000 to -101697944.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 14 (38284 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38284 members Entering Unmasked Estep Score: -8960824.000000 Penalty: 6463.582520 Iteration 0F: 2 clusters Score -8960824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19130 members Mstep: Class 2 contains 19154 members Entering Unmasked Estep Score: -8932871.000000 Penalty: 12927.165039 Iteration 0F: 3 clusters Score -8932871 nChanged 16411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19149 members Mstep: Class 2 contains 19135 members Entering Unmasked Estep Score: -8941731.000000 Penalty: 12927.165039 Iteration 1F: 3 clusters Score -8941731 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19021 members Mstep: Class 2 contains 19263 members Entering Unmasked Estep Score: -8943182.000000 Penalty: 12927.165039 Iteration 2F: 3 clusters Score -8943182 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18703 members Mstep: Class 2 contains 19581 members Entering Unmasked Estep Score: -8944856.000000 Penalty: 12927.165039 Iteration 3F: 3 clusters Score -8944856 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18052 members Mstep: Class 2 contains 20232 members Entering Unmasked Estep Score: -8946879.000000 Penalty: 12927.165039 Iteration 4F: 3 clusters Score -8946879 nChanged 2791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 21245 members Entering Unmasked Estep Score: -8949401.000000 Penalty: 12927.165039 Iteration 5F: 3 clusters Score -8949401 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15641 members Mstep: Class 2 contains 22643 members Entering Unmasked Estep Score: -8952459.000000 Penalty: 12927.165039 Iteration 6F: 3 clusters Score -8952459 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14115 members Mstep: Class 2 contains 24169 members Entering Unmasked Estep Score: -8955723.000000 Penalty: 12927.165039 Iteration 7F: 3 clusters Score -8955723 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13091 members Mstep: Class 2 contains 25193 members Entering Unmasked Estep Score: -8957850.000000 Penalty: 12927.165039 Iteration 8F: 3 clusters Score -8957850 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12626 members Mstep: Class 2 contains 25658 members Entering Unmasked Estep Score: -8958775.000000 Penalty: 12927.165039 Iteration 9Q: 3 clusters Score -8958775 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 25909 members Entering Unmasked Estep Score: -8959102.000000 Penalty: 12927.165039 Iteration 10Q: 3 clusters Score -8959102 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12266 members Mstep: Class 2 contains 26018 members Entering Unmasked Estep Score: -8959221.000000 Penalty: 12927.165039 Iteration 11Q: 3 clusters Score -8959221 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 26082 members Entering Unmasked Estep Score: -8959282.000000 Penalty: 12927.165039 Iteration 12Q: 3 clusters Score -8959282 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 26110 members Entering Unmasked Estep Score: -8959353.000000 Penalty: 12927.165039 Iteration 13Q: 3 clusters Score -8959353 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12158 members Mstep: Class 2 contains 26126 members Entering Unmasked Estep Score: -8959376.000000 Penalty: 12927.165039 Iteration 14Q: 3 clusters Score -8959376 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12156 members Mstep: Class 2 contains 26128 members Entering Unmasked Estep Score: -8959396.000000 Penalty: 12927.165039 Iteration 15Q: 3 clusters Score -8959396 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 26141 members Entering Unmasked Estep Score: -8959389.000000 Penalty: 12927.165039 Iteration 16Q: 3 clusters Score -8959389 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 26157 members Entering Unmasked Estep Score: -8959411.000000 Penalty: 12927.165039 Iteration 17Q: 3 clusters Score -8959411 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 26174 members Entering Unmasked Estep Score: -8959405.000000 Penalty: 12927.165039 Iteration 18Q: 3 clusters Score -8959405 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 26177 members Entering Unmasked Estep Score: -8959410.000000 Penalty: 12927.165039 Iteration 19Q: 3 clusters Score -8959410 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 26175 members Entering Unmasked Estep Score: -8959397.000000 Penalty: 12927.165039 Iteration 20F: 3 clusters Score -8959397 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 26172 members Entering Unmasked Estep Score: -8959410.000000 Penalty: 12927.165039 Iteration 21Q: 3 clusters Score -8959410 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 26172 members Entering Unmasked Estep Score: -8959404.000000 Penalty: 12927.165039 Iteration 22Q: 3 clusters Score -8959404 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 26174 members Entering Unmasked Estep Score: -8959404.000000 Penalty: 12927.165039 Iteration 23Q: 3 clusters Score -8959404 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 26169 members Entering Unmasked Estep Score: -8959395.000000 Penalty: 12927.165039 Iteration 24Q: 3 clusters Score -8959395 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 26172 members Entering Unmasked Estep Score: -8959402.000000 Penalty: 12927.165039 Iteration 25Q: 3 clusters Score -8959402 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 26173 members Entering Unmasked Estep Score: -8959400.000000 Penalty: 12927.165039 Iteration 26Q: 3 clusters Score -8959400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 26176 members Entering Unmasked Estep Score: -8959402.000000 Penalty: 12927.165039 Iteration 27Q: 3 clusters Score -8959402 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 26177 members Entering Unmasked Estep Score: -8959398.000000 Penalty: 12927.165039 Iteration 28Q: 3 clusters Score -8959398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 26178 members Entering Unmasked Estep Score: -8959399.000000 Penalty: 12927.165039 Iteration 29Q: 3 clusters Score -8959399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 26176 members Entering Unmasked Estep Score: -8959401.000000 Penalty: 12927.165039 Iteration 30Q: 3 clusters Score -8959401 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 26177 members Entering Unmasked Estep Score: -8959400.000000 Penalty: 12927.165039 Iteration 31Q: 3 clusters Score -8959400 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12105 members Mstep: Class 2 contains 26179 members Entering Unmasked Estep Score: -8959402.000000 Penalty: 12927.165039 Iteration 32Q: 3 clusters Score -8959402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 26177 members Entering Unmasked Estep Score: -8959414.000000 Penalty: 12927.165039 Iteration 33Q: 3 clusters Score -8959414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 26177 members Entering Unmasked Estep Score: -8959414.000000 Penalty: 12927.165039 Iteration 34Q: 3 clusters Score -8959414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 26178 members Entering Unmasked Estep Score: -8959414.000000 Penalty: 12927.165039 Iteration 35Q: 3 clusters Score -8959414 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 26178 members Entering Unmasked Estep Score: -8959414.000000 Penalty: 12927.165039 Iteration 36F: 3 clusters Score -8959414 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (126067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126067 members Entering Unmasked Estep Score: -29628828.000000 Penalty: 7193.548340 Iteration 0F: 2 clusters Score -2.962883e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63031 members Mstep: Class 2 contains 63036 members Entering Unmasked Estep Score: -29544734.000000 Penalty: 14387.096680 Iteration 0F: 3 clusters Score -2.954473e+07 nChanged 58229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62598 members Mstep: Class 2 contains 63469 members Entering Unmasked Estep Score: -29576580.000000 Penalty: 14387.096680 Iteration 1F: 3 clusters Score -2.957658e+07 nChanged 4886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62616 members Mstep: Class 2 contains 63451 members Entering Unmasked Estep Score: -29577992.000000 Penalty: 14387.096680 Iteration 2Q: 3 clusters Score -2.957799e+07 nChanged 4730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62700 members Mstep: Class 2 contains 63367 members Entering Unmasked Estep Score: -29579382.000000 Penalty: 14387.096680 Iteration 3Q: 3 clusters Score -2.957938e+07 nChanged 4849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62767 members Mstep: Class 2 contains 63300 members Entering Unmasked Estep Score: -29580976.000000 Penalty: 14387.096680 Iteration 4Q: 3 clusters Score -2.958098e+07 nChanged 5103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62724 members Mstep: Class 2 contains 63343 members Entering Unmasked Estep Score: -29583418.000000 Penalty: 14387.096680 Iteration 5Q: 3 clusters Score -2.958342e+07 nChanged 5693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62489 members Mstep: Class 2 contains 63578 members Entering Unmasked Estep Score: -29586026.000000 Penalty: 14387.096680 Iteration 6Q: 3 clusters Score -2.958603e+07 nChanged 6293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61838 members Mstep: Class 2 contains 64229 members Entering Unmasked Estep Score: -29589398.000000 Penalty: 14387.096680 Iteration 7Q: 3 clusters Score -2.95894e+07 nChanged 6863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60607 members Mstep: Class 2 contains 65460 members Entering Unmasked Estep Score: -29593276.000000 Penalty: 14387.096680 Iteration 8F: 3 clusters Score -2.959328e+07 nChanged 7320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58511 members Mstep: Class 2 contains 67556 members Entering Unmasked Estep Score: -29597300.000000 Penalty: 14387.096680 Iteration 9F: 3 clusters Score -2.95973e+07 nChanged 7434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55561 members Mstep: Class 2 contains 70506 members Entering Unmasked Estep Score: -29601906.000000 Penalty: 14387.096680 Iteration 10F: 3 clusters Score -2.960191e+07 nChanged 7224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51875 members Mstep: Class 2 contains 74192 members Entering Unmasked Estep Score: -29606426.000000 Penalty: 14387.096680 Iteration 11F: 3 clusters Score -2.960643e+07 nChanged 6780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47709 members Mstep: Class 2 contains 78358 members Entering Unmasked Estep Score: -29610816.000000 Penalty: 14387.096680 Iteration 12F: 3 clusters Score -2.961082e+07 nChanged 5970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43549 members Mstep: Class 2 contains 82518 members Entering Unmasked Estep Score: -29614716.000000 Penalty: 14387.096680 Iteration 13Q: 3 clusters Score -2.961472e+07 nChanged 4867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39786 members Mstep: Class 2 contains 86281 members Entering Unmasked Estep Score: -29617644.000000 Penalty: 14387.096680 Iteration 14Q: 3 clusters Score -2.961764e+07 nChanged 3791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36603 members Mstep: Class 2 contains 89464 members Entering Unmasked Estep Score: -29619448.000000 Penalty: 14387.096680 Iteration 15Q: 3 clusters Score -2.961945e+07 nChanged 2973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33898 members Mstep: Class 2 contains 92169 members Entering Unmasked Estep Score: -29620840.000000 Penalty: 14387.096680 Iteration 16Q: 3 clusters Score -2.962084e+07 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31568 members Mstep: Class 2 contains 94499 members Entering Unmasked Estep Score: -29621908.000000 Penalty: 14387.096680 Iteration 17Q: 3 clusters Score -2.962191e+07 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29589 members Mstep: Class 2 contains 96478 members Entering Unmasked Estep Score: -29622710.000000 Penalty: 14387.096680 Iteration 18Q: 3 clusters Score -2.962271e+07 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27897 members Mstep: Class 2 contains 98170 members Entering Unmasked Estep Score: -29623142.000000 Penalty: 14387.096680 Iteration 19Q: 3 clusters Score -2.962314e+07 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26403 members Mstep: Class 2 contains 99664 members Entering Unmasked Estep Score: -29623428.000000 Penalty: 14387.096680 Iteration 20F: 3 clusters Score -2.962343e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25123 members Mstep: Class 2 contains 100944 members Entering Unmasked Estep Score: -29623750.000000 Penalty: 14387.096680 Iteration 21Q: 3 clusters Score -2.962375e+07 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23985 members Mstep: Class 2 contains 102082 members Entering Unmasked Estep Score: -29623954.000000 Penalty: 14387.096680 Iteration 22Q: 3 clusters Score -2.962395e+07 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23014 members Mstep: Class 2 contains 103053 members Entering Unmasked Estep Score: -29624246.000000 Penalty: 14387.096680 Iteration 23Q: 3 clusters Score -2.962425e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22145 members Mstep: Class 2 contains 103922 members Entering Unmasked Estep Score: -29624412.000000 Penalty: 14387.096680 Iteration 24Q: 3 clusters Score -2.962441e+07 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21363 members Mstep: Class 2 contains 104704 members Entering Unmasked Estep Score: -29624564.000000 Penalty: 14387.096680 Iteration 25Q: 3 clusters Score -2.962456e+07 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20637 members Mstep: Class 2 contains 105430 members Entering Unmasked Estep Score: -29624696.000000 Penalty: 14387.096680 Iteration 26Q: 3 clusters Score -2.96247e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19981 members Mstep: Class 2 contains 106086 members Entering Unmasked Estep Score: -29624832.000000 Penalty: 14387.096680 Iteration 27Q: 3 clusters Score -2.962483e+07 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19356 members Mstep: Class 2 contains 106711 members Entering Unmasked Estep Score: -29624886.000000 Penalty: 14387.096680 Iteration 28Q: 3 clusters Score -2.962489e+07 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18825 members Mstep: Class 2 contains 107242 members Entering Unmasked Estep Score: -29624880.000000 Penalty: 14387.096680 Iteration 29Q: 3 clusters Score -2.962488e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18362 members Mstep: Class 2 contains 107705 members Entering Unmasked Estep Score: -29624990.000000 Penalty: 14387.096680 Iteration 30Q: 3 clusters Score -2.962499e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17950 members Mstep: Class 2 contains 108117 members Entering Unmasked Estep Score: -29625112.000000 Penalty: 14387.096680 Iteration 31Q: 3 clusters Score -2.962511e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17572 members Mstep: Class 2 contains 108495 members Entering Unmasked Estep Score: -29625096.000000 Penalty: 14387.096680 Iteration 32Q: 3 clusters Score -2.96251e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17248 members Mstep: Class 2 contains 108819 members Entering Unmasked Estep Score: -29625068.000000 Penalty: 14387.096680 Iteration 33Q: 3 clusters Score -2.962507e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 109091 members Entering Unmasked Estep Score: -29625080.000000 Penalty: 14387.096680 Iteration 34Q: 3 clusters Score -2.962508e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 109347 members Entering Unmasked Estep Score: -29625122.000000 Penalty: 14387.096680 Iteration 35Q: 3 clusters Score -2.962512e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16473 members Mstep: Class 2 contains 109594 members Entering Unmasked Estep Score: -29625156.000000 Penalty: 14387.096680 Iteration 36Q: 3 clusters Score -2.962516e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16232 members Mstep: Class 2 contains 109835 members Entering Unmasked Estep Score: -29625224.000000 Penalty: 14387.096680 Iteration 37Q: 3 clusters Score -2.962522e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16014 members Mstep: Class 2 contains 110053 members Entering Unmasked Estep Score: -29625222.000000 Penalty: 14387.096680 Iteration 38Q: 3 clusters Score -2.962522e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 110239 members Entering Unmasked Estep Score: -29625276.000000 Penalty: 14387.096680 Iteration 39Q: 3 clusters Score -2.962528e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15654 members Mstep: Class 2 contains 110413 members Entering Unmasked Estep Score: -29625266.000000 Penalty: 14387.096680 Iteration 40F: 3 clusters Score -2.962527e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15517 members Mstep: Class 2 contains 110550 members Entering Unmasked Estep Score: -29625304.000000 Penalty: 14387.096680 Iteration 41Q: 3 clusters Score -2.96253e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15387 members Mstep: Class 2 contains 110680 members Entering Unmasked Estep Score: -29625300.000000 Penalty: 14387.096680 Iteration 42Q: 3 clusters Score -2.96253e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15263 members Mstep: Class 2 contains 110804 members Entering Unmasked Estep Score: -29625350.000000 Penalty: 14387.096680 Iteration 43Q: 3 clusters Score -2.962535e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 110933 members Entering Unmasked Estep Score: -29625348.000000 Penalty: 14387.096680 Iteration 44Q: 3 clusters Score -2.962535e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15011 members Mstep: Class 2 contains 111056 members Entering Unmasked Estep Score: -29625344.000000 Penalty: 14387.096680 Iteration 45Q: 3 clusters Score -2.962534e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14893 members Mstep: Class 2 contains 111174 members Entering Unmasked Estep Score: -29625334.000000 Penalty: 14387.096680 Iteration 46Q: 3 clusters Score -2.962533e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14794 members Mstep: Class 2 contains 111273 members Entering Unmasked Estep Score: -29625308.000000 Penalty: 14387.096680 Iteration 47Q: 3 clusters Score -2.962531e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 111358 members Entering Unmasked Estep Score: -29625272.000000 Penalty: 14387.096680 Iteration 48Q: 3 clusters Score -2.962527e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14635 members Mstep: Class 2 contains 111432 members Entering Unmasked Estep Score: -29625296.000000 Penalty: 14387.096680 Iteration 49Q: 3 clusters Score -2.96253e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14560 members Mstep: Class 2 contains 111507 members Entering Unmasked Estep Score: -29625298.000000 Penalty: 14387.096680 Iteration 50Q: 3 clusters Score -2.96253e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14486 members Mstep: Class 2 contains 111581 members Entering Unmasked Estep Score: -29625282.000000 Penalty: 14387.096680 Iteration 51Q: 3 clusters Score -2.962528e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14415 members Mstep: Class 2 contains 111652 members Entering Unmasked Estep Score: -29625354.000000 Penalty: 14387.096680 Iteration 52Q: 3 clusters Score -2.962535e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 111725 members Entering Unmasked Estep Score: -29625334.000000 Penalty: 14387.096680 Iteration 53Q: 3 clusters Score -2.962533e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 111778 members Entering Unmasked Estep Score: -29625366.000000 Penalty: 14387.096680 Iteration 54Q: 3 clusters Score -2.962537e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14241 members Mstep: Class 2 contains 111826 members Entering Unmasked Estep Score: -29625358.000000 Penalty: 14387.096680 Iteration 55Q: 3 clusters Score -2.962536e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14194 members Mstep: Class 2 contains 111873 members Entering Unmasked Estep Score: -29625356.000000 Penalty: 14387.096680 Iteration 56Q: 3 clusters Score -2.962536e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14160 members Mstep: Class 2 contains 111907 members Entering Unmasked Estep Score: -29625350.000000 Penalty: 14387.096680 Iteration 57Q: 3 clusters Score -2.962535e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14128 members Mstep: Class 2 contains 111939 members Entering Unmasked Estep Score: -29625348.000000 Penalty: 14387.096680 Iteration 58Q: 3 clusters Score -2.962535e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 111963 members Entering Unmasked Estep Score: -29625302.000000 Penalty: 14387.096680 Iteration 59Q: 3 clusters Score -2.96253e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 111993 members Entering Unmasked Estep Score: -29625304.000000 Penalty: 14387.096680 Iteration 60F: 3 clusters Score -2.96253e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14043 members Mstep: Class 2 contains 112024 members Entering Unmasked Estep Score: -29625304.000000 Penalty: 14387.096680 Iteration 61Q: 3 clusters Score -2.96253e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14009 members Mstep: Class 2 contains 112058 members Entering Unmasked Estep Score: -29625286.000000 Penalty: 14387.096680 Iteration 62Q: 3 clusters Score -2.962529e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 112093 members Entering Unmasked Estep Score: -29625294.000000 Penalty: 14387.096680 Iteration 63Q: 3 clusters Score -2.962529e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13943 members Mstep: Class 2 contains 112124 members Entering Unmasked Estep Score: -29625252.000000 Penalty: 14387.096680 Iteration 64Q: 3 clusters Score -2.962525e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13911 members Mstep: Class 2 contains 112156 members Entering Unmasked Estep Score: -29625268.000000 Penalty: 14387.096680 Iteration 65Q: 3 clusters Score -2.962527e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13866 members Mstep: Class 2 contains 112201 members Entering Unmasked Estep Score: -29625292.000000 Penalty: 14387.096680 Iteration 66Q: 3 clusters Score -2.962529e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13819 members Mstep: Class 2 contains 112248 members Entering Unmasked Estep Score: -29625304.000000 Penalty: 14387.096680 Iteration 67Q: 3 clusters Score -2.96253e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Mstep: Class 2 contains 112289 members Entering Unmasked Estep Score: -29625310.000000 Penalty: 14387.096680 Iteration 68Q: 3 clusters Score -2.962531e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13746 members Mstep: Class 2 contains 112321 members Entering Unmasked Estep Score: -29625314.000000 Penalty: 14387.096680 Iteration 69Q: 3 clusters Score -2.962531e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13717 members Mstep: Class 2 contains 112350 members Entering Unmasked Estep Score: -29625314.000000 Penalty: 14387.096680 Iteration 70Q: 3 clusters Score -2.962531e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13691 members Mstep: Class 2 contains 112376 members Entering Unmasked Estep Score: -29625344.000000 Penalty: 14387.096680 Iteration 71Q: 3 clusters Score -2.962534e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13665 members Mstep: Class 2 contains 112402 members Entering Unmasked Estep Score: -29625344.000000 Penalty: 14387.096680 Iteration 72Q: 3 clusters Score -2.962534e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13647 members Mstep: Class 2 contains 112420 members Entering Unmasked Estep Score: -29625336.000000 Penalty: 14387.096680 Iteration 73Q: 3 clusters Score -2.962534e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13625 members Mstep: Class 2 contains 112442 members Entering Unmasked Estep Score: -29625356.000000 Penalty: 14387.096680 Iteration 74Q: 3 clusters Score -2.962536e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13609 members Mstep: Class 2 contains 112458 members Entering Unmasked Estep Score: -29625374.000000 Penalty: 14387.096680 Iteration 75Q: 3 clusters Score -2.962537e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 112482 members Entering Unmasked Estep Score: -29625344.000000 Penalty: 14387.096680 Iteration 76Q: 3 clusters Score -2.962534e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 112509 members Entering Unmasked Estep Score: -29625386.000000 Penalty: 14387.096680 Iteration 77Q: 3 clusters Score -2.962539e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 112545 members Entering Unmasked Estep Score: -29625390.000000 Penalty: 14387.096680 Iteration 78Q: 3 clusters Score -2.962539e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Mstep: Class 2 contains 112565 members Entering Unmasked Estep Score: -29625396.000000 Penalty: 14387.096680 Iteration 79Q: 3 clusters Score -2.96254e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13483 members Mstep: Class 2 contains 112584 members Entering Unmasked Estep Score: -29625384.000000 Penalty: 14387.096680 Iteration 80F: 3 clusters Score -2.962538e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13467 members Mstep: Class 2 contains 112600 members Entering Unmasked Estep Score: -29625372.000000 Penalty: 14387.096680 Iteration 81Q: 3 clusters Score -2.962537e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13452 members Mstep: Class 2 contains 112615 members Entering Unmasked Estep Score: -29625396.000000 Penalty: 14387.096680 Iteration 82Q: 3 clusters Score -2.96254e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13444 members Mstep: Class 2 contains 112623 members Entering Unmasked Estep Score: -29625400.000000 Penalty: 14387.096680 Iteration 83Q: 3 clusters Score -2.96254e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13432 members Mstep: Class 2 contains 112635 members Entering Unmasked Estep Score: -29625398.000000 Penalty: 14387.096680 Iteration 84Q: 3 clusters Score -2.96254e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 112645 members Entering Unmasked Estep Score: -29625428.000000 Penalty: 14387.096680 Iteration 85Q: 3 clusters Score -2.962543e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13407 members Mstep: Class 2 contains 112660 members Entering Unmasked Estep Score: -29625432.000000 Penalty: 14387.096680 Iteration 86Q: 3 clusters Score -2.962543e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13396 members Mstep: Class 2 contains 112671 members Entering Unmasked Estep Score: -29625430.000000 Penalty: 14387.096680 Iteration 87Q: 3 clusters Score -2.962543e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13386 members Mstep: Class 2 contains 112681 members Entering Unmasked Estep Score: -29625440.000000 Penalty: 14387.096680 Iteration 88Q: 3 clusters Score -2.962544e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13375 members Mstep: Class 2 contains 112692 members Entering Unmasked Estep Score: -29625418.000000 Penalty: 14387.096680 Iteration 89Q: 3 clusters Score -2.962542e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 112703 members Entering Unmasked Estep Score: -29625432.000000 Penalty: 14387.096680 Iteration 90Q: 3 clusters Score -2.962543e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13351 members Mstep: Class 2 contains 112716 members Entering Unmasked Estep Score: -29625444.000000 Penalty: 14387.096680 Iteration 91Q: 3 clusters Score -2.962544e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13337 members Mstep: Class 2 contains 112730 members Entering Unmasked Estep Score: -29625420.000000 Penalty: 14387.096680 Iteration 92Q: 3 clusters Score -2.962542e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 112740 members Entering Unmasked Estep Score: -29625416.000000 Penalty: 14387.096680 Iteration 93Q: 3 clusters Score -2.962542e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13321 members Mstep: Class 2 contains 112746 members Entering Unmasked Estep Score: -29625442.000000 Penalty: 14387.096680 Iteration 94Q: 3 clusters Score -2.962544e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13311 members Mstep: Class 2 contains 112756 members Entering Unmasked Estep Score: -29625458.000000 Penalty: 14387.096680 Iteration 95Q: 3 clusters Score -2.962546e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 112766 members Entering Unmasked Estep Score: -29625476.000000 Penalty: 14387.096680 Iteration 96Q: 3 clusters Score -2.962548e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 112774 members Entering Unmasked Estep Score: -29625474.000000 Penalty: 14387.096680 Iteration 97Q: 3 clusters Score -2.962547e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 112781 members Entering Unmasked Estep Score: -29625478.000000 Penalty: 14387.096680 Iteration 98Q: 3 clusters Score -2.962548e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 112791 members Entering Unmasked Estep Score: -29625490.000000 Penalty: 14387.096680 Iteration 99Q: 3 clusters Score -2.962549e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13267 members Mstep: Class 2 contains 112800 members Entering Unmasked Estep Score: -29625506.000000 Penalty: 14387.096680 Iteration 100F: 3 clusters Score -2.962551e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 112803 members Entering Unmasked Estep Score: -29625490.000000 Penalty: 14387.096680 Iteration 101Q: 3 clusters Score -2.962549e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13260 members Mstep: Class 2 contains 112807 members Entering Unmasked Estep Score: -29625502.000000 Penalty: 14387.096680 Iteration 102Q: 3 clusters Score -2.96255e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13255 members Mstep: Class 2 contains 112812 members Entering Unmasked Estep Score: -29625498.000000 Penalty: 14387.096680 Iteration 103Q: 3 clusters Score -2.96255e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13253 members Mstep: Class 2 contains 112814 members Entering Unmasked Estep Score: -29625516.000000 Penalty: 14387.096680 Iteration 104Q: 3 clusters Score -2.962552e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13252 members Mstep: Class 2 contains 112815 members Entering Unmasked Estep Score: -29625528.000000 Penalty: 14387.096680 Iteration 105Q: 3 clusters Score -2.962553e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13250 members Mstep: Class 2 contains 112817 members Entering Unmasked Estep Score: -29625520.000000 Penalty: 14387.096680 Iteration 106Q: 3 clusters Score -2.962552e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 112819 members Entering Unmasked Estep Score: -29625506.000000 Penalty: 14387.096680 Iteration 107Q: 3 clusters Score -2.962551e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13247 members Mstep: Class 2 contains 112820 members Entering Unmasked Estep Score: -29625504.000000 Penalty: 14387.096680 Iteration 108Q: 3 clusters Score -2.96255e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13247 members Mstep: Class 2 contains 112820 members Entering Unmasked Estep Score: -29625504.000000 Penalty: 14387.096680 Iteration 109F: 3 clusters Score -2.96255e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Entering Unmasked Estep Score: -560223.875000 Penalty: 4815.779785 Iteration 0F: 2 clusters Score -560223.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -554984.937500 Penalty: 9631.559570 Iteration 0F: 3 clusters Score -554984.9 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -556194.750000 Penalty: 9631.559570 Iteration 1F: 3 clusters Score -556194.8 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -557548.937500 Penalty: 9631.559570 Iteration 2F: 3 clusters Score -557548.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -558883.687500 Penalty: 9631.559570 Iteration 3F: 3 clusters Score -558883.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -559587.125000 Penalty: 9631.559570 Iteration 4F: 3 clusters Score -559587.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -559992.500000 Penalty: 9631.559570 Iteration 5Q: 3 clusters Score -559992.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -560185.875000 Penalty: 9631.559570 Iteration 6Q: 3 clusters Score -560185.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -560396.437500 Penalty: 9631.559570 Iteration 7Q: 3 clusters Score -560396.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -560592.187500 Penalty: 9631.559570 Iteration 8Q: 3 clusters Score -560592.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -560717.812500 Penalty: 9631.559570 Iteration 9Q: 3 clusters Score -560717.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -560778.875000 Penalty: 9631.559570 Iteration 10Q: 3 clusters Score -560778.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -560807.437500 Penalty: 9631.559570 Iteration 11Q: 3 clusters Score -560807.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -560829.250000 Penalty: 9631.559570 Iteration 12Q: 3 clusters Score -560829.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -560842.187500 Penalty: 9631.559570 Iteration 13Q: 3 clusters Score -560842.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -560846.000000 Penalty: 9631.559570 Iteration 14Q: 3 clusters Score -560846 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -560851.125000 Penalty: 9631.559570 Iteration 15Q: 3 clusters Score -560851.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -560858.687500 Penalty: 9631.559570 Iteration 16Q: 3 clusters Score -560858.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -560862.062500 Penalty: 9631.559570 Iteration 17Q: 3 clusters Score -560862.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -560875.625000 Penalty: 9631.559570 Iteration 18Q: 3 clusters Score -560875.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -560882.000000 Penalty: 9631.559570 Iteration 19Q: 3 clusters Score -560882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -560884.375000 Penalty: 9631.559570 Iteration 20F: 3 clusters Score -560884.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -560886.437500 Penalty: 9631.559570 Iteration 21Q: 3 clusters Score -560886.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -560886.437500 Penalty: 9631.559570 Iteration 22F: 3 clusters Score -560886.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 3 contains 6325 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 267 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2673 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 695 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 29206 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 11449 members Entering Unmasked Estep Score: -101695640.000000 Penalty: 159144.484375 Splitting cluster 16 changes total score from -101694424.000000 to -101695640.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 17 (29206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29206 members Entering Unmasked Estep Score: -6679788.500000 Penalty: 6297.804199 Iteration 0F: 2 clusters Score -6679788 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14737 members Mstep: Class 2 contains 14469 members Entering Unmasked Estep Score: -6657444.000000 Penalty: 12595.608398 Iteration 0F: 3 clusters Score -6657444 nChanged 12334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -6664376.500000 Penalty: 12595.608398 Iteration 1F: 3 clusters Score -6664376 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15475 members Mstep: Class 2 contains 13731 members Entering Unmasked Estep Score: -6666213.000000 Penalty: 12595.608398 Iteration 2F: 3 clusters Score -6666213 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15690 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -6668347.000000 Penalty: 12595.608398 Iteration 3F: 3 clusters Score -6668347 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15593 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -6670357.000000 Penalty: 12595.608398 Iteration 4F: 3 clusters Score -6670357 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15247 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -6672130.500000 Penalty: 12595.608398 Iteration 5F: 3 clusters Score -6672130 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 14409 members Entering Unmasked Estep Score: -6673550.000000 Penalty: 12595.608398 Iteration 6F: 3 clusters Score -6673550 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 14895 members Entering Unmasked Estep Score: -6674493.000000 Penalty: 12595.608398 Iteration 7Q: 3 clusters Score -6674493 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 15425 members Entering Unmasked Estep Score: -6675486.500000 Penalty: 12595.608398 Iteration 8Q: 3 clusters Score -6675486 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 15919 members Entering Unmasked Estep Score: -6676474.000000 Penalty: 12595.608398 Iteration 9Q: 3 clusters Score -6676474 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Mstep: Class 2 contains 16463 members Entering Unmasked Estep Score: -6677005.500000 Penalty: 12595.608398 Iteration 10Q: 3 clusters Score -6677006 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12166 members Mstep: Class 2 contains 17040 members Entering Unmasked Estep Score: -6677391.000000 Penalty: 12595.608398 Iteration 11Q: 3 clusters Score -6677391 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 17606 members Entering Unmasked Estep Score: -6677755.000000 Penalty: 12595.608398 Iteration 12Q: 3 clusters Score -6677755 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11014 members Mstep: Class 2 contains 18192 members Entering Unmasked Estep Score: -6678060.500000 Penalty: 12595.608398 Iteration 13Q: 3 clusters Score -6678060 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 18765 members Entering Unmasked Estep Score: -6678363.000000 Penalty: 12595.608398 Iteration 14Q: 3 clusters Score -6678363 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 19337 members Entering Unmasked Estep Score: -6678677.500000 Penalty: 12595.608398 Iteration 15Q: 3 clusters Score -6678678 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 19930 members Entering Unmasked Estep Score: -6679036.000000 Penalty: 12595.608398 Iteration 16Q: 3 clusters Score -6679036 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 20521 members Entering Unmasked Estep Score: -6679491.500000 Penalty: 12595.608398 Iteration 17Q: 3 clusters Score -6679492 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 21079 members Entering Unmasked Estep Score: -6679953.500000 Penalty: 12595.608398 Iteration 18Q: 3 clusters Score -6679954 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 21619 members Entering Unmasked Estep Score: -6680383.000000 Penalty: 12595.608398 Iteration 19Q: 3 clusters Score -6680383 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -6680681.000000 Penalty: 12595.608398 Iteration 20F: 3 clusters Score -6680681 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 22549 members Entering Unmasked Estep Score: -6680942.000000 Penalty: 12595.608398 Iteration 21Q: 3 clusters Score -6680942 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 22946 members Entering Unmasked Estep Score: -6681171.000000 Penalty: 12595.608398 Iteration 22Q: 3 clusters Score -6681171 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 23308 members Entering Unmasked Estep Score: -6681484.000000 Penalty: 12595.608398 Iteration 23Q: 3 clusters Score -6681484 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 23639 members Entering Unmasked Estep Score: -6681761.500000 Penalty: 12595.608398 Iteration 24Q: 3 clusters Score -6681762 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 23927 members Entering Unmasked Estep Score: -6681974.000000 Penalty: 12595.608398 Iteration 25Q: 3 clusters Score -6681974 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 24162 members Entering Unmasked Estep Score: -6682137.500000 Penalty: 12595.608398 Iteration 26Q: 3 clusters Score -6682138 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 24340 members Entering Unmasked Estep Score: -6682229.500000 Penalty: 12595.608398 Iteration 27Q: 3 clusters Score -6682230 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 24473 members Entering Unmasked Estep Score: -6682297.500000 Penalty: 12595.608398 Iteration 28Q: 3 clusters Score -6682298 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 24570 members Entering Unmasked Estep Score: -6682328.000000 Penalty: 12595.608398 Iteration 29Q: 3 clusters Score -6682328 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 24645 members Entering Unmasked Estep Score: -6682343.500000 Penalty: 12595.608398 Iteration 30Q: 3 clusters Score -6682344 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 24711 members Entering Unmasked Estep Score: -6682386.500000 Penalty: 12595.608398 Iteration 31Q: 3 clusters Score -6682386 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 24755 members Entering Unmasked Estep Score: -6682393.500000 Penalty: 12595.608398 Iteration 32Q: 3 clusters Score -6682394 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 24789 members Entering Unmasked Estep Score: -6682418.000000 Penalty: 12595.608398 Iteration 33Q: 3 clusters Score -6682418 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 24812 members Entering Unmasked Estep Score: -6682425.000000 Penalty: 12595.608398 Iteration 34Q: 3 clusters Score -6682425 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 24836 members Entering Unmasked Estep Score: -6682435.000000 Penalty: 12595.608398 Iteration 35Q: 3 clusters Score -6682435 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 24857 members Entering Unmasked Estep Score: -6682451.500000 Penalty: 12595.608398 Iteration 36Q: 3 clusters Score -6682452 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 24879 members Entering Unmasked Estep Score: -6682459.000000 Penalty: 12595.608398 Iteration 37Q: 3 clusters Score -6682459 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 24894 members Entering Unmasked Estep Score: -6682456.500000 Penalty: 12595.608398 Iteration 38Q: 3 clusters Score -6682456 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 24904 members Entering Unmasked Estep Score: -6682454.500000 Penalty: 12595.608398 Iteration 39Q: 3 clusters Score -6682454 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 24912 members Entering Unmasked Estep Score: -6682442.500000 Penalty: 12595.608398 Iteration 40F: 3 clusters Score -6682442 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 24920 members Entering Unmasked Estep Score: -6682444.500000 Penalty: 12595.608398 Iteration 41Q: 3 clusters Score -6682444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 24928 members Entering Unmasked Estep Score: -6682451.000000 Penalty: 12595.608398 Iteration 42Q: 3 clusters Score -6682451 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 24934 members Entering Unmasked Estep Score: -6682460.000000 Penalty: 12595.608398 Iteration 43Q: 3 clusters Score -6682460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 24941 members Entering Unmasked Estep Score: -6682452.000000 Penalty: 12595.608398 Iteration 44Q: 3 clusters Score -6682452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 24944 members Entering Unmasked Estep Score: -6682449.500000 Penalty: 12595.608398 Iteration 45Q: 3 clusters Score -6682450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 24946 members Entering Unmasked Estep Score: -6682460.500000 Penalty: 12595.608398 Iteration 46Q: 3 clusters Score -6682460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 24947 members Entering Unmasked Estep Score: -6682452.500000 Penalty: 12595.608398 Iteration 47Q: 3 clusters Score -6682452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 24950 members Entering Unmasked Estep Score: -6682461.500000 Penalty: 12595.608398 Iteration 48Q: 3 clusters Score -6682462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 24951 members Entering Unmasked Estep Score: -6682457.500000 Penalty: 12595.608398 Iteration 49Q: 3 clusters Score -6682458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 24951 members Entering Unmasked Estep Score: -6682457.500000 Penalty: 12595.608398 Iteration 50F: 3 clusters Score -6682458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 3 contains 6325 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 267 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2673 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 695 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4255 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 11449 members Mstep: Class 21 contains 24951 members Entering Unmasked Estep Score: -101696904.000000 Penalty: 167101.703125 Splitting cluster 17 changes total score from -101694424.000000 to -101696904.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 18 (51086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51086 members Entering Unmasked Estep Score: -12120637.000000 Penalty: 6640.275391 Iteration 0F: 2 clusters Score -1.212064e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25610 members Mstep: Class 2 contains 25476 members Entering Unmasked Estep Score: -12084362.000000 Penalty: 13280.550781 Iteration 0F: 3 clusters Score -1.208436e+07 nChanged 22626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25828 members Mstep: Class 2 contains 25258 members Entering Unmasked Estep Score: -12097023.000000 Penalty: 13280.550781 Iteration 1F: 3 clusters Score -1.209702e+07 nChanged 3140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25856 members Mstep: Class 2 contains 25230 members Entering Unmasked Estep Score: -12099120.000000 Penalty: 13280.550781 Iteration 2F: 3 clusters Score -1.209912e+07 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25519 members Mstep: Class 2 contains 25567 members Entering Unmasked Estep Score: -12101225.000000 Penalty: 13280.550781 Iteration 3F: 3 clusters Score -1.210122e+07 nChanged 3341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24846 members Mstep: Class 2 contains 26240 members Entering Unmasked Estep Score: -12103493.000000 Penalty: 13280.550781 Iteration 4F: 3 clusters Score -1.210349e+07 nChanged 3457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23679 members Mstep: Class 2 contains 27407 members Entering Unmasked Estep Score: -12106015.000000 Penalty: 13280.550781 Iteration 5F: 3 clusters Score -1.210602e+07 nChanged 3528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 28877 members Entering Unmasked Estep Score: -12108828.000000 Penalty: 13280.550781 Iteration 6F: 3 clusters Score -1.210883e+07 nChanged 3431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20562 members Mstep: Class 2 contains 30524 members Entering Unmasked Estep Score: -12111508.000000 Penalty: 13280.550781 Iteration 7F: 3 clusters Score -1.211151e+07 nChanged 3068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19088 members Mstep: Class 2 contains 31998 members Entering Unmasked Estep Score: -12113895.000000 Penalty: 13280.550781 Iteration 8F: 3 clusters Score -1.21139e+07 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17799 members Mstep: Class 2 contains 33287 members Entering Unmasked Estep Score: -12115479.000000 Penalty: 13280.550781 Iteration 9Q: 3 clusters Score -1.211548e+07 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16790 members Mstep: Class 2 contains 34296 members Entering Unmasked Estep Score: -12116620.000000 Penalty: 13280.550781 Iteration 10Q: 3 clusters Score -1.211662e+07 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15947 members Mstep: Class 2 contains 35139 members Entering Unmasked Estep Score: -12117440.000000 Penalty: 13280.550781 Iteration 11Q: 3 clusters Score -1.211744e+07 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15202 members Mstep: Class 2 contains 35884 members Entering Unmasked Estep Score: -12118085.000000 Penalty: 13280.550781 Iteration 12Q: 3 clusters Score -1.211808e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14520 members Mstep: Class 2 contains 36566 members Entering Unmasked Estep Score: -12118726.000000 Penalty: 13280.550781 Iteration 13Q: 3 clusters Score -1.211873e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13913 members Mstep: Class 2 contains 37173 members Entering Unmasked Estep Score: -12119433.000000 Penalty: 13280.550781 Iteration 14Q: 3 clusters Score -1.211943e+07 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13427 members Mstep: Class 2 contains 37659 members Entering Unmasked Estep Score: -12119937.000000 Penalty: 13280.550781 Iteration 15Q: 3 clusters Score -1.211994e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13071 members Mstep: Class 2 contains 38015 members Entering Unmasked Estep Score: -12120172.000000 Penalty: 13280.550781 Iteration 16Q: 3 clusters Score -1.212017e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12804 members Mstep: Class 2 contains 38282 members Entering Unmasked Estep Score: -12120288.000000 Penalty: 13280.550781 Iteration 17Q: 3 clusters Score -1.212029e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Mstep: Class 2 contains 38517 members Entering Unmasked Estep Score: -12120308.000000 Penalty: 13280.550781 Iteration 18Q: 3 clusters Score -1.212031e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12361 members Mstep: Class 2 contains 38725 members Entering Unmasked Estep Score: -12120364.000000 Penalty: 13280.550781 Iteration 19Q: 3 clusters Score -1.212036e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Mstep: Class 2 contains 38868 members Entering Unmasked Estep Score: -12120364.000000 Penalty: 13280.550781 Iteration 20F: 3 clusters Score -1.212036e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12117 members Mstep: Class 2 contains 38969 members Entering Unmasked Estep Score: -12120376.000000 Penalty: 13280.550781 Iteration 21Q: 3 clusters Score -1.212038e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 39064 members Entering Unmasked Estep Score: -12120382.000000 Penalty: 13280.550781 Iteration 22Q: 3 clusters Score -1.212038e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11955 members Mstep: Class 2 contains 39131 members Entering Unmasked Estep Score: -12120388.000000 Penalty: 13280.550781 Iteration 23Q: 3 clusters Score -1.212039e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 39191 members Entering Unmasked Estep Score: -12120377.000000 Penalty: 13280.550781 Iteration 24Q: 3 clusters Score -1.212038e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11849 members Mstep: Class 2 contains 39237 members Entering Unmasked Estep Score: -12120386.000000 Penalty: 13280.550781 Iteration 25Q: 3 clusters Score -1.212039e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11814 members Mstep: Class 2 contains 39272 members Entering Unmasked Estep Score: -12120404.000000 Penalty: 13280.550781 Iteration 26Q: 3 clusters Score -1.21204e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 39302 members Entering Unmasked Estep Score: -12120410.000000 Penalty: 13280.550781 Iteration 27Q: 3 clusters Score -1.212041e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 39333 members Entering Unmasked Estep Score: -12120399.000000 Penalty: 13280.550781 Iteration 28Q: 3 clusters Score -1.21204e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 39372 members Entering Unmasked Estep Score: -12120436.000000 Penalty: 13280.550781 Iteration 29Q: 3 clusters Score -1.212044e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 39413 members Entering Unmasked Estep Score: -12120421.000000 Penalty: 13280.550781 Iteration 30Q: 3 clusters Score -1.212042e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 39451 members Entering Unmasked Estep Score: -12120428.000000 Penalty: 13280.550781 Iteration 31Q: 3 clusters Score -1.212043e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 39485 members Entering Unmasked Estep Score: -12120427.000000 Penalty: 13280.550781 Iteration 32Q: 3 clusters Score -1.212043e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 39515 members Entering Unmasked Estep Score: -12120429.000000 Penalty: 13280.550781 Iteration 33Q: 3 clusters Score -1.212043e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Mstep: Class 2 contains 39540 members Entering Unmasked Estep Score: -12120419.000000 Penalty: 13280.550781 Iteration 34Q: 3 clusters Score -1.212042e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11524 members Mstep: Class 2 contains 39562 members Entering Unmasked Estep Score: -12120428.000000 Penalty: 13280.550781 Iteration 35Q: 3 clusters Score -1.212043e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 39587 members Entering Unmasked Estep Score: -12120428.000000 Penalty: 13280.550781 Iteration 36Q: 3 clusters Score -1.212043e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 39611 members Entering Unmasked Estep Score: -12120435.000000 Penalty: 13280.550781 Iteration 37Q: 3 clusters Score -1.212044e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Mstep: Class 2 contains 39630 members Entering Unmasked Estep Score: -12120426.000000 Penalty: 13280.550781 Iteration 38Q: 3 clusters Score -1.212043e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 39646 members Entering Unmasked Estep Score: -12120423.000000 Penalty: 13280.550781 Iteration 39Q: 3 clusters Score -1.212042e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 39663 members Entering Unmasked Estep Score: -12120412.000000 Penalty: 13280.550781 Iteration 40F: 3 clusters Score -1.212041e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 39672 members Entering Unmasked Estep Score: -12120414.000000 Penalty: 13280.550781 Iteration 41Q: 3 clusters Score -1.212041e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 39675 members Entering Unmasked Estep Score: -12120414.000000 Penalty: 13280.550781 Iteration 42Q: 3 clusters Score -1.212041e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11407 members Mstep: Class 2 contains 39679 members Entering Unmasked Estep Score: -12120401.000000 Penalty: 13280.550781 Iteration 43Q: 3 clusters Score -1.21204e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 39683 members Entering Unmasked Estep Score: -12120404.000000 Penalty: 13280.550781 Iteration 44Q: 3 clusters Score -1.21204e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 39687 members Entering Unmasked Estep Score: -12120413.000000 Penalty: 13280.550781 Iteration 45Q: 3 clusters Score -1.212041e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 39690 members Entering Unmasked Estep Score: -12120409.000000 Penalty: 13280.550781 Iteration 46Q: 3 clusters Score -1.212041e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 39697 members Entering Unmasked Estep Score: -12120425.000000 Penalty: 13280.550781 Iteration 47Q: 3 clusters Score -1.212042e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 39701 members Entering Unmasked Estep Score: -12120416.000000 Penalty: 13280.550781 Iteration 48Q: 3 clusters Score -1.212042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 39704 members Entering Unmasked Estep Score: -12120419.000000 Penalty: 13280.550781 Iteration 49Q: 3 clusters Score -1.212042e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 39708 members Entering Unmasked Estep Score: -12120419.000000 Penalty: 13280.550781 Iteration 50Q: 3 clusters Score -1.212042e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 39712 members Entering Unmasked Estep Score: -12120419.000000 Penalty: 13280.550781 Iteration 51Q: 3 clusters Score -1.212042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 39715 members Entering Unmasked Estep Score: -12120422.000000 Penalty: 13280.550781 Iteration 52Q: 3 clusters Score -1.212042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 39718 members Entering Unmasked Estep Score: -12120423.000000 Penalty: 13280.550781 Iteration 53Q: 3 clusters Score -1.212042e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 39720 members Entering Unmasked Estep Score: -12120424.000000 Penalty: 13280.550781 Iteration 54Q: 3 clusters Score -1.212042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 39723 members Entering Unmasked Estep Score: -12120418.000000 Penalty: 13280.550781 Iteration 55Q: 3 clusters Score -1.212042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 39726 members Entering Unmasked Estep Score: -12120411.000000 Penalty: 13280.550781 Iteration 56Q: 3 clusters Score -1.212041e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 39728 members Entering Unmasked Estep Score: -12120423.000000 Penalty: 13280.550781 Iteration 57Q: 3 clusters Score -1.212042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 39731 members Entering Unmasked Estep Score: -12120414.000000 Penalty: 13280.550781 Iteration 58Q: 3 clusters Score -1.212041e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11352 members Mstep: Class 2 contains 39734 members Entering Unmasked Estep Score: -12120407.000000 Penalty: 13280.550781 Iteration 59Q: 3 clusters Score -1.212041e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 39737 members Entering Unmasked Estep Score: -12120404.000000 Penalty: 13280.550781 Iteration 60F: 3 clusters Score -1.21204e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11348 members Mstep: Class 2 contains 39738 members Entering Unmasked Estep Score: -12120408.000000 Penalty: 13280.550781 Iteration 61Q: 3 clusters Score -1.212041e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11348 members Mstep: Class 2 contains 39738 members Entering Unmasked Estep Score: -12120408.000000 Penalty: 13280.550781 Iteration 62F: 3 clusters Score -1.212041e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (28953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28953 members Entering Unmasked Estep Score: -6796759.500000 Penalty: 6292.475098 Iteration 0F: 2 clusters Score -6796760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14542 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -6774630.500000 Penalty: 12584.950195 Iteration 0F: 3 clusters Score -6774630 nChanged 12212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14810 members Mstep: Class 2 contains 14143 members Entering Unmasked Estep Score: -6780979.500000 Penalty: 12584.950195 Iteration 1F: 3 clusters Score -6780980 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15130 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -6781839.000000 Penalty: 12584.950195 Iteration 2F: 3 clusters Score -6781839 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15533 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -6782628.500000 Penalty: 12584.950195 Iteration 3F: 3 clusters Score -6782628 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16179 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -6783448.500000 Penalty: 12584.950195 Iteration 4F: 3 clusters Score -6783448 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17050 members Mstep: Class 2 contains 11903 members Entering Unmasked Estep Score: -6784489.000000 Penalty: 12584.950195 Iteration 5F: 3 clusters Score -6784489 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18113 members Mstep: Class 2 contains 10840 members Entering Unmasked Estep Score: -6785826.500000 Penalty: 12584.950195 Iteration 6F: 3 clusters Score -6785826 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19174 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -6787445.500000 Penalty: 12584.950195 Iteration 7F: 3 clusters Score -6787446 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20106 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -6789058.000000 Penalty: 12584.950195 Iteration 8F: 3 clusters Score -6789058 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20734 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -6790382.500000 Penalty: 12584.950195 Iteration 9F: 3 clusters Score -6790382 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21102 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -6791188.000000 Penalty: 12584.950195 Iteration 10Q: 3 clusters Score -6791188 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21294 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -6791659.000000 Penalty: 12584.950195 Iteration 11Q: 3 clusters Score -6791659 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21343 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -6791871.000000 Penalty: 12584.950195 Iteration 12Q: 3 clusters Score -6791871 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21352 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -6791948.500000 Penalty: 12584.950195 Iteration 13Q: 3 clusters Score -6791948 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21337 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -6792001.500000 Penalty: 12584.950195 Iteration 14Q: 3 clusters Score -6792002 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21346 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -6792035.000000 Penalty: 12584.950195 Iteration 15Q: 3 clusters Score -6792035 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21351 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -6792098.500000 Penalty: 12584.950195 Iteration 16Q: 3 clusters Score -6792098 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21361 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -6792110.500000 Penalty: 12584.950195 Iteration 17Q: 3 clusters Score -6792110 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21354 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -6792122.500000 Penalty: 12584.950195 Iteration 18Q: 3 clusters Score -6792122 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21360 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -6792140.000000 Penalty: 12584.950195 Iteration 19Q: 3 clusters Score -6792140 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21357 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -6792146.000000 Penalty: 12584.950195 Iteration 20F: 3 clusters Score -6792146 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21358 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -6792162.000000 Penalty: 12584.950195 Iteration 21Q: 3 clusters Score -6792162 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21354 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -6792159.000000 Penalty: 12584.950195 Iteration 22Q: 3 clusters Score -6792159 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -6792170.000000 Penalty: 12584.950195 Iteration 23Q: 3 clusters Score -6792170 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21333 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -6792164.500000 Penalty: 12584.950195 Iteration 24Q: 3 clusters Score -6792164 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -6792164.000000 Penalty: 12584.950195 Iteration 25Q: 3 clusters Score -6792164 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21326 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -6792160.000000 Penalty: 12584.950195 Iteration 26Q: 3 clusters Score -6792160 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21330 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -6792162.500000 Penalty: 12584.950195 Iteration 27Q: 3 clusters Score -6792162 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -6792171.000000 Penalty: 12584.950195 Iteration 28Q: 3 clusters Score -6792171 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21327 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -6792163.500000 Penalty: 12584.950195 Iteration 29Q: 3 clusters Score -6792164 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -6792173.000000 Penalty: 12584.950195 Iteration 30Q: 3 clusters Score -6792173 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21327 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -6792178.000000 Penalty: 12584.950195 Iteration 31Q: 3 clusters Score -6792178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21326 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -6792174.500000 Penalty: 12584.950195 Iteration 32Q: 3 clusters Score -6792174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -6792171.500000 Penalty: 12584.950195 Iteration 33Q: 3 clusters Score -6792172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21329 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -6792174.500000 Penalty: 12584.950195 Iteration 34Q: 3 clusters Score -6792174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21329 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -6792174.500000 Penalty: 12584.950195 Iteration 35F: 3 clusters Score -6792174 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (11449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Entering Unmasked Estep Score: -2621622.000000 Penalty: 5724.215332 Iteration 0F: 2 clusters Score -2621622 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -2610519.250000 Penalty: 11448.430664 Iteration 0F: 3 clusters Score -2610519 nChanged 4299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -2613085.500000 Penalty: 11448.430664 Iteration 1F: 3 clusters Score -2613086 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -2616169.000000 Penalty: 11448.430664 Iteration 2F: 3 clusters Score -2616169 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -2619534.000000 Penalty: 11448.430664 Iteration 3F: 3 clusters Score -2619534 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8336 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -2622442.500000 Penalty: 11448.430664 Iteration 4F: 3 clusters Score -2622442 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -2624776.000000 Penalty: 11448.430664 Iteration 5F: 3 clusters Score -2624776 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -2625953.750000 Penalty: 11448.430664 Iteration 6F: 3 clusters Score -2625954 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -2626399.500000 Penalty: 11448.430664 Iteration 7Q: 3 clusters Score -2626400 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -2626575.500000 Penalty: 11448.430664 Iteration 8Q: 3 clusters Score -2626576 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -2626670.750000 Penalty: 11448.430664 Iteration 9Q: 3 clusters Score -2626671 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -2626741.500000 Penalty: 11448.430664 Iteration 10Q: 3 clusters Score -2626742 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10789 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -2626776.750000 Penalty: 11448.430664 Iteration 11Q: 3 clusters Score -2626777 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -2626788.500000 Penalty: 11448.430664 Iteration 12Q: 3 clusters Score -2626788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -2626792.500000 Penalty: 11448.430664 Iteration 13Q: 3 clusters Score -2626792 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -2626800.000000 Penalty: 11448.430664 Iteration 14Q: 3 clusters Score -2626800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -2626798.500000 Penalty: 11448.430664 Iteration 15Q: 3 clusters Score -2626798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -2626798.500000 Penalty: 11448.430664 Iteration 16F: 3 clusters Score -2626798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 3 contains 6325 members Mstep: Class 4 contains 1075 members Mstep: Class 5 contains 267 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2673 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 695 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4255 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 10814 members Mstep: Class 21 contains 24951 members Mstep: Class 22 contains 635 members Entering Unmasked Estep Score: -101699824.000000 Penalty: 175058.937500 Splitting cluster 20 changes total score from -101694424.000000 to -101699824.000000 So it's getting split into cluster 22. Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83470 members Mstep: Class 4 contains 1075 members Mstep: Class 6 contains 12656 members Mstep: Class 7 contains 9875 members Mstep: Class 8 contains 5018 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 2673 members Mstep: Class 12 contains 24731 members Mstep: Class 13 contains 695 members Mstep: Class 14 contains 38284 members Mstep: Class 15 contains 126067 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4255 members Mstep: Class 18 contains 51086 members Mstep: Class 19 contains 28953 members Mstep: Class 20 contains 10814 members Entering Unmasked Estep ConsiderDeletion Score: -101702224.000000 Penalty: 175058.937500 Iteration 39Q: 23 clusters Score -1.017022e+08 nChanged 4501 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83864 members Mstep: Class 3 contains 6308 members Mstep: Class 4 contains 1115 members Mstep: Class 5 contains 224 members Mstep: Class 6 contains 12582 members Mstep: Class 7 contains 9877 members Mstep: Class 8 contains 4962 members Mstep: Class 9 contains 3526 members Mstep: Class 10 contains 2675 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 25005 members Mstep: Class 13 contains 694 members Mstep: Class 14 contains 38506 members Mstep: Class 15 contains 124984 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4347 members Mstep: Class 18 contains 50970 members Mstep: Class 19 contains 28948 members Mstep: Class 20 contains 12121 members Mstep: Class 21 contains 24015 members Mstep: Class 22 contains 626 members Entering Unmasked Estep ConsiderDeletion Score: -101704712.000000 Penalty: 175058.937500 Iteration 40F: 23 clusters Score -1.017047e+08 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83551 members Mstep: Class 3 contains 6440 members Mstep: Class 4 contains 1123 members Mstep: Class 5 contains 222 members Mstep: Class 6 contains 12543 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4892 members Mstep: Class 9 contains 3515 members Mstep: Class 10 contains 2671 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 25237 members Mstep: Class 13 contains 692 members Mstep: Class 14 contains 38462 members Mstep: Class 15 contains 124054 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4348 members Mstep: Class 18 contains 50630 members Mstep: Class 19 contains 28721 members Mstep: Class 20 contains 13038 members Mstep: Class 21 contains 24713 members Mstep: Class 22 contains 642 members Entering Unmasked Estep ConsiderDeletion Score: -101706624.000000 Penalty: 175058.937500 Iteration 41Q: 23 clusters Score -1.017066e+08 nChanged 2707 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83357 members Mstep: Class 3 contains 6465 members Mstep: Class 4 contains 1129 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 12507 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4853 members Mstep: Class 9 contains 3504 members Mstep: Class 10 contains 2670 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 25502 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 38554 members Mstep: Class 15 contains 123360 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4353 members Mstep: Class 18 contains 50312 members Mstep: Class 19 contains 28426 members Mstep: Class 20 contains 13800 members Mstep: Class 21 contains 25160 members Mstep: Class 22 contains 637 members Entering Unmasked Estep ConsiderDeletion Score: -101707584.000000 Penalty: 175058.937500 Iteration 42Q: 23 clusters Score -1.017076e+08 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83235 members Mstep: Class 3 contains 6489 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 12446 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4828 members Mstep: Class 9 contains 3503 members Mstep: Class 10 contains 2672 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 25782 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 38670 members Mstep: Class 15 contains 122790 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4361 members Mstep: Class 18 contains 49982 members Mstep: Class 19 contains 28180 members Mstep: Class 20 contains 14423 members Mstep: Class 21 contains 25463 members Mstep: Class 22 contains 635 members Entering Unmasked Estep ConsiderDeletion Score: -101707928.000000 Penalty: 175058.937500 Iteration 43Q: 23 clusters Score -1.017079e+08 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83149 members Mstep: Class 3 contains 6498 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 12383 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 4816 members Mstep: Class 9 contains 3499 members Mstep: Class 10 contains 2671 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 26076 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 38788 members Mstep: Class 15 contains 122359 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4369 members Mstep: Class 18 contains 49613 members Mstep: Class 19 contains 27983 members Mstep: Class 20 contains 14891 members Mstep: Class 21 contains 25717 members Mstep: Class 22 contains 649 members Entering Unmasked Estep ConsiderDeletion Score: -101708544.000000 Penalty: 175058.937500 Iteration 44Q: 23 clusters Score -1.017085e+08 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83074 members Mstep: Class 3 contains 6507 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 12277 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4806 members Mstep: Class 9 contains 3495 members Mstep: Class 10 contains 2670 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 26405 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 38914 members Mstep: Class 15 contains 121990 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4381 members Mstep: Class 18 contains 49211 members Mstep: Class 19 contains 27843 members Mstep: Class 20 contains 15296 members Mstep: Class 21 contains 25927 members Mstep: Class 22 contains 664 members Entering Unmasked Estep ConsiderDeletion Score: -101708664.000000 Penalty: 175058.937500 Iteration 45Q: 23 clusters Score -1.017087e+08 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 83028 members Mstep: Class 3 contains 6513 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 12166 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4795 members Mstep: Class 9 contains 3493 members Mstep: Class 10 contains 2670 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 26691 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39042 members Mstep: Class 15 contains 121713 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4383 members Mstep: Class 18 contains 48803 members Mstep: Class 19 contains 27750 members Mstep: Class 20 contains 15631 members Mstep: Class 21 contains 26111 members Mstep: Class 22 contains 671 members Entering Unmasked Estep ConsiderDeletion Score: -101708888.000000 Penalty: 175058.937500 Iteration 46Q: 23 clusters Score -1.017089e+08 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82971 members Mstep: Class 3 contains 6517 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 12060 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4785 members Mstep: Class 9 contains 3495 members Mstep: Class 10 contains 2670 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 26979 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39151 members Mstep: Class 15 contains 121506 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4388 members Mstep: Class 18 contains 48414 members Mstep: Class 19 contains 27677 members Mstep: Class 20 contains 15884 members Mstep: Class 21 contains 26289 members Mstep: Class 22 contains 674 members Entering Unmasked Estep ConsiderDeletion Score: -101709032.000000 Penalty: 175058.937500 Iteration 47Q: 23 clusters Score -1.01709e+08 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82938 members Mstep: Class 3 contains 6526 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11968 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4780 members Mstep: Class 9 contains 3488 members Mstep: Class 10 contains 2669 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 27240 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39246 members Mstep: Class 15 contains 121346 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4389 members Mstep: Class 18 contains 48038 members Mstep: Class 19 contains 27637 members Mstep: Class 20 contains 16098 members Mstep: Class 21 contains 26420 members Mstep: Class 22 contains 677 members Entering Unmasked Estep ConsiderDeletion Score: -101709208.000000 Penalty: 175058.937500 Iteration 48Q: 23 clusters Score -1.017092e+08 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82902 members Mstep: Class 3 contains 6532 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11897 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4780 members Mstep: Class 9 contains 3481 members Mstep: Class 10 contains 2670 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 27449 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39327 members Mstep: Class 15 contains 121245 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4391 members Mstep: Class 18 contains 47692 members Mstep: Class 19 contains 27604 members Mstep: Class 20 contains 16281 members Mstep: Class 21 contains 26530 members Mstep: Class 22 contains 678 members Entering Unmasked Estep ConsiderDeletion Score: -101709304.000000 Penalty: 175058.937500 Iteration 49Q: 23 clusters Score -1.017093e+08 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82861 members Mstep: Class 3 contains 6539 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11810 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4782 members Mstep: Class 9 contains 3476 members Mstep: Class 10 contains 2669 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 27644 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39410 members Mstep: Class 15 contains 121151 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4398 members Mstep: Class 18 contains 47394 members Mstep: Class 19 contains 27575 members Mstep: Class 20 contains 16429 members Mstep: Class 21 contains 26641 members Mstep: Class 22 contains 680 members Entering Unmasked Estep ConsiderDeletion Score: -101709552.000000 Penalty: 175058.937500 Iteration 50Q: 23 clusters Score -1.017096e+08 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82831 members Mstep: Class 3 contains 6544 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11738 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4784 members Mstep: Class 9 contains 3468 members Mstep: Class 10 contains 2666 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 27849 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39459 members Mstep: Class 15 contains 121070 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4404 members Mstep: Class 18 contains 47104 members Mstep: Class 19 contains 27557 members Mstep: Class 20 contains 16555 members Mstep: Class 21 contains 26751 members Mstep: Class 22 contains 680 members Entering Unmasked Estep ConsiderDeletion Score: -101709664.000000 Penalty: 175058.937500 Iteration 51Q: 23 clusters Score -1.017097e+08 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82796 members Mstep: Class 3 contains 6543 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11688 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4788 members Mstep: Class 9 contains 3466 members Mstep: Class 10 contains 2665 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 28038 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39520 members Mstep: Class 15 contains 120990 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4409 members Mstep: Class 18 contains 46798 members Mstep: Class 19 contains 27535 members Mstep: Class 20 contains 16671 members Mstep: Class 21 contains 26872 members Mstep: Class 22 contains 681 members Entering Unmasked Estep ConsiderDeletion Score: -101709744.000000 Penalty: 175058.937500 Iteration 52Q: 23 clusters Score -1.017097e+08 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82768 members Mstep: Class 3 contains 6545 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11627 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 4789 members Mstep: Class 9 contains 3462 members Mstep: Class 10 contains 2665 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 28212 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39583 members Mstep: Class 15 contains 120889 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4411 members Mstep: Class 18 contains 46525 members Mstep: Class 19 contains 27528 members Mstep: Class 20 contains 16794 members Mstep: Class 21 contains 26980 members Mstep: Class 22 contains 683 members Entering Unmasked Estep ConsiderDeletion Score: -101709640.000000 Penalty: 175058.937500 Iteration 53Q: 23 clusters Score -1.017096e+08 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82742 members Mstep: Class 3 contains 6549 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11565 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 4792 members Mstep: Class 9 contains 3455 members Mstep: Class 10 contains 2664 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 28346 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39632 members Mstep: Class 15 contains 120791 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4414 members Mstep: Class 18 contains 46315 members Mstep: Class 19 contains 27524 members Mstep: Class 20 contains 16923 members Mstep: Class 21 contains 27063 members Mstep: Class 22 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -101709632.000000 Penalty: 175058.937500 Iteration 54Q: 23 clusters Score -1.017096e+08 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82729 members Mstep: Class 3 contains 6551 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11515 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 4793 members Mstep: Class 9 contains 3451 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 28479 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39674 members Mstep: Class 15 contains 120709 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4416 members Mstep: Class 18 contains 46125 members Mstep: Class 19 contains 27520 members Mstep: Class 20 contains 17016 members Mstep: Class 21 contains 27130 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -101709560.000000 Penalty: 175058.937500 Iteration 55Q: 23 clusters Score -1.017096e+08 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82710 members Mstep: Class 3 contains 6554 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11482 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 4794 members Mstep: Class 9 contains 3448 members Mstep: Class 10 contains 2662 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 28606 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39696 members Mstep: Class 15 contains 120610 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4419 members Mstep: Class 18 contains 45957 members Mstep: Class 19 contains 27513 members Mstep: Class 20 contains 17132 members Mstep: Class 21 contains 27185 members Mstep: Class 22 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -101709768.000000 Penalty: 175058.937500 Iteration 56Q: 23 clusters Score -1.017098e+08 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82701 members Mstep: Class 3 contains 6554 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11446 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4798 members Mstep: Class 9 contains 3445 members Mstep: Class 10 contains 2661 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 28726 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39725 members Mstep: Class 15 contains 120530 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4424 members Mstep: Class 18 contains 45785 members Mstep: Class 19 contains 27508 members Mstep: Class 20 contains 17222 members Mstep: Class 21 contains 27243 members Mstep: Class 22 contains 692 members Entering Unmasked Estep ConsiderDeletion Score: -101709640.000000 Penalty: 175058.937500 Iteration 57Q: 23 clusters Score -1.017096e+08 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82690 members Mstep: Class 3 contains 6554 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11410 members Mstep: Class 7 contains 9858 members Mstep: Class 8 contains 4802 members Mstep: Class 9 contains 3443 members Mstep: Class 10 contains 2661 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 28841 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39748 members Mstep: Class 15 contains 120462 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4427 members Mstep: Class 18 contains 45619 members Mstep: Class 19 contains 27507 members Mstep: Class 20 contains 17309 members Mstep: Class 21 contains 27294 members Mstep: Class 22 contains 694 members Entering Unmasked Estep ConsiderDeletion Score: -101709848.000000 Penalty: 175058.937500 Iteration 58Q: 23 clusters Score -1.017098e+08 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82676 members Mstep: Class 3 contains 6561 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11378 members Mstep: Class 7 contains 9856 members Mstep: Class 8 contains 4805 members Mstep: Class 9 contains 3440 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 28940 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39765 members Mstep: Class 15 contains 120384 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4430 members Mstep: Class 18 contains 45475 members Mstep: Class 19 contains 27506 members Mstep: Class 20 contains 17399 members Mstep: Class 21 contains 27348 members Mstep: Class 22 contains 697 members Entering Unmasked Estep ConsiderDeletion Score: -101710096.000000 Penalty: 175058.937500 Iteration 59Q: 23 clusters Score -1.017101e+08 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82656 members Mstep: Class 3 contains 6565 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 215 members Mstep: Class 6 contains 11340 members Mstep: Class 7 contains 9856 members Mstep: Class 8 contains 4807 members Mstep: Class 9 contains 3439 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29027 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39778 members Mstep: Class 15 contains 120335 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4433 members Mstep: Class 18 contains 45348 members Mstep: Class 19 contains 27507 members Mstep: Class 20 contains 17457 members Mstep: Class 21 contains 27414 members Mstep: Class 22 contains 699 members Entering Unmasked Estep ConsiderDeletion Score: -101710160.000000 Penalty: 175058.937500 Iteration 60F: 23 clusters Score -1.017102e+08 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82640 members Mstep: Class 3 contains 6568 members Mstep: Class 4 contains 1130 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 11305 members Mstep: Class 7 contains 9856 members Mstep: Class 8 contains 4807 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 2656 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29116 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39789 members Mstep: Class 15 contains 120300 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4433 members Mstep: Class 18 contains 45214 members Mstep: Class 19 contains 27507 members Mstep: Class 20 contains 17504 members Mstep: Class 21 contains 27482 members Mstep: Class 22 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -101710496.000000 Penalty: 175058.937500 Iteration 61Q: 23 clusters Score -1.017105e+08 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82632 members Mstep: Class 3 contains 6570 members Mstep: Class 4 contains 1131 members Mstep: Class 5 contains 216 members Mstep: Class 6 contains 11269 members Mstep: Class 7 contains 9857 members Mstep: Class 8 contains 4812 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 2656 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29190 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39805 members Mstep: Class 15 contains 120254 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4434 members Mstep: Class 18 contains 45094 members Mstep: Class 19 contains 27503 members Mstep: Class 20 contains 17565 members Mstep: Class 21 contains 27542 members Mstep: Class 22 contains 702 members Entering Unmasked Estep ConsiderDeletion Score: -101710504.000000 Penalty: 175058.937500 Iteration 62Q: 23 clusters Score -1.017105e+08 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82619 members Mstep: Class 3 contains 6572 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11241 members Mstep: Class 7 contains 9857 members Mstep: Class 8 contains 4815 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 2656 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29274 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39821 members Mstep: Class 15 contains 120208 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4436 members Mstep: Class 18 contains 44968 members Mstep: Class 19 contains 27494 members Mstep: Class 20 contains 17624 members Mstep: Class 21 contains 27601 members Mstep: Class 22 contains 702 members Entering Unmasked Estep ConsiderDeletion Score: -101710400.000000 Penalty: 175058.937500 Iteration 63Q: 23 clusters Score -1.017104e+08 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82609 members Mstep: Class 3 contains 6577 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11211 members Mstep: Class 7 contains 9857 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3431 members Mstep: Class 10 contains 2655 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29362 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39841 members Mstep: Class 15 contains 120168 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4440 members Mstep: Class 18 contains 44843 members Mstep: Class 19 contains 27483 members Mstep: Class 20 contains 17679 members Mstep: Class 21 contains 27643 members Mstep: Class 22 contains 703 members Entering Unmasked Estep ConsiderDeletion Score: -101710608.000000 Penalty: 175058.937500 Iteration 64Q: 23 clusters Score -1.017106e+08 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82591 members Mstep: Class 3 contains 6583 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11187 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4823 members Mstep: Class 9 contains 3431 members Mstep: Class 10 contains 2655 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29429 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39850 members Mstep: Class 15 contains 120131 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4443 members Mstep: Class 18 contains 44734 members Mstep: Class 19 contains 27481 members Mstep: Class 20 contains 17733 members Mstep: Class 21 contains 27688 members Mstep: Class 22 contains 702 members Entering Unmasked Estep ConsiderDeletion Score: -101710576.000000 Penalty: 175058.937500 Iteration 65Q: 23 clusters Score -1.017106e+08 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82579 members Mstep: Class 3 contains 6585 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11165 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4827 members Mstep: Class 9 contains 3431 members Mstep: Class 10 contains 2655 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29492 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39868 members Mstep: Class 15 contains 120087 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4444 members Mstep: Class 18 contains 44634 members Mstep: Class 19 contains 27480 members Mstep: Class 20 contains 17783 members Mstep: Class 21 contains 27726 members Mstep: Class 22 contains 703 members Entering Unmasked Estep ConsiderDeletion Score: -101710912.000000 Penalty: 175058.937500 Iteration 66Q: 23 clusters Score -1.017109e+08 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82574 members Mstep: Class 3 contains 6586 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11148 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4828 members Mstep: Class 9 contains 3431 members Mstep: Class 10 contains 2656 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29541 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39883 members Mstep: Class 15 contains 120030 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4444 members Mstep: Class 18 contains 44549 members Mstep: Class 19 contains 27479 members Mstep: Class 20 contains 17858 members Mstep: Class 21 contains 27747 members Mstep: Class 22 contains 705 members Entering Unmasked Estep ConsiderDeletion Score: -101710760.000000 Penalty: 175058.937500 Iteration 67Q: 23 clusters Score -1.017108e+08 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82561 members Mstep: Class 3 contains 6588 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11132 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4832 members Mstep: Class 9 contains 3429 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29582 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39886 members Mstep: Class 15 contains 119958 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4445 members Mstep: Class 18 contains 44482 members Mstep: Class 19 contains 27479 members Mstep: Class 20 contains 17936 members Mstep: Class 21 contains 27786 members Mstep: Class 22 contains 705 members Entering Unmasked Estep ConsiderDeletion Score: -101710808.000000 Penalty: 175058.937500 Iteration 68Q: 23 clusters Score -1.017108e+08 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82558 members Mstep: Class 3 contains 6588 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11122 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4836 members Mstep: Class 9 contains 3429 members Mstep: Class 10 contains 2657 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29624 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39887 members Mstep: Class 15 contains 119867 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4445 members Mstep: Class 18 contains 44420 members Mstep: Class 19 contains 27478 members Mstep: Class 20 contains 18012 members Mstep: Class 21 contains 27832 members Mstep: Class 22 contains 705 members Entering Unmasked Estep ConsiderDeletion Score: -101710768.000000 Penalty: 175058.937500 Iteration 69Q: 23 clusters Score -1.017108e+08 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82546 members Mstep: Class 3 contains 6590 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11100 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4836 members Mstep: Class 9 contains 3426 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29664 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39887 members Mstep: Class 15 contains 119784 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4445 members Mstep: Class 18 contains 44370 members Mstep: Class 19 contains 27476 members Mstep: Class 20 contains 18086 members Mstep: Class 21 contains 27886 members Mstep: Class 22 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -101710656.000000 Penalty: 175058.937500 Iteration 70Q: 23 clusters Score -1.017107e+08 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82532 members Mstep: Class 3 contains 6592 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11083 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4837 members Mstep: Class 9 contains 3425 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29702 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39890 members Mstep: Class 15 contains 119719 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4447 members Mstep: Class 18 contains 44317 members Mstep: Class 19 contains 27472 members Mstep: Class 20 contains 18146 members Mstep: Class 21 contains 27933 members Mstep: Class 22 contains 707 members Entering Unmasked Estep ConsiderDeletion Score: -101710792.000000 Penalty: 175058.937500 Iteration 71Q: 23 clusters Score -1.017108e+08 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82527 members Mstep: Class 3 contains 6597 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11075 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4837 members Mstep: Class 9 contains 3425 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29737 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39898 members Mstep: Class 15 contains 119660 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4447 members Mstep: Class 18 contains 44266 members Mstep: Class 19 contains 27467 members Mstep: Class 20 contains 18194 members Mstep: Class 21 contains 27966 members Mstep: Class 22 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -101710736.000000 Penalty: 175058.937500 Iteration 72Q: 23 clusters Score -1.017107e+08 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82516 members Mstep: Class 3 contains 6599 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11071 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4837 members Mstep: Class 9 contains 3422 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29778 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39893 members Mstep: Class 15 contains 119584 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4448 members Mstep: Class 18 contains 44213 members Mstep: Class 19 contains 27466 members Mstep: Class 20 contains 18265 members Mstep: Class 21 contains 28000 members Mstep: Class 22 contains 709 members Entering Unmasked Estep ConsiderDeletion Score: -101710872.000000 Penalty: 175058.937500 Iteration 73Q: 23 clusters Score -1.017109e+08 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82503 members Mstep: Class 3 contains 6601 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11060 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4837 members Mstep: Class 9 contains 3421 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29810 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39901 members Mstep: Class 15 contains 119521 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4448 members Mstep: Class 18 contains 44160 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18317 members Mstep: Class 21 contains 28050 members Mstep: Class 22 contains 708 members Entering Unmasked Estep ConsiderDeletion Score: -101710992.000000 Penalty: 175058.937500 Iteration 74Q: 23 clusters Score -1.01711e+08 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82490 members Mstep: Class 3 contains 6603 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11055 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4837 members Mstep: Class 9 contains 3420 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29838 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39905 members Mstep: Class 15 contains 119462 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4451 members Mstep: Class 18 contains 44109 members Mstep: Class 19 contains 27466 members Mstep: Class 20 contains 18355 members Mstep: Class 21 contains 28100 members Mstep: Class 22 contains 711 members Entering Unmasked Estep ConsiderDeletion Score: -101711024.000000 Penalty: 175058.937500 Iteration 75Q: 23 clusters Score -1.01711e+08 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82483 members Mstep: Class 3 contains 6606 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11043 members Mstep: Class 7 contains 9859 members Mstep: Class 8 contains 4835 members Mstep: Class 9 contains 3419 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29864 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39909 members Mstep: Class 15 contains 119414 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4459 members Mstep: Class 18 contains 44067 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18383 members Mstep: Class 21 contains 28140 members Mstep: Class 22 contains 716 members Entering Unmasked Estep ConsiderDeletion Score: -101710880.000000 Penalty: 175058.937500 Iteration 76Q: 23 clusters Score -1.017109e+08 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82454 members Mstep: Class 3 contains 6610 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11032 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4836 members Mstep: Class 9 contains 3418 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29889 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39923 members Mstep: Class 15 contains 119364 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4467 members Mstep: Class 18 contains 44022 members Mstep: Class 19 contains 27466 members Mstep: Class 20 contains 18412 members Mstep: Class 21 contains 28187 members Mstep: Class 22 contains 721 members Entering Unmasked Estep ConsiderDeletion Score: -101711000.000000 Penalty: 175058.937500 Iteration 77Q: 23 clusters Score -1.01711e+08 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82452 members Mstep: Class 3 contains 6612 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11025 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4834 members Mstep: Class 9 contains 3415 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29912 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39927 members Mstep: Class 15 contains 119300 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4471 members Mstep: Class 18 contains 43986 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18448 members Mstep: Class 21 contains 28227 members Mstep: Class 22 contains 727 members Entering Unmasked Estep ConsiderDeletion Score: -101710936.000000 Penalty: 175058.937500 Iteration 78Q: 23 clusters Score -1.017109e+08 nChanged 335 Entering ConstructFrom: Score: -101710936.000000 Penalty: 175058.937500 Entering ConstructFrom: Trying to split cluster 1 (643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Entering Unmasked Estep Score: -132813.937500 Penalty: 3960.513428 Iteration 0F: 2 clusters Score -132813.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -129146.976562 Penalty: 7921.026855 Iteration 0F: 3 clusters Score -129147 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -129470.328125 Penalty: 7921.026855 Iteration 1F: 3 clusters Score -129470.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -129723.101562 Penalty: 7921.026855 Iteration 2Q: 3 clusters Score -129723.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -129893.812500 Penalty: 7921.026855 Iteration 3Q: 3 clusters Score -129893.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -129990.382812 Penalty: 7921.026855 Iteration 4Q: 3 clusters Score -129990.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -130071.781250 Penalty: 7921.026855 Iteration 5Q: 3 clusters Score -130071.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -130131.671875 Penalty: 7921.026855 Iteration 6Q: 3 clusters Score -130131.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -130183.414062 Penalty: 7921.026855 Iteration 7Q: 3 clusters Score -130183.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -130253.726562 Penalty: 7921.026855 Iteration 8Q: 3 clusters Score -130253.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -130384.664062 Penalty: 7921.026855 Iteration 9Q: 3 clusters Score -130384.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -130495.835938 Penalty: 7921.026855 Iteration 10Q: 3 clusters Score -130495.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -130602.585938 Penalty: 7921.026855 Iteration 11Q: 3 clusters Score -130602.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -130697.734375 Penalty: 7921.026855 Iteration 12Q: 3 clusters Score -130697.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -130736.218750 Penalty: 7921.026855 Iteration 13Q: 3 clusters Score -130736.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -130741.085938 Penalty: 7921.026855 Iteration 14Q: 3 clusters Score -130741.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -130741.085938 Penalty: 7921.026855 Iteration 15F: 3 clusters Score -130741.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (82448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82448 members Entering Unmasked Estep Score: -19614082.000000 Penalty: 6933.453125 Iteration 0F: 2 clusters Score -1.961408e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41202 members Mstep: Class 2 contains 41246 members Entering Unmasked Estep Score: -19560096.000000 Penalty: 13866.906250 Iteration 0F: 3 clusters Score -1.95601e+07 nChanged 37388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41270 members Mstep: Class 2 contains 41178 members Entering Unmasked Estep Score: -19580512.000000 Penalty: 13866.906250 Iteration 1F: 3 clusters Score -1.958051e+07 nChanged 3680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41318 members Mstep: Class 2 contains 41130 members Entering Unmasked Estep Score: -19581600.000000 Penalty: 13866.906250 Iteration 2Q: 3 clusters Score -1.95816e+07 nChanged 3287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41245 members Mstep: Class 2 contains 41203 members Entering Unmasked Estep Score: -19582512.000000 Penalty: 13866.906250 Iteration 3Q: 3 clusters Score -1.958251e+07 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41209 members Mstep: Class 2 contains 41239 members Entering Unmasked Estep Score: -19583396.000000 Penalty: 13866.906250 Iteration 4Q: 3 clusters Score -1.95834e+07 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41212 members Mstep: Class 2 contains 41236 members Entering Unmasked Estep Score: -19584358.000000 Penalty: 13866.906250 Iteration 5Q: 3 clusters Score -1.958436e+07 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41255 members Mstep: Class 2 contains 41193 members Entering Unmasked Estep Score: -19585126.000000 Penalty: 13866.906250 Iteration 6Q: 3 clusters Score -1.958513e+07 nChanged 2743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41312 members Mstep: Class 2 contains 41136 members Entering Unmasked Estep Score: -19586090.000000 Penalty: 13866.906250 Iteration 7Q: 3 clusters Score -1.958609e+07 nChanged 2852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41338 members Mstep: Class 2 contains 41110 members Entering Unmasked Estep Score: -19587016.000000 Penalty: 13866.906250 Iteration 8Q: 3 clusters Score -1.958702e+07 nChanged 2906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41468 members Mstep: Class 2 contains 40980 members Entering Unmasked Estep Score: -19588112.000000 Penalty: 13866.906250 Iteration 9Q: 3 clusters Score -1.958811e+07 nChanged 3040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41648 members Mstep: Class 2 contains 40800 members Entering Unmasked Estep Score: -19589368.000000 Penalty: 13866.906250 Iteration 10Q: 3 clusters Score -1.958937e+07 nChanged 3268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41746 members Mstep: Class 2 contains 40702 members Entering Unmasked Estep Score: -19590726.000000 Penalty: 13866.906250 Iteration 11Q: 3 clusters Score -1.959073e+07 nChanged 3475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41803 members Mstep: Class 2 contains 40645 members Entering Unmasked Estep Score: -19592304.000000 Penalty: 13866.906250 Iteration 12Q: 3 clusters Score -1.95923e+07 nChanged 3706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41897 members Mstep: Class 2 contains 40551 members Entering Unmasked Estep Score: -19594400.000000 Penalty: 13866.906250 Iteration 13Q: 3 clusters Score -1.95944e+07 nChanged 3993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42088 members Mstep: Class 2 contains 40360 members Entering Unmasked Estep Score: -19597006.000000 Penalty: 13866.906250 Iteration 14Q: 3 clusters Score -1.959701e+07 nChanged 4286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42486 members Mstep: Class 2 contains 39962 members Entering Unmasked Estep Score: -19600500.000000 Penalty: 13866.906250 Iteration 15F: 3 clusters Score -1.96005e+07 nChanged 4141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42961 members Mstep: Class 2 contains 39487 members Entering Unmasked Estep Score: -19604016.000000 Penalty: 13866.906250 Iteration 16F: 3 clusters Score -1.960402e+07 nChanged 3601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43486 members Mstep: Class 2 contains 38962 members Entering Unmasked Estep Score: -19606494.000000 Penalty: 13866.906250 Iteration 17Q: 3 clusters Score -1.960649e+07 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43587 members Mstep: Class 2 contains 38861 members Entering Unmasked Estep Score: -19607902.000000 Penalty: 13866.906250 Iteration 18Q: 3 clusters Score -1.96079e+07 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43329 members Mstep: Class 2 contains 39119 members Entering Unmasked Estep Score: -19608912.000000 Penalty: 13866.906250 Iteration 19Q: 3 clusters Score -1.960891e+07 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42729 members Mstep: Class 2 contains 39719 members Entering Unmasked Estep Score: -19609680.000000 Penalty: 13866.906250 Iteration 20F: 3 clusters Score -1.960968e+07 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41952 members Mstep: Class 2 contains 40496 members Entering Unmasked Estep Score: -19610134.000000 Penalty: 13866.906250 Iteration 21Q: 3 clusters Score -1.961013e+07 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41062 members Mstep: Class 2 contains 41386 members Entering Unmasked Estep Score: -19610618.000000 Penalty: 13866.906250 Iteration 22Q: 3 clusters Score -1.961062e+07 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40213 members Mstep: Class 2 contains 42235 members Entering Unmasked Estep Score: -19610984.000000 Penalty: 13866.906250 Iteration 23Q: 3 clusters Score -1.961098e+07 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39375 members Mstep: Class 2 contains 43073 members Entering Unmasked Estep Score: -19611322.000000 Penalty: 13866.906250 Iteration 24Q: 3 clusters Score -1.961132e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38620 members Mstep: Class 2 contains 43828 members Entering Unmasked Estep Score: -19611468.000000 Penalty: 13866.906250 Iteration 25Q: 3 clusters Score -1.961147e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37976 members Mstep: Class 2 contains 44472 members Entering Unmasked Estep Score: -19611684.000000 Penalty: 13866.906250 Iteration 26Q: 3 clusters Score -1.961168e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37440 members Mstep: Class 2 contains 45008 members Entering Unmasked Estep Score: -19611718.000000 Penalty: 13866.906250 Iteration 27Q: 3 clusters Score -1.961172e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36980 members Mstep: Class 2 contains 45468 members Entering Unmasked Estep Score: -19611820.000000 Penalty: 13866.906250 Iteration 28Q: 3 clusters Score -1.961182e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36588 members Mstep: Class 2 contains 45860 members Entering Unmasked Estep Score: -19611944.000000 Penalty: 13866.906250 Iteration 29Q: 3 clusters Score -1.961194e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36237 members Mstep: Class 2 contains 46211 members Entering Unmasked Estep Score: -19612012.000000 Penalty: 13866.906250 Iteration 30Q: 3 clusters Score -1.961201e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35945 members Mstep: Class 2 contains 46503 members Entering Unmasked Estep Score: -19612050.000000 Penalty: 13866.906250 Iteration 31Q: 3 clusters Score -1.961205e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35686 members Mstep: Class 2 contains 46762 members Entering Unmasked Estep Score: -19612078.000000 Penalty: 13866.906250 Iteration 32Q: 3 clusters Score -1.961208e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35480 members Mstep: Class 2 contains 46968 members Entering Unmasked Estep Score: -19612096.000000 Penalty: 13866.906250 Iteration 33Q: 3 clusters Score -1.96121e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35333 members Mstep: Class 2 contains 47115 members Entering Unmasked Estep Score: -19612064.000000 Penalty: 13866.906250 Iteration 34Q: 3 clusters Score -1.961206e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35225 members Mstep: Class 2 contains 47223 members Entering Unmasked Estep Score: -19612054.000000 Penalty: 13866.906250 Iteration 35Q: 3 clusters Score -1.961205e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35141 members Mstep: Class 2 contains 47307 members Entering Unmasked Estep Score: -19612090.000000 Penalty: 13866.906250 Iteration 36Q: 3 clusters Score -1.961209e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35052 members Mstep: Class 2 contains 47396 members Entering Unmasked Estep Score: -19612090.000000 Penalty: 13866.906250 Iteration 37Q: 3 clusters Score -1.961209e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34976 members Mstep: Class 2 contains 47472 members Entering Unmasked Estep Score: -19612094.000000 Penalty: 13866.906250 Iteration 38Q: 3 clusters Score -1.961209e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34909 members Mstep: Class 2 contains 47539 members Entering Unmasked Estep Score: -19612060.000000 Penalty: 13866.906250 Iteration 39Q: 3 clusters Score -1.961206e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34857 members Mstep: Class 2 contains 47591 members Entering Unmasked Estep Score: -19612102.000000 Penalty: 13866.906250 Iteration 40F: 3 clusters Score -1.96121e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34809 members Mstep: Class 2 contains 47639 members Entering Unmasked Estep Score: -19612124.000000 Penalty: 13866.906250 Iteration 41Q: 3 clusters Score -1.961212e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34774 members Mstep: Class 2 contains 47674 members Entering Unmasked Estep Score: -19612122.000000 Penalty: 13866.906250 Iteration 42Q: 3 clusters Score -1.961212e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34743 members Mstep: Class 2 contains 47705 members Entering Unmasked Estep Score: -19612112.000000 Penalty: 13866.906250 Iteration 43Q: 3 clusters Score -1.961211e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34718 members Mstep: Class 2 contains 47730 members Entering Unmasked Estep Score: -19612086.000000 Penalty: 13866.906250 Iteration 44Q: 3 clusters Score -1.961209e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34694 members Mstep: Class 2 contains 47754 members Entering Unmasked Estep Score: -19612116.000000 Penalty: 13866.906250 Iteration 45Q: 3 clusters Score -1.961212e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34674 members Mstep: Class 2 contains 47774 members Entering Unmasked Estep Score: -19612122.000000 Penalty: 13866.906250 Iteration 46Q: 3 clusters Score -1.961212e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34656 members Mstep: Class 2 contains 47792 members Entering Unmasked Estep Score: -19612126.000000 Penalty: 13866.906250 Iteration 47Q: 3 clusters Score -1.961213e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34641 members Mstep: Class 2 contains 47807 members Entering Unmasked Estep Score: -19612138.000000 Penalty: 13866.906250 Iteration 48Q: 3 clusters Score -1.961214e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34629 members Mstep: Class 2 contains 47819 members Entering Unmasked Estep Score: -19612148.000000 Penalty: 13866.906250 Iteration 49Q: 3 clusters Score -1.961215e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34617 members Mstep: Class 2 contains 47831 members Entering Unmasked Estep Score: -19612148.000000 Penalty: 13866.906250 Iteration 50Q: 3 clusters Score -1.961215e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34608 members Mstep: Class 2 contains 47840 members Entering Unmasked Estep Score: -19612144.000000 Penalty: 13866.906250 Iteration 51Q: 3 clusters Score -1.961214e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34598 members Mstep: Class 2 contains 47850 members Entering Unmasked Estep Score: -19612144.000000 Penalty: 13866.906250 Iteration 52Q: 3 clusters Score -1.961214e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34591 members Mstep: Class 2 contains 47857 members Entering Unmasked Estep Score: -19612136.000000 Penalty: 13866.906250 Iteration 53Q: 3 clusters Score -1.961214e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34583 members Mstep: Class 2 contains 47865 members Entering Unmasked Estep Score: -19612154.000000 Penalty: 13866.906250 Iteration 54Q: 3 clusters Score -1.961215e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34574 members Mstep: Class 2 contains 47874 members Entering Unmasked Estep Score: -19612152.000000 Penalty: 13866.906250 Iteration 55Q: 3 clusters Score -1.961215e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34569 members Mstep: Class 2 contains 47879 members Entering Unmasked Estep Score: -19612158.000000 Penalty: 13866.906250 Iteration 56Q: 3 clusters Score -1.961216e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34562 members Mstep: Class 2 contains 47886 members Entering Unmasked Estep Score: -19612170.000000 Penalty: 13866.906250 Iteration 57Q: 3 clusters Score -1.961217e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34559 members Mstep: Class 2 contains 47889 members Entering Unmasked Estep Score: -19612168.000000 Penalty: 13866.906250 Iteration 58Q: 3 clusters Score -1.961217e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34554 members Mstep: Class 2 contains 47894 members Entering Unmasked Estep Score: -19612162.000000 Penalty: 13866.906250 Iteration 59Q: 3 clusters Score -1.961216e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34549 members Mstep: Class 2 contains 47899 members Entering Unmasked Estep Score: -19612176.000000 Penalty: 13866.906250 Iteration 60F: 3 clusters Score -1.961218e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34542 members Mstep: Class 2 contains 47906 members Entering Unmasked Estep Score: -19612180.000000 Penalty: 13866.906250 Iteration 61Q: 3 clusters Score -1.961218e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34539 members Mstep: Class 2 contains 47909 members Entering Unmasked Estep Score: -19612186.000000 Penalty: 13866.906250 Iteration 62Q: 3 clusters Score -1.961219e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34539 members Mstep: Class 2 contains 47909 members Entering Unmasked Estep Score: -19612186.000000 Penalty: 13866.906250 Iteration 63F: 3 clusters Score -1.961219e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Entering Unmasked Estep Score: -1558790.500000 Penalty: 5388.127930 Iteration 0F: 2 clusters Score -1558790 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -1550715.500000 Penalty: 10776.255859 Iteration 0F: 3 clusters Score -1550716 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1552319.375000 Penalty: 10776.255859 Iteration 1F: 3 clusters Score -1552319 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1552818.250000 Penalty: 10776.255859 Iteration 2F: 3 clusters Score -1552818 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1553140.375000 Penalty: 10776.255859 Iteration 3Q: 3 clusters Score -1553140 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -1553397.125000 Penalty: 10776.255859 Iteration 4Q: 3 clusters Score -1553397 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1553646.250000 Penalty: 10776.255859 Iteration 5Q: 3 clusters Score -1553646 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1553866.875000 Penalty: 10776.255859 Iteration 6Q: 3 clusters Score -1553867 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1554081.375000 Penalty: 10776.255859 Iteration 7Q: 3 clusters Score -1554081 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -1554257.375000 Penalty: 10776.255859 Iteration 8Q: 3 clusters Score -1554257 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1554441.000000 Penalty: 10776.255859 Iteration 9Q: 3 clusters Score -1554441 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1554626.250000 Penalty: 10776.255859 Iteration 10Q: 3 clusters Score -1554626 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1554782.500000 Penalty: 10776.255859 Iteration 11Q: 3 clusters Score -1554782 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1554922.875000 Penalty: 10776.255859 Iteration 12Q: 3 clusters Score -1554923 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1555030.250000 Penalty: 10776.255859 Iteration 13Q: 3 clusters Score -1555030 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1555104.500000 Penalty: 10776.255859 Iteration 14Q: 3 clusters Score -1555104 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1555162.750000 Penalty: 10776.255859 Iteration 15Q: 3 clusters Score -1555163 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1555217.500000 Penalty: 10776.255859 Iteration 16Q: 3 clusters Score -1555218 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -1555252.875000 Penalty: 10776.255859 Iteration 17Q: 3 clusters Score -1555253 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -1555291.125000 Penalty: 10776.255859 Iteration 18Q: 3 clusters Score -1555291 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1555314.250000 Penalty: 10776.255859 Iteration 19Q: 3 clusters Score -1555314 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1555336.000000 Penalty: 10776.255859 Iteration 20F: 3 clusters Score -1555336 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -1555352.500000 Penalty: 10776.255859 Iteration 21Q: 3 clusters Score -1555352 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1555365.750000 Penalty: 10776.255859 Iteration 22Q: 3 clusters Score -1555366 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1555385.375000 Penalty: 10776.255859 Iteration 23Q: 3 clusters Score -1555385 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -1555400.375000 Penalty: 10776.255859 Iteration 24Q: 3 clusters Score -1555400 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1555410.000000 Penalty: 10776.255859 Iteration 25Q: 3 clusters Score -1555410 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -1555416.250000 Penalty: 10776.255859 Iteration 26Q: 3 clusters Score -1555416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1555417.125000 Penalty: 10776.255859 Iteration 27Q: 3 clusters Score -1555417 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1555425.125000 Penalty: 10776.255859 Iteration 28Q: 3 clusters Score -1555425 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -1555427.000000 Penalty: 10776.255859 Iteration 29Q: 3 clusters Score -1555427 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1555429.500000 Penalty: 10776.255859 Iteration 30Q: 3 clusters Score -1555430 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -1555435.250000 Penalty: 10776.255859 Iteration 31Q: 3 clusters Score -1555435 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1555437.250000 Penalty: 10776.255859 Iteration 32Q: 3 clusters Score -1555437 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -1555446.125000 Penalty: 10776.255859 Iteration 33Q: 3 clusters Score -1555446 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1555447.625000 Penalty: 10776.255859 Iteration 34Q: 3 clusters Score -1555448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1555447.000000 Penalty: 10776.255859 Iteration 35Q: 3 clusters Score -1555447 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1555447.625000 Penalty: 10776.255859 Iteration 36Q: 3 clusters Score -1555448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1555448.625000 Penalty: 10776.255859 Iteration 37Q: 3 clusters Score -1555449 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1555448.500000 Penalty: 10776.255859 Iteration 38Q: 3 clusters Score -1555448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1555450.500000 Penalty: 10776.255859 Iteration 39Q: 3 clusters Score -1555450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1555450.875000 Penalty: 10776.255859 Iteration 40F: 3 clusters Score -1555451 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Entering Unmasked Estep Score: -233605.156250 Penalty: 4307.482422 Iteration 0F: 2 clusters Score -233605.2 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 589 members Entering Unmasked Estep Score: -229457.359375 Penalty: 8614.964844 Iteration 0F: 3 clusters Score -229457.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -229954.328125 Penalty: 8614.964844 Iteration 1F: 3 clusters Score -229954.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -230269.609375 Penalty: 8614.964844 Iteration 2F: 3 clusters Score -230269.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -230668.671875 Penalty: 8614.964844 Iteration 3F: 3 clusters Score -230668.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -231231.109375 Penalty: 8614.964844 Iteration 4Q: 3 clusters Score -231231.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -231742.265625 Penalty: 8614.964844 Iteration 5F: 3 clusters Score -231742.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -232046.078125 Penalty: 8614.964844 Iteration 6Q: 3 clusters Score -232046.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -232183.218750 Penalty: 8614.964844 Iteration 7Q: 3 clusters Score -232183.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -232329.109375 Penalty: 8614.964844 Iteration 8Q: 3 clusters Score -232329.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -232509.140625 Penalty: 8614.964844 Iteration 9Q: 3 clusters Score -232509.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -232579.343750 Penalty: 8614.964844 Iteration 10Q: 3 clusters Score -232579.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -232608.000000 Penalty: 8614.964844 Iteration 11Q: 3 clusters Score -232608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -232623.609375 Penalty: 8614.964844 Iteration 12Q: 3 clusters Score -232623.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -232630.093750 Penalty: 8614.964844 Iteration 13Q: 3 clusters Score -232630.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -232635.328125 Penalty: 8614.964844 Iteration 14Q: 3 clusters Score -232635.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -232637.453125 Penalty: 8614.964844 Iteration 15Q: 3 clusters Score -232637.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -232640.453125 Penalty: 8614.964844 Iteration 16Q: 3 clusters Score -232640.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -232640.453125 Penalty: 8614.964844 Iteration 17F: 3 clusters Score -232640.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Entering Unmasked Estep Score: -37053.285156 Penalty: 3286.660156 Iteration 0F: 2 clusters Score -37053.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -34744.921875 Penalty: 6573.320312 Iteration 0F: 3 clusters Score -34744.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -34796.449219 Penalty: 6573.320312 Iteration 1Q: 3 clusters Score -34796.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -34809.496094 Penalty: 6573.320312 Iteration 2Q: 3 clusters Score -34809.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -34809.496094 Penalty: 6573.320312 Iteration 3F: 3 clusters Score -34809.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (11007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Entering Unmasked Estep Score: -2447072.750000 Penalty: 5700.100586 Iteration 0F: 2 clusters Score -2447073 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -2436156.500000 Penalty: 11400.201172 Iteration 0F: 3 clusters Score -2436156 nChanged 4164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -2438711.250000 Penalty: 11400.201172 Iteration 1F: 3 clusters Score -2438711 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -2439385.250000 Penalty: 11400.201172 Iteration 2F: 3 clusters Score -2439385 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -2439802.500000 Penalty: 11400.201172 Iteration 3F: 3 clusters Score -2439802 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -2440094.000000 Penalty: 11400.201172 Iteration 4Q: 3 clusters Score -2440094 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -2440311.500000 Penalty: 11400.201172 Iteration 5Q: 3 clusters Score -2440312 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -2440485.250000 Penalty: 11400.201172 Iteration 6Q: 3 clusters Score -2440485 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -2440610.000000 Penalty: 11400.201172 Iteration 7Q: 3 clusters Score -2440610 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -2440742.000000 Penalty: 11400.201172 Iteration 8Q: 3 clusters Score -2440742 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -2440868.750000 Penalty: 11400.201172 Iteration 9Q: 3 clusters Score -2440869 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -2441004.250000 Penalty: 11400.201172 Iteration 10Q: 3 clusters Score -2441004 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -2441142.000000 Penalty: 11400.201172 Iteration 11Q: 3 clusters Score -2441142 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -2441263.500000 Penalty: 11400.201172 Iteration 12Q: 3 clusters Score -2441264 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -2441378.000000 Penalty: 11400.201172 Iteration 13Q: 3 clusters Score -2441378 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -2441474.000000 Penalty: 11400.201172 Iteration 14Q: 3 clusters Score -2441474 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -2441561.750000 Penalty: 11400.201172 Iteration 15Q: 3 clusters Score -2441562 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2441671.250000 Penalty: 11400.201172 Iteration 16Q: 3 clusters Score -2441671 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -2441761.500000 Penalty: 11400.201172 Iteration 17Q: 3 clusters Score -2441762 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -2441881.750000 Penalty: 11400.201172 Iteration 18Q: 3 clusters Score -2441882 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -2442008.500000 Penalty: 11400.201172 Iteration 19Q: 3 clusters Score -2442008 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -2442145.250000 Penalty: 11400.201172 Iteration 20F: 3 clusters Score -2442145 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -2442253.500000 Penalty: 11400.201172 Iteration 21Q: 3 clusters Score -2442254 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -2442336.500000 Penalty: 11400.201172 Iteration 22Q: 3 clusters Score -2442336 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -2442426.750000 Penalty: 11400.201172 Iteration 23Q: 3 clusters Score -2442427 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -2442506.250000 Penalty: 11400.201172 Iteration 24Q: 3 clusters Score -2442506 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -2442598.000000 Penalty: 11400.201172 Iteration 25Q: 3 clusters Score -2442598 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -2442686.000000 Penalty: 11400.201172 Iteration 26Q: 3 clusters Score -2442686 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -2442749.250000 Penalty: 11400.201172 Iteration 27Q: 3 clusters Score -2442749 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -2442793.250000 Penalty: 11400.201172 Iteration 28Q: 3 clusters Score -2442793 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -2442829.250000 Penalty: 11400.201172 Iteration 29Q: 3 clusters Score -2442829 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -2442871.250000 Penalty: 11400.201172 Iteration 30Q: 3 clusters Score -2442871 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -2442900.250000 Penalty: 11400.201172 Iteration 31Q: 3 clusters Score -2442900 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -2442938.750000 Penalty: 11400.201172 Iteration 32Q: 3 clusters Score -2442939 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -2442977.500000 Penalty: 11400.201172 Iteration 33Q: 3 clusters Score -2442978 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -2443012.500000 Penalty: 11400.201172 Iteration 34Q: 3 clusters Score -2443012 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -2443048.250000 Penalty: 11400.201172 Iteration 35Q: 3 clusters Score -2443048 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -2443077.000000 Penalty: 11400.201172 Iteration 36Q: 3 clusters Score -2443077 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -2443105.250000 Penalty: 11400.201172 Iteration 37Q: 3 clusters Score -2443105 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -2443127.250000 Penalty: 11400.201172 Iteration 38Q: 3 clusters Score -2443127 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -2443140.750000 Penalty: 11400.201172 Iteration 39Q: 3 clusters Score -2443141 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -2443154.500000 Penalty: 11400.201172 Iteration 40F: 3 clusters Score -2443154 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -2443170.500000 Penalty: 11400.201172 Iteration 41Q: 3 clusters Score -2443170 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 9420 members Entering Unmasked Estep Score: -2443181.500000 Penalty: 11400.201172 Iteration 42Q: 3 clusters Score -2443182 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -2443193.500000 Penalty: 11400.201172 Iteration 43Q: 3 clusters Score -2443194 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -2443208.000000 Penalty: 11400.201172 Iteration 44Q: 3 clusters Score -2443208 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 9477 members Entering Unmasked Estep Score: -2443228.500000 Penalty: 11400.201172 Iteration 45Q: 3 clusters Score -2443228 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -2443234.250000 Penalty: 11400.201172 Iteration 46Q: 3 clusters Score -2443234 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -2443245.250000 Penalty: 11400.201172 Iteration 47Q: 3 clusters Score -2443245 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -2443245.750000 Penalty: 11400.201172 Iteration 48Q: 3 clusters Score -2443246 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -2443264.000000 Penalty: 11400.201172 Iteration 49Q: 3 clusters Score -2443264 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -2443273.500000 Penalty: 11400.201172 Iteration 50Q: 3 clusters Score -2443274 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -2443289.500000 Penalty: 11400.201172 Iteration 51Q: 3 clusters Score -2443290 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 9603 members Entering Unmasked Estep Score: -2443301.750000 Penalty: 11400.201172 Iteration 52Q: 3 clusters Score -2443302 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -2443307.250000 Penalty: 11400.201172 Iteration 53Q: 3 clusters Score -2443307 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -2443317.000000 Penalty: 11400.201172 Iteration 54Q: 3 clusters Score -2443317 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -2443318.000000 Penalty: 11400.201172 Iteration 55Q: 3 clusters Score -2443318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 9636 members Entering Unmasked Estep Score: -2443322.500000 Penalty: 11400.201172 Iteration 56Q: 3 clusters Score -2443322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -2443322.500000 Penalty: 11400.201172 Iteration 57Q: 3 clusters Score -2443322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -2443333.750000 Penalty: 11400.201172 Iteration 58Q: 3 clusters Score -2443334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -2443335.250000 Penalty: 11400.201172 Iteration 59Q: 3 clusters Score -2443335 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -2443335.500000 Penalty: 11400.201172 Iteration 60F: 3 clusters Score -2443336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -2443342.000000 Penalty: 11400.201172 Iteration 61Q: 3 clusters Score -2443342 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 9669 members Entering Unmasked Estep Score: -2443342.250000 Penalty: 11400.201172 Iteration 62Q: 3 clusters Score -2443342 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -2443345.500000 Penalty: 11400.201172 Iteration 63Q: 3 clusters Score -2443346 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -2443350.000000 Penalty: 11400.201172 Iteration 64Q: 3 clusters Score -2443350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -2443352.500000 Penalty: 11400.201172 Iteration 65Q: 3 clusters Score -2443352 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 9687 members Entering Unmasked Estep Score: -2443355.500000 Penalty: 11400.201172 Iteration 66Q: 3 clusters Score -2443356 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -2443364.500000 Penalty: 11400.201172 Iteration 67Q: 3 clusters Score -2443364 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -2443374.750000 Penalty: 11400.201172 Iteration 68Q: 3 clusters Score -2443375 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -2443374.250000 Penalty: 11400.201172 Iteration 69Q: 3 clusters Score -2443374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 9717 members Entering Unmasked Estep Score: -2443373.250000 Penalty: 11400.201172 Iteration 70Q: 3 clusters Score -2443373 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 9717 members Entering Unmasked Estep Score: -2443373.250000 Penalty: 11400.201172 Iteration 71F: 3 clusters Score -2443373 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Entering Unmasked Estep Score: -2318755.500000 Penalty: 5632.697754 Iteration 0F: 2 clusters Score -2318756 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -2308647.750000 Penalty: 11265.395508 Iteration 0F: 3 clusters Score -2308648 nChanged 3578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -2310731.500000 Penalty: 11265.395508 Iteration 1F: 3 clusters Score -2310732 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -2311225.750000 Penalty: 11265.395508 Iteration 2F: 3 clusters Score -2311226 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -2311532.250000 Penalty: 11265.395508 Iteration 3F: 3 clusters Score -2311532 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -2311790.500000 Penalty: 11265.395508 Iteration 4Q: 3 clusters Score -2311790 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -2312045.500000 Penalty: 11265.395508 Iteration 5Q: 3 clusters Score -2312046 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -2312400.500000 Penalty: 11265.395508 Iteration 6Q: 3 clusters Score -2312400 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -2312969.750000 Penalty: 11265.395508 Iteration 7F: 3 clusters Score -2312970 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -2313661.250000 Penalty: 11265.395508 Iteration 8F: 3 clusters Score -2313661 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -2314368.000000 Penalty: 11265.395508 Iteration 9F: 3 clusters Score -2314368 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -2314975.750000 Penalty: 11265.395508 Iteration 10F: 3 clusters Score -2314976 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -2315360.750000 Penalty: 11265.395508 Iteration 11Q: 3 clusters Score -2315361 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -2315607.500000 Penalty: 11265.395508 Iteration 12Q: 3 clusters Score -2315608 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -2315737.000000 Penalty: 11265.395508 Iteration 13Q: 3 clusters Score -2315737 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -2315813.750000 Penalty: 11265.395508 Iteration 14Q: 3 clusters Score -2315814 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -2315849.250000 Penalty: 11265.395508 Iteration 15Q: 3 clusters Score -2315849 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -2315877.750000 Penalty: 11265.395508 Iteration 16Q: 3 clusters Score -2315878 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -2315884.000000 Penalty: 11265.395508 Iteration 17Q: 3 clusters Score -2315884 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -2315895.250000 Penalty: 11265.395508 Iteration 18Q: 3 clusters Score -2315895 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -2315905.750000 Penalty: 11265.395508 Iteration 19Q: 3 clusters Score -2315906 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -2315907.000000 Penalty: 11265.395508 Iteration 20F: 3 clusters Score -2315907 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -2315909.750000 Penalty: 11265.395508 Iteration 21Q: 3 clusters Score -2315910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -2315914.500000 Penalty: 11265.395508 Iteration 22Q: 3 clusters Score -2315914 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -2315922.750000 Penalty: 11265.395508 Iteration 23Q: 3 clusters Score -2315923 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -2315920.250000 Penalty: 11265.395508 Iteration 24Q: 3 clusters Score -2315920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -2315926.250000 Penalty: 11265.395508 Iteration 25Q: 3 clusters Score -2315926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -2315925.500000 Penalty: 11265.395508 Iteration 26Q: 3 clusters Score -2315926 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -2315936.250000 Penalty: 11265.395508 Iteration 27Q: 3 clusters Score -2315936 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -2315931.000000 Penalty: 11265.395508 Iteration 28Q: 3 clusters Score -2315931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -2315938.000000 Penalty: 11265.395508 Iteration 29Q: 3 clusters Score -2315938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -2315938.250000 Penalty: 11265.395508 Iteration 30Q: 3 clusters Score -2315938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -2315935.500000 Penalty: 11265.395508 Iteration 31Q: 3 clusters Score -2315936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -2315935.500000 Penalty: 11265.395508 Iteration 32F: 3 clusters Score -2315936 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Entering Unmasked Estep Score: -1144143.750000 Penalty: 5196.100586 Iteration 0F: 2 clusters Score -1144144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1137089.750000 Penalty: 10392.201172 Iteration 0F: 3 clusters Score -1137090 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1138152.250000 Penalty: 10392.201172 Iteration 1F: 3 clusters Score -1138152 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -1138435.250000 Penalty: 10392.201172 Iteration 2F: 3 clusters Score -1138435 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -1138580.250000 Penalty: 10392.201172 Iteration 3Q: 3 clusters Score -1138580 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -1138680.625000 Penalty: 10392.201172 Iteration 4Q: 3 clusters Score -1138681 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1138761.000000 Penalty: 10392.201172 Iteration 5Q: 3 clusters Score -1138761 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1138824.000000 Penalty: 10392.201172 Iteration 6Q: 3 clusters Score -1138824 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1138870.500000 Penalty: 10392.201172 Iteration 7Q: 3 clusters Score -1138870 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1138904.625000 Penalty: 10392.201172 Iteration 8Q: 3 clusters Score -1138905 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -1138937.375000 Penalty: 10392.201172 Iteration 9Q: 3 clusters Score -1138937 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1138967.500000 Penalty: 10392.201172 Iteration 10Q: 3 clusters Score -1138968 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -1138989.875000 Penalty: 10392.201172 Iteration 11Q: 3 clusters Score -1138990 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1139011.500000 Penalty: 10392.201172 Iteration 12Q: 3 clusters Score -1139012 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -1139026.875000 Penalty: 10392.201172 Iteration 13Q: 3 clusters Score -1139027 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -1139045.250000 Penalty: 10392.201172 Iteration 14Q: 3 clusters Score -1139045 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1139054.625000 Penalty: 10392.201172 Iteration 15Q: 3 clusters Score -1139055 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -1139061.000000 Penalty: 10392.201172 Iteration 16Q: 3 clusters Score -1139061 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -1139070.500000 Penalty: 10392.201172 Iteration 17Q: 3 clusters Score -1139070 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -1139076.000000 Penalty: 10392.201172 Iteration 18Q: 3 clusters Score -1139076 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1139085.500000 Penalty: 10392.201172 Iteration 19Q: 3 clusters Score -1139086 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -1139090.250000 Penalty: 10392.201172 Iteration 20F: 3 clusters Score -1139090 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1139097.875000 Penalty: 10392.201172 Iteration 21Q: 3 clusters Score -1139098 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1139100.875000 Penalty: 10392.201172 Iteration 22Q: 3 clusters Score -1139101 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1139107.125000 Penalty: 10392.201172 Iteration 23Q: 3 clusters Score -1139107 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -1139106.500000 Penalty: 10392.201172 Iteration 24Q: 3 clusters Score -1139106 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1139106.625000 Penalty: 10392.201172 Iteration 25Q: 3 clusters Score -1139107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1139110.500000 Penalty: 10392.201172 Iteration 26Q: 3 clusters Score -1139110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -1139112.625000 Penalty: 10392.201172 Iteration 27Q: 3 clusters Score -1139113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1139111.750000 Penalty: 10392.201172 Iteration 28Q: 3 clusters Score -1139112 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1139113.625000 Penalty: 10392.201172 Iteration 29Q: 3 clusters Score -1139114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1139115.750000 Penalty: 10392.201172 Iteration 30Q: 3 clusters Score -1139116 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1139115.750000 Penalty: 10392.201172 Iteration 31F: 3 clusters Score -1139116 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Entering Unmasked Estep Score: -759750.500000 Penalty: 4983.258789 Iteration 0F: 2 clusters Score -759750.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -754072.562500 Penalty: 9966.517578 Iteration 0F: 3 clusters Score -754072.6 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -755326.000000 Penalty: 9966.517578 Iteration 1F: 3 clusters Score -755326 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -756482.125000 Penalty: 9966.517578 Iteration 2F: 3 clusters Score -756482.1 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -758780.562500 Penalty: 9966.517578 Iteration 3F: 3 clusters Score -758780.6 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -760838.562500 Penalty: 9966.517578 Iteration 4F: 3 clusters Score -760838.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -761393.000000 Penalty: 9966.517578 Iteration 5F: 3 clusters Score -761393 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -761521.937500 Penalty: 9966.517578 Iteration 6Q: 3 clusters Score -761521.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -761560.250000 Penalty: 9966.517578 Iteration 7Q: 3 clusters Score -761560.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -761568.062500 Penalty: 9966.517578 Iteration 8Q: 3 clusters Score -761568.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -761575.000000 Penalty: 9966.517578 Iteration 9Q: 3 clusters Score -761575 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -761578.750000 Penalty: 9966.517578 Iteration 10Q: 3 clusters Score -761578.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -761579.625000 Penalty: 9966.517578 Iteration 11Q: 3 clusters Score -761579.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -761579.625000 Penalty: 9966.517578 Iteration 12F: 3 clusters Score -761579.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82448 members Mstep: Class 3 contains 6614 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11007 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4834 members Mstep: Class 9 contains 2869 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29932 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 119229 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4475 members Mstep: Class 18 contains 43953 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18472 members Mstep: Class 21 contains 28276 members Mstep: Class 22 contains 744 members Mstep: Class 23 contains 546 members Entering Unmasked Estep Score: -101710304.000000 Penalty: 183016.156250 Splitting cluster 9 changes total score from -101710936.000000 to -101710304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (2660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Entering Unmasked Estep Score: -606460.125000 Penalty: 4830.224609 Iteration 0F: 2 clusters Score -606460.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -601073.000000 Penalty: 9660.449219 Iteration 0F: 3 clusters Score -601073 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -602214.687500 Penalty: 9660.449219 Iteration 1F: 3 clusters Score -602214.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -602875.812500 Penalty: 9660.449219 Iteration 2F: 3 clusters Score -602875.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -603940.000000 Penalty: 9660.449219 Iteration 3F: 3 clusters Score -603940 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -605043.500000 Penalty: 9660.449219 Iteration 4F: 3 clusters Score -605043.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -606424.125000 Penalty: 9660.449219 Iteration 5F: 3 clusters Score -606424.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -606920.000000 Penalty: 9660.449219 Iteration 6Q: 3 clusters Score -606920 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -607005.812500 Penalty: 9660.449219 Iteration 7Q: 3 clusters Score -607005.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -607037.750000 Penalty: 9660.449219 Iteration 8Q: 3 clusters Score -607037.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -607059.937500 Penalty: 9660.449219 Iteration 9Q: 3 clusters Score -607059.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -607075.187500 Penalty: 9660.449219 Iteration 10Q: 3 clusters Score -607075.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -607081.062500 Penalty: 9660.449219 Iteration 11Q: 3 clusters Score -607081.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -607084.250000 Penalty: 9660.449219 Iteration 12Q: 3 clusters Score -607084.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -607089.875000 Penalty: 9660.449219 Iteration 13Q: 3 clusters Score -607089.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -607095.500000 Penalty: 9660.449219 Iteration 14Q: 3 clusters Score -607095.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -607099.937500 Penalty: 9660.449219 Iteration 15Q: 3 clusters Score -607099.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -607099.937500 Penalty: 9660.449219 Iteration 16F: 3 clusters Score -607099.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82448 members Mstep: Class 3 contains 6614 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11007 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4834 members Mstep: Class 9 contains 3415 members Mstep: Class 10 contains 2113 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29932 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 119229 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4475 members Mstep: Class 18 contains 43953 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18472 members Mstep: Class 21 contains 28276 members Mstep: Class 22 contains 744 members Mstep: Class 23 contains 547 members Entering Unmasked Estep Score: -101708776.000000 Penalty: 183016.156250 Splitting cluster 10 changes total score from -101710936.000000 to -101708776.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Entering Unmasked Estep Score: -383299.250000 Penalty: 4581.416992 Iteration 0F: 2 clusters Score -383299.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -378559.031250 Penalty: 9162.833984 Iteration 0F: 3 clusters Score -378559 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -379310.031250 Penalty: 9162.833984 Iteration 1F: 3 clusters Score -379310 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -379723.281250 Penalty: 9162.833984 Iteration 2F: 3 clusters Score -379723.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -380075.125000 Penalty: 9162.833984 Iteration 3F: 3 clusters Score -380075.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -380363.531250 Penalty: 9162.833984 Iteration 4F: 3 clusters Score -380363.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -380583.062500 Penalty: 9162.833984 Iteration 5Q: 3 clusters Score -380583.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -380737.593750 Penalty: 9162.833984 Iteration 6Q: 3 clusters Score -380737.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -380904.781250 Penalty: 9162.833984 Iteration 7Q: 3 clusters Score -380904.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -381050.062500 Penalty: 9162.833984 Iteration 8Q: 3 clusters Score -381050.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -381211.687500 Penalty: 9162.833984 Iteration 9Q: 3 clusters Score -381211.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -381318.281250 Penalty: 9162.833984 Iteration 10Q: 3 clusters Score -381318.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -381396.718750 Penalty: 9162.833984 Iteration 11Q: 3 clusters Score -381396.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -381455.843750 Penalty: 9162.833984 Iteration 12Q: 3 clusters Score -381455.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -381488.843750 Penalty: 9162.833984 Iteration 13Q: 3 clusters Score -381488.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -381526.687500 Penalty: 9162.833984 Iteration 14Q: 3 clusters Score -381526.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -381547.468750 Penalty: 9162.833984 Iteration 15Q: 3 clusters Score -381547.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -381568.906250 Penalty: 9162.833984 Iteration 16Q: 3 clusters Score -381568.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -381586.312500 Penalty: 9162.833984 Iteration 17Q: 3 clusters Score -381586.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -381599.593750 Penalty: 9162.833984 Iteration 18Q: 3 clusters Score -381599.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -381606.343750 Penalty: 9162.833984 Iteration 19Q: 3 clusters Score -381606.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -381613.375000 Penalty: 9162.833984 Iteration 20F: 3 clusters Score -381613.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -381617.125000 Penalty: 9162.833984 Iteration 21Q: 3 clusters Score -381617.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -381620.125000 Penalty: 9162.833984 Iteration 22Q: 3 clusters Score -381620.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -381622.375000 Penalty: 9162.833984 Iteration 23Q: 3 clusters Score -381622.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -381625.812500 Penalty: 9162.833984 Iteration 24Q: 3 clusters Score -381625.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -381628.750000 Penalty: 9162.833984 Iteration 25Q: 3 clusters Score -381628.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -381630.718750 Penalty: 9162.833984 Iteration 26Q: 3 clusters Score -381630.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -381630.718750 Penalty: 9162.833984 Iteration 27F: 3 clusters Score -381630.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (29932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29932 members Entering Unmasked Estep Score: -6940497.000000 Penalty: 6312.843750 Iteration 0F: 2 clusters Score -6940497 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15110 members Mstep: Class 2 contains 14822 members Entering Unmasked Estep Score: -6917725.500000 Penalty: 12625.687500 Iteration 0F: 3 clusters Score -6917726 nChanged 12633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15699 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -6924351.000000 Penalty: 12625.687500 Iteration 1F: 3 clusters Score -6924351 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16167 members Mstep: Class 2 contains 13765 members Entering Unmasked Estep Score: -6925221.500000 Penalty: 12625.687500 Iteration 2F: 3 clusters Score -6925222 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 13194 members Entering Unmasked Estep Score: -6926093.500000 Penalty: 12625.687500 Iteration 3F: 3 clusters Score -6926094 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17414 members Mstep: Class 2 contains 12518 members Entering Unmasked Estep Score: -6926975.500000 Penalty: 12625.687500 Iteration 4Q: 3 clusters Score -6926976 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18153 members Mstep: Class 2 contains 11779 members Entering Unmasked Estep Score: -6927782.500000 Penalty: 12625.687500 Iteration 5Q: 3 clusters Score -6927782 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18898 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -6928521.000000 Penalty: 12625.687500 Iteration 6Q: 3 clusters Score -6928521 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19624 members Mstep: Class 2 contains 10308 members Entering Unmasked Estep Score: -6929156.500000 Penalty: 12625.687500 Iteration 7Q: 3 clusters Score -6929156 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20455 members Mstep: Class 2 contains 9477 members Entering Unmasked Estep Score: -6929855.000000 Penalty: 12625.687500 Iteration 8Q: 3 clusters Score -6929855 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21344 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -6930558.500000 Penalty: 12625.687500 Iteration 9Q: 3 clusters Score -6930558 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22222 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -6931223.500000 Penalty: 12625.687500 Iteration 10Q: 3 clusters Score -6931224 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23069 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -6931839.500000 Penalty: 12625.687500 Iteration 11Q: 3 clusters Score -6931840 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23851 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -6932400.500000 Penalty: 12625.687500 Iteration 12Q: 3 clusters Score -6932400 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24538 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -6932984.000000 Penalty: 12625.687500 Iteration 13Q: 3 clusters Score -6932984 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25112 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -6933539.500000 Penalty: 12625.687500 Iteration 14Q: 3 clusters Score -6933540 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25576 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -6933971.000000 Penalty: 12625.687500 Iteration 15Q: 3 clusters Score -6933971 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25939 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -6934315.500000 Penalty: 12625.687500 Iteration 16Q: 3 clusters Score -6934316 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26220 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -6934583.500000 Penalty: 12625.687500 Iteration 17Q: 3 clusters Score -6934584 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26414 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -6934822.000000 Penalty: 12625.687500 Iteration 18Q: 3 clusters Score -6934822 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26545 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -6934993.000000 Penalty: 12625.687500 Iteration 19Q: 3 clusters Score -6934993 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26617 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -6935081.500000 Penalty: 12625.687500 Iteration 20F: 3 clusters Score -6935082 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26683 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -6935155.000000 Penalty: 12625.687500 Iteration 21Q: 3 clusters Score -6935155 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26730 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -6935217.500000 Penalty: 12625.687500 Iteration 22Q: 3 clusters Score -6935218 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26755 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -6935296.500000 Penalty: 12625.687500 Iteration 23Q: 3 clusters Score -6935296 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26744 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -6935341.500000 Penalty: 12625.687500 Iteration 24Q: 3 clusters Score -6935342 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26739 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -6935409.500000 Penalty: 12625.687500 Iteration 25Q: 3 clusters Score -6935410 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26732 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -6935448.000000 Penalty: 12625.687500 Iteration 26Q: 3 clusters Score -6935448 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26715 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -6935462.500000 Penalty: 12625.687500 Iteration 27Q: 3 clusters Score -6935462 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -6935515.500000 Penalty: 12625.687500 Iteration 28Q: 3 clusters Score -6935516 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26714 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -6935548.500000 Penalty: 12625.687500 Iteration 29Q: 3 clusters Score -6935548 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26704 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -6935598.500000 Penalty: 12625.687500 Iteration 30Q: 3 clusters Score -6935598 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26703 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -6935642.500000 Penalty: 12625.687500 Iteration 31Q: 3 clusters Score -6935642 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26679 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -6935688.500000 Penalty: 12625.687500 Iteration 32Q: 3 clusters Score -6935688 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -6935734.000000 Penalty: 12625.687500 Iteration 33Q: 3 clusters Score -6935734 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26604 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -6935784.500000 Penalty: 12625.687500 Iteration 34Q: 3 clusters Score -6935784 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26558 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -6935822.500000 Penalty: 12625.687500 Iteration 35Q: 3 clusters Score -6935822 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26527 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -6935887.000000 Penalty: 12625.687500 Iteration 36Q: 3 clusters Score -6935887 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26475 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -6935952.500000 Penalty: 12625.687500 Iteration 37Q: 3 clusters Score -6935952 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26425 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -6936052.000000 Penalty: 12625.687500 Iteration 38Q: 3 clusters Score -6936052 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26381 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -6936126.000000 Penalty: 12625.687500 Iteration 39Q: 3 clusters Score -6936126 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26320 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -6936209.500000 Penalty: 12625.687500 Iteration 40F: 3 clusters Score -6936210 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26263 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -6936307.500000 Penalty: 12625.687500 Iteration 41Q: 3 clusters Score -6936308 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26216 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -6936397.000000 Penalty: 12625.687500 Iteration 42Q: 3 clusters Score -6936397 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26163 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -6936500.500000 Penalty: 12625.687500 Iteration 43Q: 3 clusters Score -6936500 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26105 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -6936581.000000 Penalty: 12625.687500 Iteration 44Q: 3 clusters Score -6936581 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26063 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -6936661.500000 Penalty: 12625.687500 Iteration 45Q: 3 clusters Score -6936662 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26037 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -6936750.500000 Penalty: 12625.687500 Iteration 46Q: 3 clusters Score -6936750 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26021 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -6936805.000000 Penalty: 12625.687500 Iteration 47Q: 3 clusters Score -6936805 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26024 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -6936853.000000 Penalty: 12625.687500 Iteration 48Q: 3 clusters Score -6936853 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26037 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -6936901.500000 Penalty: 12625.687500 Iteration 49Q: 3 clusters Score -6936902 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26048 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -6936968.000000 Penalty: 12625.687500 Iteration 50Q: 3 clusters Score -6936968 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26071 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -6937060.500000 Penalty: 12625.687500 Iteration 51Q: 3 clusters Score -6937060 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26098 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -6937132.500000 Penalty: 12625.687500 Iteration 52Q: 3 clusters Score -6937132 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26118 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -6937229.500000 Penalty: 12625.687500 Iteration 53Q: 3 clusters Score -6937230 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26156 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -6937291.000000 Penalty: 12625.687500 Iteration 54Q: 3 clusters Score -6937291 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26182 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -6937378.000000 Penalty: 12625.687500 Iteration 55Q: 3 clusters Score -6937378 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26224 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -6937436.500000 Penalty: 12625.687500 Iteration 56Q: 3 clusters Score -6937436 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26242 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -6937465.000000 Penalty: 12625.687500 Iteration 57Q: 3 clusters Score -6937465 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26254 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -6937498.000000 Penalty: 12625.687500 Iteration 58Q: 3 clusters Score -6937498 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26259 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -6937506.000000 Penalty: 12625.687500 Iteration 59Q: 3 clusters Score -6937506 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26267 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -6937490.000000 Penalty: 12625.687500 Iteration 60F: 3 clusters Score -6937490 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26275 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -6937502.500000 Penalty: 12625.687500 Iteration 61Q: 3 clusters Score -6937502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26282 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -6937522.500000 Penalty: 12625.687500 Iteration 62Q: 3 clusters Score -6937522 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26290 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -6937532.500000 Penalty: 12625.687500 Iteration 63Q: 3 clusters Score -6937532 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26290 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -6937538.000000 Penalty: 12625.687500 Iteration 64Q: 3 clusters Score -6937538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26290 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -6937535.000000 Penalty: 12625.687500 Iteration 65Q: 3 clusters Score -6937535 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26293 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -6937542.500000 Penalty: 12625.687500 Iteration 66Q: 3 clusters Score -6937542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26297 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -6937545.500000 Penalty: 12625.687500 Iteration 67Q: 3 clusters Score -6937546 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26298 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -6937539.000000 Penalty: 12625.687500 Iteration 68Q: 3 clusters Score -6937539 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26301 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -6937537.500000 Penalty: 12625.687500 Iteration 69Q: 3 clusters Score -6937538 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26305 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -6937539.000000 Penalty: 12625.687500 Iteration 70Q: 3 clusters Score -6937539 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26307 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -6937539.500000 Penalty: 12625.687500 Iteration 71Q: 3 clusters Score -6937540 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26306 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -6937543.000000 Penalty: 12625.687500 Iteration 72Q: 3 clusters Score -6937543 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26306 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -6937543.000000 Penalty: 12625.687500 Iteration 73F: 3 clusters Score -6937543 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Entering Unmasked Estep Score: -139376.203125 Penalty: 4004.610596 Iteration 0F: 2 clusters Score -139376.2 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 339 members Entering Unmasked Estep Score: -135846.859375 Penalty: 8009.221191 Iteration 0F: 3 clusters Score -135846.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -136264.671875 Penalty: 8009.221191 Iteration 1F: 3 clusters Score -136264.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -136541.328125 Penalty: 8009.221191 Iteration 2F: 3 clusters Score -136541.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -136661.093750 Penalty: 8009.221191 Iteration 3Q: 3 clusters Score -136661.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -136737.781250 Penalty: 8009.221191 Iteration 4Q: 3 clusters Score -136737.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -136785.984375 Penalty: 8009.221191 Iteration 5Q: 3 clusters Score -136786 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -136827.593750 Penalty: 8009.221191 Iteration 6Q: 3 clusters Score -136827.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -136856.375000 Penalty: 8009.221191 Iteration 7Q: 3 clusters Score -136856.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -136882.062500 Penalty: 8009.221191 Iteration 8Q: 3 clusters Score -136882.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -136888.671875 Penalty: 8009.221191 Iteration 9Q: 3 clusters Score -136888.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -136921.343750 Penalty: 8009.221191 Iteration 10Q: 3 clusters Score -136921.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -137014.015625 Penalty: 8009.221191 Iteration 11Q: 3 clusters Score -137014 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -137046.359375 Penalty: 8009.221191 Iteration 12Q: 3 clusters Score -137046.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -137065.875000 Penalty: 8009.221191 Iteration 13Q: 3 clusters Score -137065.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -137071.328125 Penalty: 8009.221191 Iteration 14Q: 3 clusters Score -137071.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -137076.109375 Penalty: 8009.221191 Iteration 15Q: 3 clusters Score -137076.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -137086.515625 Penalty: 8009.221191 Iteration 16Q: 3 clusters Score -137086.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -137094.500000 Penalty: 8009.221191 Iteration 17Q: 3 clusters Score -137094.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -137094.500000 Penalty: 8009.221191 Iteration 18F: 3 clusters Score -137094.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (39936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39936 members Entering Unmasked Estep Score: -9336118.000000 Penalty: 6489.458008 Iteration 0F: 2 clusters Score -9336118 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20025 members Mstep: Class 2 contains 19911 members Entering Unmasked Estep Score: -9307036.000000 Penalty: 12978.916016 Iteration 0F: 3 clusters Score -9307036 nChanged 17210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20317 members Mstep: Class 2 contains 19619 members Entering Unmasked Estep Score: -9316708.000000 Penalty: 12978.916016 Iteration 1F: 3 clusters Score -9316708 nChanged 2536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20527 members Mstep: Class 2 contains 19409 members Entering Unmasked Estep Score: -9318363.000000 Penalty: 12978.916016 Iteration 2F: 3 clusters Score -9318363 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21006 members Mstep: Class 2 contains 18930 members Entering Unmasked Estep Score: -9320312.000000 Penalty: 12978.916016 Iteration 3F: 3 clusters Score -9320312 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21813 members Mstep: Class 2 contains 18123 members Entering Unmasked Estep Score: -9322690.000000 Penalty: 12978.916016 Iteration 4F: 3 clusters Score -9322690 nChanged 3085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23006 members Mstep: Class 2 contains 16930 members Entering Unmasked Estep Score: -9325848.000000 Penalty: 12978.916016 Iteration 5F: 3 clusters Score -9325848 nChanged 3223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24355 members Mstep: Class 2 contains 15581 members Entering Unmasked Estep Score: -9329520.000000 Penalty: 12978.916016 Iteration 6F: 3 clusters Score -9329520 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25372 members Mstep: Class 2 contains 14564 members Entering Unmasked Estep Score: -9332299.000000 Penalty: 12978.916016 Iteration 7F: 3 clusters Score -9332299 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25802 members Mstep: Class 2 contains 14134 members Entering Unmasked Estep Score: -9333563.000000 Penalty: 12978.916016 Iteration 8Q: 3 clusters Score -9333563 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25965 members Mstep: Class 2 contains 13971 members Entering Unmasked Estep Score: -9334031.000000 Penalty: 12978.916016 Iteration 9Q: 3 clusters Score -9334031 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26024 members Mstep: Class 2 contains 13912 members Entering Unmasked Estep Score: -9334243.000000 Penalty: 12978.916016 Iteration 10Q: 3 clusters Score -9334243 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26064 members Mstep: Class 2 contains 13872 members Entering Unmasked Estep Score: -9334351.000000 Penalty: 12978.916016 Iteration 11Q: 3 clusters Score -9334351 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26065 members Mstep: Class 2 contains 13871 members Entering Unmasked Estep Score: -9334411.000000 Penalty: 12978.916016 Iteration 12Q: 3 clusters Score -9334411 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26055 members Mstep: Class 2 contains 13881 members Entering Unmasked Estep Score: -9334432.000000 Penalty: 12978.916016 Iteration 13Q: 3 clusters Score -9334432 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26029 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -9334453.000000 Penalty: 12978.916016 Iteration 14Q: 3 clusters Score -9334453 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26009 members Mstep: Class 2 contains 13927 members Entering Unmasked Estep Score: -9334478.000000 Penalty: 12978.916016 Iteration 15Q: 3 clusters Score -9334478 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26002 members Mstep: Class 2 contains 13934 members Entering Unmasked Estep Score: -9334478.000000 Penalty: 12978.916016 Iteration 16Q: 3 clusters Score -9334478 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26002 members Mstep: Class 2 contains 13934 members Entering Unmasked Estep Score: -9334496.000000 Penalty: 12978.916016 Iteration 17Q: 3 clusters Score -9334496 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26010 members Mstep: Class 2 contains 13926 members Entering Unmasked Estep Score: -9334495.000000 Penalty: 12978.916016 Iteration 18Q: 3 clusters Score -9334495 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26004 members Mstep: Class 2 contains 13932 members Entering Unmasked Estep Score: -9334500.000000 Penalty: 12978.916016 Iteration 19Q: 3 clusters Score -9334500 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26006 members Mstep: Class 2 contains 13930 members Entering Unmasked Estep Score: -9334511.000000 Penalty: 12978.916016 Iteration 20F: 3 clusters Score -9334511 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26000 members Mstep: Class 2 contains 13936 members Entering Unmasked Estep Score: -9334511.000000 Penalty: 12978.916016 Iteration 21Q: 3 clusters Score -9334511 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25986 members Mstep: Class 2 contains 13950 members Entering Unmasked Estep Score: -9334516.000000 Penalty: 12978.916016 Iteration 22Q: 3 clusters Score -9334516 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25975 members Mstep: Class 2 contains 13961 members Entering Unmasked Estep Score: -9334523.000000 Penalty: 12978.916016 Iteration 23Q: 3 clusters Score -9334523 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25967 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -9334526.000000 Penalty: 12978.916016 Iteration 24Q: 3 clusters Score -9334526 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25962 members Mstep: Class 2 contains 13974 members Entering Unmasked Estep Score: -9334537.000000 Penalty: 12978.916016 Iteration 25Q: 3 clusters Score -9334537 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25958 members Mstep: Class 2 contains 13978 members Entering Unmasked Estep Score: -9334529.000000 Penalty: 12978.916016 Iteration 26Q: 3 clusters Score -9334529 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25951 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -9334534.000000 Penalty: 12978.916016 Iteration 27Q: 3 clusters Score -9334534 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25941 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -9334528.000000 Penalty: 12978.916016 Iteration 28Q: 3 clusters Score -9334528 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25938 members Mstep: Class 2 contains 13998 members Entering Unmasked Estep Score: -9334530.000000 Penalty: 12978.916016 Iteration 29Q: 3 clusters Score -9334530 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25926 members Mstep: Class 2 contains 14010 members Entering Unmasked Estep Score: -9334524.000000 Penalty: 12978.916016 Iteration 30Q: 3 clusters Score -9334524 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25918 members Mstep: Class 2 contains 14018 members Entering Unmasked Estep Score: -9334513.000000 Penalty: 12978.916016 Iteration 31Q: 3 clusters Score -9334513 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25917 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -9334520.000000 Penalty: 12978.916016 Iteration 32Q: 3 clusters Score -9334520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25912 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -9334527.000000 Penalty: 12978.916016 Iteration 33Q: 3 clusters Score -9334527 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25909 members Mstep: Class 2 contains 14027 members Entering Unmasked Estep Score: -9334526.000000 Penalty: 12978.916016 Iteration 34Q: 3 clusters Score -9334526 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25906 members Mstep: Class 2 contains 14030 members Entering Unmasked Estep Score: -9334519.000000 Penalty: 12978.916016 Iteration 35Q: 3 clusters Score -9334519 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25908 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -9334525.000000 Penalty: 12978.916016 Iteration 36Q: 3 clusters Score -9334525 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25907 members Mstep: Class 2 contains 14029 members Entering Unmasked Estep Score: -9334521.000000 Penalty: 12978.916016 Iteration 37Q: 3 clusters Score -9334521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25908 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -9334515.000000 Penalty: 12978.916016 Iteration 38Q: 3 clusters Score -9334515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25909 members Mstep: Class 2 contains 14027 members Entering Unmasked Estep Score: -9334522.000000 Penalty: 12978.916016 Iteration 39Q: 3 clusters Score -9334522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25909 members Mstep: Class 2 contains 14027 members Entering Unmasked Estep Score: -9334522.000000 Penalty: 12978.916016 Iteration 40F: 3 clusters Score -9334522 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (119229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119229 members Entering Unmasked Estep Score: -28059098.000000 Penalty: 7159.390625 Iteration 0F: 2 clusters Score -2.80591e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59581 members Mstep: Class 2 contains 59648 members Entering Unmasked Estep Score: -27979716.000000 Penalty: 14318.781250 Iteration 0F: 3 clusters Score -2.797972e+07 nChanged 54665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59536 members Mstep: Class 2 contains 59693 members Entering Unmasked Estep Score: -28009708.000000 Penalty: 14318.781250 Iteration 1F: 3 clusters Score -2.800971e+07 nChanged 4395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59491 members Mstep: Class 2 contains 59738 members Entering Unmasked Estep Score: -28010756.000000 Penalty: 14318.781250 Iteration 2Q: 3 clusters Score -2.801076e+07 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59468 members Mstep: Class 2 contains 59761 members Entering Unmasked Estep Score: -28011526.000000 Penalty: 14318.781250 Iteration 3Q: 3 clusters Score -2.801153e+07 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59371 members Mstep: Class 2 contains 59858 members Entering Unmasked Estep Score: -28012468.000000 Penalty: 14318.781250 Iteration 4Q: 3 clusters Score -2.801247e+07 nChanged 3507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59110 members Mstep: Class 2 contains 60119 members Entering Unmasked Estep Score: -28013352.000000 Penalty: 14318.781250 Iteration 5Q: 3 clusters Score -2.801335e+07 nChanged 3355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58857 members Mstep: Class 2 contains 60372 members Entering Unmasked Estep Score: -28014194.000000 Penalty: 14318.781250 Iteration 6Q: 3 clusters Score -2.801419e+07 nChanged 3276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58513 members Mstep: Class 2 contains 60716 members Entering Unmasked Estep Score: -28015114.000000 Penalty: 14318.781250 Iteration 7Q: 3 clusters Score -2.801511e+07 nChanged 3312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58087 members Mstep: Class 2 contains 61142 members Entering Unmasked Estep Score: -28015844.000000 Penalty: 14318.781250 Iteration 8Q: 3 clusters Score -2.801584e+07 nChanged 3394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57525 members Mstep: Class 2 contains 61704 members Entering Unmasked Estep Score: -28016840.000000 Penalty: 14318.781250 Iteration 9Q: 3 clusters Score -2.801684e+07 nChanged 3593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56724 members Mstep: Class 2 contains 62505 members Entering Unmasked Estep Score: -28017998.000000 Penalty: 14318.781250 Iteration 10Q: 3 clusters Score -2.8018e+07 nChanged 3808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55722 members Mstep: Class 2 contains 63507 members Entering Unmasked Estep Score: -28019218.000000 Penalty: 14318.781250 Iteration 11Q: 3 clusters Score -2.801922e+07 nChanged 3977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54293 members Mstep: Class 2 contains 64936 members Entering Unmasked Estep Score: -28020626.000000 Penalty: 14318.781250 Iteration 12Q: 3 clusters Score -2.802063e+07 nChanged 4337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52396 members Mstep: Class 2 contains 66833 members Entering Unmasked Estep Score: -28022214.000000 Penalty: 14318.781250 Iteration 13Q: 3 clusters Score -2.802221e+07 nChanged 4672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49982 members Mstep: Class 2 contains 69247 members Entering Unmasked Estep Score: -28024518.000000 Penalty: 14318.781250 Iteration 14Q: 3 clusters Score -2.802452e+07 nChanged 4820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47082 members Mstep: Class 2 contains 72147 members Entering Unmasked Estep Score: -28026702.000000 Penalty: 14318.781250 Iteration 15Q: 3 clusters Score -2.80267e+07 nChanged 5085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43685 members Mstep: Class 2 contains 75544 members Entering Unmasked Estep Score: -28029454.000000 Penalty: 14318.781250 Iteration 16Q: 3 clusters Score -2.802945e+07 nChanged 5072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39983 members Mstep: Class 2 contains 79246 members Entering Unmasked Estep Score: -28032114.000000 Penalty: 14318.781250 Iteration 17Q: 3 clusters Score -2.803211e+07 nChanged 4957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36138 members Mstep: Class 2 contains 83091 members Entering Unmasked Estep Score: -28034460.000000 Penalty: 14318.781250 Iteration 18Q: 3 clusters Score -2.803446e+07 nChanged 4579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32347 members Mstep: Class 2 contains 86882 members Entering Unmasked Estep Score: -28036842.000000 Penalty: 14318.781250 Iteration 19Q: 3 clusters Score -2.803684e+07 nChanged 3988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28797 members Mstep: Class 2 contains 90432 members Entering Unmasked Estep Score: -28038774.000000 Penalty: 14318.781250 Iteration 20F: 3 clusters Score -2.803877e+07 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25459 members Mstep: Class 2 contains 93770 members Entering Unmasked Estep Score: -28040366.000000 Penalty: 14318.781250 Iteration 21Q: 3 clusters Score -2.804037e+07 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22251 members Mstep: Class 2 contains 96978 members Entering Unmasked Estep Score: -28042114.000000 Penalty: 14318.781250 Iteration 22Q: 3 clusters Score -2.804211e+07 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19139 members Mstep: Class 2 contains 100090 members Entering Unmasked Estep Score: -28043776.000000 Penalty: 14318.781250 Iteration 23Q: 3 clusters Score -2.804378e+07 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 102985 members Entering Unmasked Estep Score: -28045100.000000 Penalty: 14318.781250 Iteration 24Q: 3 clusters Score -2.80451e+07 nChanged 2725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13527 members Mstep: Class 2 contains 105702 members Entering Unmasked Estep Score: -28046430.000000 Penalty: 14318.781250 Iteration 25Q: 3 clusters Score -2.804643e+07 nChanged 2518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 108208 members Entering Unmasked Estep Score: -28047700.000000 Penalty: 14318.781250 Iteration 26Q: 3 clusters Score -2.80477e+07 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 110397 members Entering Unmasked Estep Score: -28048812.000000 Penalty: 14318.781250 Iteration 27Q: 3 clusters Score -2.804881e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 112224 members Entering Unmasked Estep Score: -28049810.000000 Penalty: 14318.781250 Iteration 28Q: 3 clusters Score -2.804981e+07 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 113697 members Entering Unmasked Estep Score: -28050662.000000 Penalty: 14318.781250 Iteration 29Q: 3 clusters Score -2.805066e+07 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 114871 members Entering Unmasked Estep Score: -28051250.000000 Penalty: 14318.781250 Iteration 30Q: 3 clusters Score -2.805125e+07 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 115757 members Entering Unmasked Estep Score: -28051742.000000 Penalty: 14318.781250 Iteration 31Q: 3 clusters Score -2.805174e+07 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 116361 members Entering Unmasked Estep Score: -28052044.000000 Penalty: 14318.781250 Iteration 32Q: 3 clusters Score -2.805204e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 116765 members Entering Unmasked Estep Score: -28052318.000000 Penalty: 14318.781250 Iteration 33Q: 3 clusters Score -2.805232e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 117051 members Entering Unmasked Estep Score: -28052460.000000 Penalty: 14318.781250 Iteration 34Q: 3 clusters Score -2.805246e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 117255 members Entering Unmasked Estep Score: -28052614.000000 Penalty: 14318.781250 Iteration 35Q: 3 clusters Score -2.805261e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 117401 members Entering Unmasked Estep Score: -28052676.000000 Penalty: 14318.781250 Iteration 36Q: 3 clusters Score -2.805268e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 117506 members Entering Unmasked Estep Score: -28052744.000000 Penalty: 14318.781250 Iteration 37Q: 3 clusters Score -2.805274e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 117584 members Entering Unmasked Estep Score: -28052758.000000 Penalty: 14318.781250 Iteration 38Q: 3 clusters Score -2.805276e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 117637 members Entering Unmasked Estep Score: -28052834.000000 Penalty: 14318.781250 Iteration 39Q: 3 clusters Score -2.805283e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 117683 members Entering Unmasked Estep Score: -28052826.000000 Penalty: 14318.781250 Iteration 40F: 3 clusters Score -2.805283e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 117722 members Entering Unmasked Estep Score: -28052852.000000 Penalty: 14318.781250 Iteration 41Q: 3 clusters Score -2.805285e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 117749 members Entering Unmasked Estep Score: -28052876.000000 Penalty: 14318.781250 Iteration 42Q: 3 clusters Score -2.805288e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 117781 members Entering Unmasked Estep Score: -28052902.000000 Penalty: 14318.781250 Iteration 43Q: 3 clusters Score -2.80529e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 117803 members Entering Unmasked Estep Score: -28052922.000000 Penalty: 14318.781250 Iteration 44Q: 3 clusters Score -2.805292e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 117825 members Entering Unmasked Estep Score: -28052986.000000 Penalty: 14318.781250 Iteration 45Q: 3 clusters Score -2.805299e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 117842 members Entering Unmasked Estep Score: -28052990.000000 Penalty: 14318.781250 Iteration 46Q: 3 clusters Score -2.805299e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 117863 members Entering Unmasked Estep Score: -28052986.000000 Penalty: 14318.781250 Iteration 47Q: 3 clusters Score -2.805299e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 117881 members Entering Unmasked Estep Score: -28052994.000000 Penalty: 14318.781250 Iteration 48Q: 3 clusters Score -2.805299e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 117891 members Entering Unmasked Estep Score: -28053004.000000 Penalty: 14318.781250 Iteration 49Q: 3 clusters Score -2.8053e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 117899 members Entering Unmasked Estep Score: -28053028.000000 Penalty: 14318.781250 Iteration 50Q: 3 clusters Score -2.805303e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 117907 members Entering Unmasked Estep Score: -28053026.000000 Penalty: 14318.781250 Iteration 51Q: 3 clusters Score -2.805303e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 117910 members Entering Unmasked Estep Score: -28053064.000000 Penalty: 14318.781250 Iteration 52Q: 3 clusters Score -2.805306e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 117915 members Entering Unmasked Estep Score: -28053048.000000 Penalty: 14318.781250 Iteration 53Q: 3 clusters Score -2.805305e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 117920 members Entering Unmasked Estep Score: -28053066.000000 Penalty: 14318.781250 Iteration 54Q: 3 clusters Score -2.805307e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 117924 members Entering Unmasked Estep Score: -28053088.000000 Penalty: 14318.781250 Iteration 55Q: 3 clusters Score -2.805309e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 117928 members Entering Unmasked Estep Score: -28053096.000000 Penalty: 14318.781250 Iteration 56Q: 3 clusters Score -2.80531e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 117934 members Entering Unmasked Estep Score: -28053100.000000 Penalty: 14318.781250 Iteration 57Q: 3 clusters Score -2.80531e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 117939 members Entering Unmasked Estep Score: -28053112.000000 Penalty: 14318.781250 Iteration 58Q: 3 clusters Score -2.805311e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 117941 members Entering Unmasked Estep Score: -28053118.000000 Penalty: 14318.781250 Iteration 59Q: 3 clusters Score -2.805312e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 117942 members Entering Unmasked Estep Score: -28053110.000000 Penalty: 14318.781250 Iteration 60F: 3 clusters Score -2.805311e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 117943 members Entering Unmasked Estep Score: -28053126.000000 Penalty: 14318.781250 Iteration 61Q: 3 clusters Score -2.805313e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 117943 members Entering Unmasked Estep Score: -28053126.000000 Penalty: 14318.781250 Iteration 62F: 3 clusters Score -2.805313e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Entering Unmasked Estep Score: -180146.953125 Penalty: 4113.914062 Iteration 0F: 2 clusters Score -180147 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 409 members Entering Unmasked Estep Score: -176360.843750 Penalty: 8227.828125 Iteration 0F: 3 clusters Score -176360.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -176738.343750 Penalty: 8227.828125 Iteration 1F: 3 clusters Score -176738.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -176882.000000 Penalty: 8227.828125 Iteration 2Q: 3 clusters Score -176882 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -177033.953125 Penalty: 8227.828125 Iteration 3Q: 3 clusters Score -177034 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -177123.921875 Penalty: 8227.828125 Iteration 4Q: 3 clusters Score -177123.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -177195.578125 Penalty: 8227.828125 Iteration 5Q: 3 clusters Score -177195.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -177215.406250 Penalty: 8227.828125 Iteration 6Q: 3 clusters Score -177215.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -177224.703125 Penalty: 8227.828125 Iteration 7Q: 3 clusters Score -177224.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -177231.109375 Penalty: 8227.828125 Iteration 8Q: 3 clusters Score -177231.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -177238.546875 Penalty: 8227.828125 Iteration 9Q: 3 clusters Score -177238.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -177244.281250 Penalty: 8227.828125 Iteration 10Q: 3 clusters Score -177244.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -177247.453125 Penalty: 8227.828125 Iteration 11Q: 3 clusters Score -177247.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -177250.015625 Penalty: 8227.828125 Iteration 12Q: 3 clusters Score -177250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -177250.015625 Penalty: 8227.828125 Iteration 13F: 3 clusters Score -177250 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Entering Unmasked Estep Score: -1040029.875000 Penalty: 5148.834961 Iteration 0F: 2 clusters Score -1040030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1033319.687500 Penalty: 10297.669922 Iteration 0F: 3 clusters Score -1033320 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -1034345.937500 Penalty: 10297.669922 Iteration 1F: 3 clusters Score -1034346 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1034638.000000 Penalty: 10297.669922 Iteration 2F: 3 clusters Score -1034638 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -1034778.562500 Penalty: 10297.669922 Iteration 3Q: 3 clusters Score -1034779 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1034883.500000 Penalty: 10297.669922 Iteration 4Q: 3 clusters Score -1034884 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -1034959.687500 Penalty: 10297.669922 Iteration 5Q: 3 clusters Score -1034960 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -1035020.125000 Penalty: 10297.669922 Iteration 6Q: 3 clusters Score -1035020 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1035076.375000 Penalty: 10297.669922 Iteration 7Q: 3 clusters Score -1035076 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -1035121.312500 Penalty: 10297.669922 Iteration 8Q: 3 clusters Score -1035121 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1035158.000000 Penalty: 10297.669922 Iteration 9Q: 3 clusters Score -1035158 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -1035190.500000 Penalty: 10297.669922 Iteration 10Q: 3 clusters Score -1035190 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1035229.625000 Penalty: 10297.669922 Iteration 11Q: 3 clusters Score -1035230 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1035260.187500 Penalty: 10297.669922 Iteration 12Q: 3 clusters Score -1035260 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1035299.625000 Penalty: 10297.669922 Iteration 13Q: 3 clusters Score -1035300 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -1035349.125000 Penalty: 10297.669922 Iteration 14Q: 3 clusters Score -1035349 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1035409.125000 Penalty: 10297.669922 Iteration 15Q: 3 clusters Score -1035409 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -1035499.750000 Penalty: 10297.669922 Iteration 16Q: 3 clusters Score -1035500 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -1035623.812500 Penalty: 10297.669922 Iteration 17Q: 3 clusters Score -1035624 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1035727.250000 Penalty: 10297.669922 Iteration 18Q: 3 clusters Score -1035727 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1035795.437500 Penalty: 10297.669922 Iteration 19Q: 3 clusters Score -1035795 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1035837.562500 Penalty: 10297.669922 Iteration 20F: 3 clusters Score -1035838 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -1035862.312500 Penalty: 10297.669922 Iteration 21Q: 3 clusters Score -1035862 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1035879.000000 Penalty: 10297.669922 Iteration 22Q: 3 clusters Score -1035879 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -1035889.500000 Penalty: 10297.669922 Iteration 23Q: 3 clusters Score -1035890 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -1035897.875000 Penalty: 10297.669922 Iteration 24Q: 3 clusters Score -1035898 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1035904.375000 Penalty: 10297.669922 Iteration 25Q: 3 clusters Score -1035904 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1035910.000000 Penalty: 10297.669922 Iteration 26Q: 3 clusters Score -1035910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -1035916.312500 Penalty: 10297.669922 Iteration 27Q: 3 clusters Score -1035916 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1035920.937500 Penalty: 10297.669922 Iteration 28Q: 3 clusters Score -1035921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1035927.312500 Penalty: 10297.669922 Iteration 29Q: 3 clusters Score -1035927 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1035931.437500 Penalty: 10297.669922 Iteration 30Q: 3 clusters Score -1035931 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1035940.312500 Penalty: 10297.669922 Iteration 31Q: 3 clusters Score -1035940 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -1035946.250000 Penalty: 10297.669922 Iteration 32Q: 3 clusters Score -1035946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1035952.750000 Penalty: 10297.669922 Iteration 33Q: 3 clusters Score -1035953 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -1035962.687500 Penalty: 10297.669922 Iteration 34Q: 3 clusters Score -1035963 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1035971.687500 Penalty: 10297.669922 Iteration 35Q: 3 clusters Score -1035972 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1035977.375000 Penalty: 10297.669922 Iteration 36Q: 3 clusters Score -1035977 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1035981.812500 Penalty: 10297.669922 Iteration 37Q: 3 clusters Score -1035982 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1035984.562500 Penalty: 10297.669922 Iteration 38Q: 3 clusters Score -1035985 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1035989.437500 Penalty: 10297.669922 Iteration 39Q: 3 clusters Score -1035989 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1035996.812500 Penalty: 10297.669922 Iteration 40F: 3 clusters Score -1035997 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1036000.437500 Penalty: 10297.669922 Iteration 41Q: 3 clusters Score -1036000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1036002.937500 Penalty: 10297.669922 Iteration 42Q: 3 clusters Score -1036003 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -1036002.625000 Penalty: 10297.669922 Iteration 43Q: 3 clusters Score -1036003 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1036005.750000 Penalty: 10297.669922 Iteration 44Q: 3 clusters Score -1036006 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1036008.250000 Penalty: 10297.669922 Iteration 45Q: 3 clusters Score -1036008 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -1036013.250000 Penalty: 10297.669922 Iteration 46Q: 3 clusters Score -1036013 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1036019.562500 Penalty: 10297.669922 Iteration 47Q: 3 clusters Score -1036020 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -1036033.937500 Penalty: 10297.669922 Iteration 48Q: 3 clusters Score -1036034 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1036057.500000 Penalty: 10297.669922 Iteration 49Q: 3 clusters Score -1036058 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1036072.312500 Penalty: 10297.669922 Iteration 50Q: 3 clusters Score -1036072 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1036094.500000 Penalty: 10297.669922 Iteration 51Q: 3 clusters Score -1036094 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1036130.125000 Penalty: 10297.669922 Iteration 52Q: 3 clusters Score -1036130 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1036164.687500 Penalty: 10297.669922 Iteration 53Q: 3 clusters Score -1036165 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1036206.375000 Penalty: 10297.669922 Iteration 54Q: 3 clusters Score -1036206 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1036267.812500 Penalty: 10297.669922 Iteration 55Q: 3 clusters Score -1036268 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -1036324.750000 Penalty: 10297.669922 Iteration 56Q: 3 clusters Score -1036325 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -1036381.375000 Penalty: 10297.669922 Iteration 57Q: 3 clusters Score -1036381 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1036438.625000 Penalty: 10297.669922 Iteration 58Q: 3 clusters Score -1036439 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1036492.062500 Penalty: 10297.669922 Iteration 59Q: 3 clusters Score -1036492 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1036537.812500 Penalty: 10297.669922 Iteration 60F: 3 clusters Score -1036538 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -1036599.687500 Penalty: 10297.669922 Iteration 61Q: 3 clusters Score -1036600 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -1036656.875000 Penalty: 10297.669922 Iteration 62Q: 3 clusters Score -1036657 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -1036701.937500 Penalty: 10297.669922 Iteration 63Q: 3 clusters Score -1036702 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -1036744.500000 Penalty: 10297.669922 Iteration 64Q: 3 clusters Score -1036744 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1036774.750000 Penalty: 10297.669922 Iteration 65Q: 3 clusters Score -1036775 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -1036787.250000 Penalty: 10297.669922 Iteration 66Q: 3 clusters Score -1036787 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1036798.187500 Penalty: 10297.669922 Iteration 67Q: 3 clusters Score -1036798 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1036808.625000 Penalty: 10297.669922 Iteration 68Q: 3 clusters Score -1036809 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1036816.375000 Penalty: 10297.669922 Iteration 69Q: 3 clusters Score -1036816 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1036822.312500 Penalty: 10297.669922 Iteration 70Q: 3 clusters Score -1036822 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1036830.312500 Penalty: 10297.669922 Iteration 71Q: 3 clusters Score -1036830 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -1036837.000000 Penalty: 10297.669922 Iteration 72Q: 3 clusters Score -1036837 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -1036845.312500 Penalty: 10297.669922 Iteration 73Q: 3 clusters Score -1036845 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -1036852.625000 Penalty: 10297.669922 Iteration 74Q: 3 clusters Score -1036853 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1036861.937500 Penalty: 10297.669922 Iteration 75Q: 3 clusters Score -1036862 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -1036871.812500 Penalty: 10297.669922 Iteration 76Q: 3 clusters Score -1036872 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1036883.250000 Penalty: 10297.669922 Iteration 77Q: 3 clusters Score -1036883 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -1036899.500000 Penalty: 10297.669922 Iteration 78Q: 3 clusters Score -1036900 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1036910.125000 Penalty: 10297.669922 Iteration 79Q: 3 clusters Score -1036910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1036918.875000 Penalty: 10297.669922 Iteration 80F: 3 clusters Score -1036919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1036922.937500 Penalty: 10297.669922 Iteration 81Q: 3 clusters Score -1036923 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1036929.500000 Penalty: 10297.669922 Iteration 82Q: 3 clusters Score -1036930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -1036930.250000 Penalty: 10297.669922 Iteration 83Q: 3 clusters Score -1036930 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1036931.687500 Penalty: 10297.669922 Iteration 84Q: 3 clusters Score -1036932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1036931.687500 Penalty: 10297.669922 Iteration 85F: 3 clusters Score -1036932 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (43953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43953 members Entering Unmasked Estep Score: -10454593.000000 Penalty: 6548.161621 Iteration 0F: 2 clusters Score -1.045459e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21913 members Mstep: Class 2 contains 22040 members Entering Unmasked Estep Score: -10422732.000000 Penalty: 13096.323242 Iteration 0F: 3 clusters Score -1.042273e+07 nChanged 19201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21506 members Mstep: Class 2 contains 22447 members Entering Unmasked Estep Score: -10432886.000000 Penalty: 13096.323242 Iteration 1F: 3 clusters Score -1.043289e+07 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21148 members Mstep: Class 2 contains 22805 members Entering Unmasked Estep Score: -10433973.000000 Penalty: 13096.323242 Iteration 2F: 3 clusters Score -1.043397e+07 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20613 members Mstep: Class 2 contains 23340 members Entering Unmasked Estep Score: -10434985.000000 Penalty: 13096.323242 Iteration 3F: 3 clusters Score -1.043498e+07 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19915 members Mstep: Class 2 contains 24038 members Entering Unmasked Estep Score: -10435983.000000 Penalty: 13096.323242 Iteration 4Q: 3 clusters Score -1.043598e+07 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19045 members Mstep: Class 2 contains 24908 members Entering Unmasked Estep Score: -10437393.000000 Penalty: 13096.323242 Iteration 5F: 3 clusters Score -1.043739e+07 nChanged 2510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17869 members Mstep: Class 2 contains 26084 members Entering Unmasked Estep Score: -10439235.000000 Penalty: 13096.323242 Iteration 6F: 3 clusters Score -1.043924e+07 nChanged 2739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16438 members Mstep: Class 2 contains 27515 members Entering Unmasked Estep Score: -10441475.000000 Penalty: 13096.323242 Iteration 7F: 3 clusters Score -1.044148e+07 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14736 members Mstep: Class 2 contains 29217 members Entering Unmasked Estep Score: -10443891.000000 Penalty: 13096.323242 Iteration 8F: 3 clusters Score -1.044389e+07 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12939 members Mstep: Class 2 contains 31014 members Entering Unmasked Estep Score: -10446043.000000 Penalty: 13096.323242 Iteration 9F: 3 clusters Score -1.044604e+07 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Mstep: Class 2 contains 32735 members Entering Unmasked Estep Score: -10447785.000000 Penalty: 13096.323242 Iteration 10F: 3 clusters Score -1.044778e+07 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 34320 members Entering Unmasked Estep Score: -10449239.000000 Penalty: 13096.323242 Iteration 11Q: 3 clusters Score -1.044924e+07 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 35677 members Entering Unmasked Estep Score: -10450356.000000 Penalty: 13096.323242 Iteration 12Q: 3 clusters Score -1.045036e+07 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 36822 members Entering Unmasked Estep Score: -10451226.000000 Penalty: 13096.323242 Iteration 13Q: 3 clusters Score -1.045123e+07 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 37748 members Entering Unmasked Estep Score: -10451826.000000 Penalty: 13096.323242 Iteration 14Q: 3 clusters Score -1.045183e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 38511 members Entering Unmasked Estep Score: -10452328.000000 Penalty: 13096.323242 Iteration 15Q: 3 clusters Score -1.045233e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 39118 members Entering Unmasked Estep Score: -10452720.000000 Penalty: 13096.323242 Iteration 16Q: 3 clusters Score -1.045272e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 39556 members Entering Unmasked Estep Score: -10453064.000000 Penalty: 13096.323242 Iteration 17Q: 3 clusters Score -1.045306e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 39857 members Entering Unmasked Estep Score: -10453238.000000 Penalty: 13096.323242 Iteration 18Q: 3 clusters Score -1.045324e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 40083 members Entering Unmasked Estep Score: -10453360.000000 Penalty: 13096.323242 Iteration 19Q: 3 clusters Score -1.045336e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 40257 members Entering Unmasked Estep Score: -10453449.000000 Penalty: 13096.323242 Iteration 20F: 3 clusters Score -1.045345e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 40382 members Entering Unmasked Estep Score: -10453546.000000 Penalty: 13096.323242 Iteration 21Q: 3 clusters Score -1.045355e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 40499 members Entering Unmasked Estep Score: -10453586.000000 Penalty: 13096.323242 Iteration 22Q: 3 clusters Score -1.045359e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 40606 members Entering Unmasked Estep Score: -10453706.000000 Penalty: 13096.323242 Iteration 23Q: 3 clusters Score -1.045371e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 40716 members Entering Unmasked Estep Score: -10453853.000000 Penalty: 13096.323242 Iteration 24Q: 3 clusters Score -1.045385e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 40823 members Entering Unmasked Estep Score: -10453940.000000 Penalty: 13096.323242 Iteration 25Q: 3 clusters Score -1.045394e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 40885 members Entering Unmasked Estep Score: -10454008.000000 Penalty: 13096.323242 Iteration 26Q: 3 clusters Score -1.045401e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 40924 members Entering Unmasked Estep Score: -10454015.000000 Penalty: 13096.323242 Iteration 27Q: 3 clusters Score -1.045402e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 40937 members Entering Unmasked Estep Score: -10454035.000000 Penalty: 13096.323242 Iteration 28Q: 3 clusters Score -1.045404e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 40946 members Entering Unmasked Estep Score: -10454052.000000 Penalty: 13096.323242 Iteration 29Q: 3 clusters Score -1.045405e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 40958 members Entering Unmasked Estep Score: -10454063.000000 Penalty: 13096.323242 Iteration 30Q: 3 clusters Score -1.045406e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 40965 members Entering Unmasked Estep Score: -10454058.000000 Penalty: 13096.323242 Iteration 31Q: 3 clusters Score -1.045406e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 40973 members Entering Unmasked Estep Score: -10454071.000000 Penalty: 13096.323242 Iteration 32Q: 3 clusters Score -1.045407e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 40980 members Entering Unmasked Estep Score: -10454062.000000 Penalty: 13096.323242 Iteration 33Q: 3 clusters Score -1.045406e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 40982 members Entering Unmasked Estep Score: -10454068.000000 Penalty: 13096.323242 Iteration 34Q: 3 clusters Score -1.045407e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 40986 members Entering Unmasked Estep Score: -10454062.000000 Penalty: 13096.323242 Iteration 35Q: 3 clusters Score -1.045406e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 40987 members Entering Unmasked Estep Score: -10454064.000000 Penalty: 13096.323242 Iteration 36Q: 3 clusters Score -1.045406e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 40991 members Entering Unmasked Estep Score: -10454066.000000 Penalty: 13096.323242 Iteration 37Q: 3 clusters Score -1.045407e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 40992 members Entering Unmasked Estep Score: -10454069.000000 Penalty: 13096.323242 Iteration 38Q: 3 clusters Score -1.045407e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 40993 members Entering Unmasked Estep Score: -10454067.000000 Penalty: 13096.323242 Iteration 39Q: 3 clusters Score -1.045407e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 40995 members Entering Unmasked Estep Score: -10454062.000000 Penalty: 13096.323242 Iteration 40F: 3 clusters Score -1.045406e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 40996 members Entering Unmasked Estep Score: -10454064.000000 Penalty: 13096.323242 Iteration 41Q: 3 clusters Score -1.045406e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 40998 members Entering Unmasked Estep Score: -10454074.000000 Penalty: 13096.323242 Iteration 42Q: 3 clusters Score -1.045407e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 41000 members Entering Unmasked Estep Score: -10454074.000000 Penalty: 13096.323242 Iteration 43Q: 3 clusters Score -1.045407e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 41000 members Entering Unmasked Estep Score: -10454074.000000 Penalty: 13096.323242 Iteration 44F: 3 clusters Score -1.045407e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (27465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27465 members Entering Unmasked Estep Score: -6465906.000000 Penalty: 6260.159180 Iteration 0F: 2 clusters Score -6465906 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -6444552.500000 Penalty: 12520.318359 Iteration 0F: 3 clusters Score -6444552 nChanged 11571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 13486 members Entering Unmasked Estep Score: -6450759.500000 Penalty: 12520.318359 Iteration 1F: 3 clusters Score -6450760 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14011 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -6451446.500000 Penalty: 12520.318359 Iteration 2F: 3 clusters Score -6451446 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -6451907.500000 Penalty: 12520.318359 Iteration 3Q: 3 clusters Score -6451908 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14263 members Mstep: Class 2 contains 13202 members Entering Unmasked Estep Score: -6452266.500000 Penalty: 12520.318359 Iteration 4Q: 3 clusters Score -6452266 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 13007 members Entering Unmasked Estep Score: -6452591.500000 Penalty: 12520.318359 Iteration 5Q: 3 clusters Score -6452592 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14692 members Mstep: Class 2 contains 12773 members Entering Unmasked Estep Score: -6452863.000000 Penalty: 12520.318359 Iteration 6Q: 3 clusters Score -6452863 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14993 members Mstep: Class 2 contains 12472 members Entering Unmasked Estep Score: -6453201.500000 Penalty: 12520.318359 Iteration 7Q: 3 clusters Score -6453202 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15387 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -6453638.000000 Penalty: 12520.318359 Iteration 8Q: 3 clusters Score -6453638 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -6454223.500000 Penalty: 12520.318359 Iteration 9Q: 3 clusters Score -6454224 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 10957 members Entering Unmasked Estep Score: -6454998.000000 Penalty: 12520.318359 Iteration 10Q: 3 clusters Score -6454998 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17211 members Mstep: Class 2 contains 10254 members Entering Unmasked Estep Score: -6455867.000000 Penalty: 12520.318359 Iteration 11Q: 3 clusters Score -6455867 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17937 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -6456752.000000 Penalty: 12520.318359 Iteration 12F: 3 clusters Score -6456752 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18535 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -6457538.500000 Penalty: 12520.318359 Iteration 13Q: 3 clusters Score -6457538 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 8453 members Entering Unmasked Estep Score: -6458113.500000 Penalty: 12520.318359 Iteration 14Q: 3 clusters Score -6458114 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19362 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -6458514.000000 Penalty: 12520.318359 Iteration 15Q: 3 clusters Score -6458514 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19609 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -6458779.000000 Penalty: 12520.318359 Iteration 16Q: 3 clusters Score -6458779 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19810 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -6458993.000000 Penalty: 12520.318359 Iteration 17Q: 3 clusters Score -6458993 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -6459148.500000 Penalty: 12520.318359 Iteration 18Q: 3 clusters Score -6459148 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20140 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -6459224.000000 Penalty: 12520.318359 Iteration 19Q: 3 clusters Score -6459224 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20283 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -6459282.000000 Penalty: 12520.318359 Iteration 20F: 3 clusters Score -6459282 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20381 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -6459338.000000 Penalty: 12520.318359 Iteration 21Q: 3 clusters Score -6459338 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20470 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -6459395.500000 Penalty: 12520.318359 Iteration 22Q: 3 clusters Score -6459396 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20539 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -6459431.000000 Penalty: 12520.318359 Iteration 23Q: 3 clusters Score -6459431 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20598 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -6459475.000000 Penalty: 12520.318359 Iteration 24Q: 3 clusters Score -6459475 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -6459502.500000 Penalty: 12520.318359 Iteration 25Q: 3 clusters Score -6459502 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20695 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -6459520.500000 Penalty: 12520.318359 Iteration 26Q: 3 clusters Score -6459520 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20759 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -6459543.500000 Penalty: 12520.318359 Iteration 27Q: 3 clusters Score -6459544 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20812 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -6459560.500000 Penalty: 12520.318359 Iteration 28Q: 3 clusters Score -6459560 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20853 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -6459561.000000 Penalty: 12520.318359 Iteration 29Q: 3 clusters Score -6459561 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20885 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -6459549.500000 Penalty: 12520.318359 Iteration 30Q: 3 clusters Score -6459550 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20912 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -6459560.500000 Penalty: 12520.318359 Iteration 31Q: 3 clusters Score -6459560 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20951 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -6459585.000000 Penalty: 12520.318359 Iteration 32Q: 3 clusters Score -6459585 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20986 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -6459587.500000 Penalty: 12520.318359 Iteration 33Q: 3 clusters Score -6459588 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21013 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -6459596.500000 Penalty: 12520.318359 Iteration 34Q: 3 clusters Score -6459596 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21049 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -6459617.500000 Penalty: 12520.318359 Iteration 35Q: 3 clusters Score -6459618 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21081 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -6459627.000000 Penalty: 12520.318359 Iteration 36Q: 3 clusters Score -6459627 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21114 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -6459632.500000 Penalty: 12520.318359 Iteration 37Q: 3 clusters Score -6459632 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21145 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -6459637.000000 Penalty: 12520.318359 Iteration 38Q: 3 clusters Score -6459637 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21169 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -6459635.000000 Penalty: 12520.318359 Iteration 39Q: 3 clusters Score -6459635 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21189 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -6459645.500000 Penalty: 12520.318359 Iteration 40F: 3 clusters Score -6459646 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21203 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -6459662.500000 Penalty: 12520.318359 Iteration 41Q: 3 clusters Score -6459662 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21216 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -6459654.000000 Penalty: 12520.318359 Iteration 42Q: 3 clusters Score -6459654 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21227 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -6459668.500000 Penalty: 12520.318359 Iteration 43Q: 3 clusters Score -6459668 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -6459674.500000 Penalty: 12520.318359 Iteration 44Q: 3 clusters Score -6459674 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21254 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -6459669.500000 Penalty: 12520.318359 Iteration 45Q: 3 clusters Score -6459670 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21271 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -6459677.000000 Penalty: 12520.318359 Iteration 46Q: 3 clusters Score -6459677 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21292 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -6459672.500000 Penalty: 12520.318359 Iteration 47Q: 3 clusters Score -6459672 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21309 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -6459676.500000 Penalty: 12520.318359 Iteration 48Q: 3 clusters Score -6459676 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21329 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -6459692.000000 Penalty: 12520.318359 Iteration 49Q: 3 clusters Score -6459692 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21347 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -6459701.000000 Penalty: 12520.318359 Iteration 50Q: 3 clusters Score -6459701 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21362 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -6459710.000000 Penalty: 12520.318359 Iteration 51Q: 3 clusters Score -6459710 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21373 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -6459718.000000 Penalty: 12520.318359 Iteration 52Q: 3 clusters Score -6459718 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21385 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -6459713.500000 Penalty: 12520.318359 Iteration 53Q: 3 clusters Score -6459714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21390 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -6459722.000000 Penalty: 12520.318359 Iteration 54Q: 3 clusters Score -6459722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21397 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -6459709.000000 Penalty: 12520.318359 Iteration 55Q: 3 clusters Score -6459709 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21404 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -6459707.000000 Penalty: 12520.318359 Iteration 56Q: 3 clusters Score -6459707 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21410 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -6459709.000000 Penalty: 12520.318359 Iteration 57Q: 3 clusters Score -6459709 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21413 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -6459717.000000 Penalty: 12520.318359 Iteration 58Q: 3 clusters Score -6459717 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21417 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -6459714.000000 Penalty: 12520.318359 Iteration 59Q: 3 clusters Score -6459714 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21425 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -6459729.500000 Penalty: 12520.318359 Iteration 60F: 3 clusters Score -6459730 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21434 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -6459729.500000 Penalty: 12520.318359 Iteration 61Q: 3 clusters Score -6459730 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21443 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -6459720.500000 Penalty: 12520.318359 Iteration 62Q: 3 clusters Score -6459720 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21449 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -6459731.000000 Penalty: 12520.318359 Iteration 63Q: 3 clusters Score -6459731 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21455 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -6459725.000000 Penalty: 12520.318359 Iteration 64Q: 3 clusters Score -6459725 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21459 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -6459728.000000 Penalty: 12520.318359 Iteration 65Q: 3 clusters Score -6459728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21461 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -6459726.000000 Penalty: 12520.318359 Iteration 66Q: 3 clusters Score -6459726 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21464 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -6459727.000000 Penalty: 12520.318359 Iteration 67Q: 3 clusters Score -6459727 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21466 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -6459729.500000 Penalty: 12520.318359 Iteration 68Q: 3 clusters Score -6459730 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21470 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -6459727.000000 Penalty: 12520.318359 Iteration 69Q: 3 clusters Score -6459727 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21475 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -6459726.500000 Penalty: 12520.318359 Iteration 70Q: 3 clusters Score -6459726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21481 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -6459722.500000 Penalty: 12520.318359 Iteration 71Q: 3 clusters Score -6459722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21487 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -6459725.500000 Penalty: 12520.318359 Iteration 72Q: 3 clusters Score -6459726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21493 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -6459729.500000 Penalty: 12520.318359 Iteration 73Q: 3 clusters Score -6459730 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21499 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -6459740.500000 Penalty: 12520.318359 Iteration 74Q: 3 clusters Score -6459740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21501 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -6459736.500000 Penalty: 12520.318359 Iteration 75Q: 3 clusters Score -6459736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21503 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -6459734.500000 Penalty: 12520.318359 Iteration 76Q: 3 clusters Score -6459734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21506 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -6459731.000000 Penalty: 12520.318359 Iteration 77Q: 3 clusters Score -6459731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21507 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -6459728.000000 Penalty: 12520.318359 Iteration 78Q: 3 clusters Score -6459728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21507 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -6459728.000000 Penalty: 12520.318359 Iteration 79F: 3 clusters Score -6459728 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (18472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Entering Unmasked Estep Score: -4295699.500000 Penalty: 6017.207031 Iteration 0F: 2 clusters Score -4295700 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -4280142.000000 Penalty: 12034.414062 Iteration 0F: 3 clusters Score -4280142 nChanged 7401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 9582 members Entering Unmasked Estep Score: -4284205.000000 Penalty: 12034.414062 Iteration 1F: 3 clusters Score -4284205 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -4285570.500000 Penalty: 12034.414062 Iteration 2F: 3 clusters Score -4285570 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -4286958.000000 Penalty: 12034.414062 Iteration 3F: 3 clusters Score -4286958 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 11043 members Entering Unmasked Estep Score: -4288182.500000 Penalty: 12034.414062 Iteration 4F: 3 clusters Score -4288182 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -4289206.500000 Penalty: 12034.414062 Iteration 5F: 3 clusters Score -4289206 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 12760 members Entering Unmasked Estep Score: -4290148.500000 Penalty: 12034.414062 Iteration 6F: 3 clusters Score -4290148 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -4290934.500000 Penalty: 12034.414062 Iteration 7F: 3 clusters Score -4290934 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -4291577.000000 Penalty: 12034.414062 Iteration 8Q: 3 clusters Score -4291577 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -4292069.000000 Penalty: 12034.414062 Iteration 9Q: 3 clusters Score -4292069 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 15487 members Entering Unmasked Estep Score: -4292448.000000 Penalty: 12034.414062 Iteration 10Q: 3 clusters Score -4292448 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 15853 members Entering Unmasked Estep Score: -4292724.000000 Penalty: 12034.414062 Iteration 11Q: 3 clusters Score -4292724 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 16069 members Entering Unmasked Estep Score: -4292855.500000 Penalty: 12034.414062 Iteration 12Q: 3 clusters Score -4292856 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 16219 members Entering Unmasked Estep Score: -4292959.500000 Penalty: 12034.414062 Iteration 13Q: 3 clusters Score -4292960 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 16310 members Entering Unmasked Estep Score: -4293012.500000 Penalty: 12034.414062 Iteration 14Q: 3 clusters Score -4293012 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 16363 members Entering Unmasked Estep Score: -4293035.000000 Penalty: 12034.414062 Iteration 15Q: 3 clusters Score -4293035 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 16399 members Entering Unmasked Estep Score: -4293060.000000 Penalty: 12034.414062 Iteration 16Q: 3 clusters Score -4293060 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 16428 members Entering Unmasked Estep Score: -4293072.500000 Penalty: 12034.414062 Iteration 17Q: 3 clusters Score -4293072 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 16452 members Entering Unmasked Estep Score: -4293082.000000 Penalty: 12034.414062 Iteration 18Q: 3 clusters Score -4293082 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 16472 members Entering Unmasked Estep Score: -4293092.500000 Penalty: 12034.414062 Iteration 19Q: 3 clusters Score -4293092 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 16487 members Entering Unmasked Estep Score: -4293103.000000 Penalty: 12034.414062 Iteration 20F: 3 clusters Score -4293103 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 16496 members Entering Unmasked Estep Score: -4293103.000000 Penalty: 12034.414062 Iteration 21Q: 3 clusters Score -4293103 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 16507 members Entering Unmasked Estep Score: -4293116.500000 Penalty: 12034.414062 Iteration 22Q: 3 clusters Score -4293116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 16513 members Entering Unmasked Estep Score: -4293113.500000 Penalty: 12034.414062 Iteration 23Q: 3 clusters Score -4293114 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 16519 members Entering Unmasked Estep Score: -4293113.500000 Penalty: 12034.414062 Iteration 24Q: 3 clusters Score -4293114 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 16525 members Entering Unmasked Estep Score: -4293115.500000 Penalty: 12034.414062 Iteration 25Q: 3 clusters Score -4293116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -4293121.500000 Penalty: 12034.414062 Iteration 26Q: 3 clusters Score -4293122 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 16533 members Entering Unmasked Estep Score: -4293124.500000 Penalty: 12034.414062 Iteration 27Q: 3 clusters Score -4293124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 16536 members Entering Unmasked Estep Score: -4293125.000000 Penalty: 12034.414062 Iteration 28Q: 3 clusters Score -4293125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 16540 members Entering Unmasked Estep Score: -4293128.000000 Penalty: 12034.414062 Iteration 29Q: 3 clusters Score -4293128 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 16541 members Entering Unmasked Estep Score: -4293121.000000 Penalty: 12034.414062 Iteration 30Q: 3 clusters Score -4293121 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 16541 members Entering Unmasked Estep Score: -4293122.000000 Penalty: 12034.414062 Iteration 31Q: 3 clusters Score -4293122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 16542 members Entering Unmasked Estep Score: -4293121.000000 Penalty: 12034.414062 Iteration 32Q: 3 clusters Score -4293121 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 16543 members Entering Unmasked Estep Score: -4293130.500000 Penalty: 12034.414062 Iteration 33Q: 3 clusters Score -4293130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 16545 members Entering Unmasked Estep Score: -4293129.000000 Penalty: 12034.414062 Iteration 34Q: 3 clusters Score -4293129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 16546 members Entering Unmasked Estep Score: -4293125.500000 Penalty: 12034.414062 Iteration 35Q: 3 clusters Score -4293126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -4293129.500000 Penalty: 12034.414062 Iteration 36Q: 3 clusters Score -4293130 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 16548 members Entering Unmasked Estep Score: -4293130.000000 Penalty: 12034.414062 Iteration 37Q: 3 clusters Score -4293130 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 16548 members Entering Unmasked Estep Score: -4293130.000000 Penalty: 12034.414062 Iteration 38F: 3 clusters Score -4293130 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (28276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28276 members Entering Unmasked Estep Score: -6461921.500000 Penalty: 6277.982910 Iteration 0F: 2 clusters Score -6461922 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14187 members Mstep: Class 2 contains 14089 members Entering Unmasked Estep Score: -6440157.000000 Penalty: 12555.965820 Iteration 0F: 3 clusters Score -6440157 nChanged 11901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 13738 members Entering Unmasked Estep Score: -6446837.500000 Penalty: 12555.965820 Iteration 1F: 3 clusters Score -6446838 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14738 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -6448153.000000 Penalty: 12555.965820 Iteration 2F: 3 clusters Score -6448153 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14906 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -6449674.000000 Penalty: 12555.965820 Iteration 3F: 3 clusters Score -6449674 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -6451245.500000 Penalty: 12555.965820 Iteration 4F: 3 clusters Score -6451246 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 13128 members Entering Unmasked Estep Score: -6452944.500000 Penalty: 12555.965820 Iteration 5F: 3 clusters Score -6452944 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15205 members Mstep: Class 2 contains 13071 members Entering Unmasked Estep Score: -6454831.500000 Penalty: 12555.965820 Iteration 6F: 3 clusters Score -6454832 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 13201 members Entering Unmasked Estep Score: -6456306.000000 Penalty: 12555.965820 Iteration 7F: 3 clusters Score -6456306 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14917 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -6457184.500000 Penalty: 12555.965820 Iteration 8F: 3 clusters Score -6457184 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14752 members Mstep: Class 2 contains 13524 members Entering Unmasked Estep Score: -6457643.500000 Penalty: 12555.965820 Iteration 9Q: 3 clusters Score -6457644 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14651 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -6457935.500000 Penalty: 12555.965820 Iteration 10Q: 3 clusters Score -6457936 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14583 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -6458122.500000 Penalty: 12555.965820 Iteration 11Q: 3 clusters Score -6458122 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14535 members Mstep: Class 2 contains 13741 members Entering Unmasked Estep Score: -6458237.500000 Penalty: 12555.965820 Iteration 12Q: 3 clusters Score -6458238 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 13803 members Entering Unmasked Estep Score: -6458343.000000 Penalty: 12555.965820 Iteration 13Q: 3 clusters Score -6458343 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14380 members Mstep: Class 2 contains 13896 members Entering Unmasked Estep Score: -6458432.500000 Penalty: 12555.965820 Iteration 14Q: 3 clusters Score -6458432 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14294 members Mstep: Class 2 contains 13982 members Entering Unmasked Estep Score: -6458521.500000 Penalty: 12555.965820 Iteration 15Q: 3 clusters Score -6458522 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14212 members Mstep: Class 2 contains 14064 members Entering Unmasked Estep Score: -6458577.500000 Penalty: 12555.965820 Iteration 16Q: 3 clusters Score -6458578 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14164 members Mstep: Class 2 contains 14112 members Entering Unmasked Estep Score: -6458594.000000 Penalty: 12555.965820 Iteration 17Q: 3 clusters Score -6458594 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 14138 members Entering Unmasked Estep Score: -6458626.000000 Penalty: 12555.965820 Iteration 18Q: 3 clusters Score -6458626 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14100 members Mstep: Class 2 contains 14176 members Entering Unmasked Estep Score: -6458643.500000 Penalty: 12555.965820 Iteration 19Q: 3 clusters Score -6458644 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -6458655.000000 Penalty: 12555.965820 Iteration 20F: 3 clusters Score -6458655 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14030 members Mstep: Class 2 contains 14246 members Entering Unmasked Estep Score: -6458701.000000 Penalty: 12555.965820 Iteration 21Q: 3 clusters Score -6458701 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14002 members Mstep: Class 2 contains 14274 members Entering Unmasked Estep Score: -6458748.500000 Penalty: 12555.965820 Iteration 22Q: 3 clusters Score -6458748 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13989 members Mstep: Class 2 contains 14287 members Entering Unmasked Estep Score: -6458759.000000 Penalty: 12555.965820 Iteration 23Q: 3 clusters Score -6458759 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13975 members Mstep: Class 2 contains 14301 members Entering Unmasked Estep Score: -6458770.000000 Penalty: 12555.965820 Iteration 24Q: 3 clusters Score -6458770 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13965 members Mstep: Class 2 contains 14311 members Entering Unmasked Estep Score: -6458775.500000 Penalty: 12555.965820 Iteration 25Q: 3 clusters Score -6458776 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13972 members Mstep: Class 2 contains 14304 members Entering Unmasked Estep Score: -6458768.500000 Penalty: 12555.965820 Iteration 26Q: 3 clusters Score -6458768 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13973 members Mstep: Class 2 contains 14303 members Entering Unmasked Estep Score: -6458783.500000 Penalty: 12555.965820 Iteration 27Q: 3 clusters Score -6458784 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 14317 members Entering Unmasked Estep Score: -6458778.500000 Penalty: 12555.965820 Iteration 28Q: 3 clusters Score -6458778 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13946 members Mstep: Class 2 contains 14330 members Entering Unmasked Estep Score: -6458783.000000 Penalty: 12555.965820 Iteration 29Q: 3 clusters Score -6458783 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 14331 members Entering Unmasked Estep Score: -6458775.000000 Penalty: 12555.965820 Iteration 30Q: 3 clusters Score -6458775 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13946 members Mstep: Class 2 contains 14330 members Entering Unmasked Estep Score: -6458772.500000 Penalty: 12555.965820 Iteration 31Q: 3 clusters Score -6458772 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 14331 members Entering Unmasked Estep Score: -6458770.500000 Penalty: 12555.965820 Iteration 32Q: 3 clusters Score -6458770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13940 members Mstep: Class 2 contains 14336 members Entering Unmasked Estep Score: -6458766.000000 Penalty: 12555.965820 Iteration 33Q: 3 clusters Score -6458766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 14337 members Entering Unmasked Estep Score: -6458778.500000 Penalty: 12555.965820 Iteration 34Q: 3 clusters Score -6458778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 14337 members Entering Unmasked Estep Score: -6458775.500000 Penalty: 12555.965820 Iteration 35Q: 3 clusters Score -6458776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 14337 members Entering Unmasked Estep Score: -6458771.500000 Penalty: 12555.965820 Iteration 36Q: 3 clusters Score -6458772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 14337 members Entering Unmasked Estep Score: -6458765.000000 Penalty: 12555.965820 Iteration 37Q: 3 clusters Score -6458765 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 14334 members Entering Unmasked Estep Score: -6458768.000000 Penalty: 12555.965820 Iteration 38Q: 3 clusters Score -6458768 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13938 members Mstep: Class 2 contains 14338 members Entering Unmasked Estep Score: -6458779.000000 Penalty: 12555.965820 Iteration 39Q: 3 clusters Score -6458779 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 14339 members Entering Unmasked Estep Score: -6458782.000000 Penalty: 12555.965820 Iteration 40F: 3 clusters Score -6458782 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13935 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -6458775.500000 Penalty: 12555.965820 Iteration 41Q: 3 clusters Score -6458776 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13927 members Mstep: Class 2 contains 14349 members Entering Unmasked Estep Score: -6458771.500000 Penalty: 12555.965820 Iteration 42Q: 3 clusters Score -6458772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 14355 members Entering Unmasked Estep Score: -6458772.000000 Penalty: 12555.965820 Iteration 43Q: 3 clusters Score -6458772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13917 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -6458766.500000 Penalty: 12555.965820 Iteration 44Q: 3 clusters Score -6458766 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13913 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -6458757.000000 Penalty: 12555.965820 Iteration 45Q: 3 clusters Score -6458757 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13913 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -6458756.000000 Penalty: 12555.965820 Iteration 46Q: 3 clusters Score -6458756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -6458760.000000 Penalty: 12555.965820 Iteration 47Q: 3 clusters Score -6458760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13915 members Mstep: Class 2 contains 14361 members Entering Unmasked Estep Score: -6458761.500000 Penalty: 12555.965820 Iteration 48Q: 3 clusters Score -6458762 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13913 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -6458769.000000 Penalty: 12555.965820 Iteration 49Q: 3 clusters Score -6458769 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13909 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -6458769.000000 Penalty: 12555.965820 Iteration 50Q: 3 clusters Score -6458769 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13908 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -6458770.000000 Penalty: 12555.965820 Iteration 51Q: 3 clusters Score -6458770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13908 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -6458764.000000 Penalty: 12555.965820 Iteration 52Q: 3 clusters Score -6458764 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13905 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -6458771.000000 Penalty: 12555.965820 Iteration 53Q: 3 clusters Score -6458771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13903 members Mstep: Class 2 contains 14373 members Entering Unmasked Estep Score: -6458775.000000 Penalty: 12555.965820 Iteration 54Q: 3 clusters Score -6458775 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13898 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -6458770.500000 Penalty: 12555.965820 Iteration 55Q: 3 clusters Score -6458770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13897 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -6458771.500000 Penalty: 12555.965820 Iteration 56Q: 3 clusters Score -6458772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13896 members Mstep: Class 2 contains 14380 members Entering Unmasked Estep Score: -6458769.000000 Penalty: 12555.965820 Iteration 57Q: 3 clusters Score -6458769 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13896 members Mstep: Class 2 contains 14380 members Entering Unmasked Estep Score: -6458769.000000 Penalty: 12555.965820 Iteration 58F: 3 clusters Score -6458769 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Entering Unmasked Estep Score: -159324.187500 Penalty: 4049.875000 Iteration 0F: 2 clusters Score -159324.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -155632.343750 Penalty: 8099.750000 Iteration 0F: 3 clusters Score -155632.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -155950.234375 Penalty: 8099.750000 Iteration 1F: 3 clusters Score -155950.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -156060.562500 Penalty: 8099.750000 Iteration 2Q: 3 clusters Score -156060.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -156113.843750 Penalty: 8099.750000 Iteration 3Q: 3 clusters Score -156113.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -156164.125000 Penalty: 8099.750000 Iteration 4Q: 3 clusters Score -156164.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -156203.531250 Penalty: 8099.750000 Iteration 5Q: 3 clusters Score -156203.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -156260.218750 Penalty: 8099.750000 Iteration 6Q: 3 clusters Score -156260.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -156354.718750 Penalty: 8099.750000 Iteration 7Q: 3 clusters Score -156354.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -156438.531250 Penalty: 8099.750000 Iteration 8Q: 3 clusters Score -156438.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -156482.296875 Penalty: 8099.750000 Iteration 9Q: 3 clusters Score -156482.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -156494.500000 Penalty: 8099.750000 Iteration 10Q: 3 clusters Score -156494.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -156505.687500 Penalty: 8099.750000 Iteration 11Q: 3 clusters Score -156505.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -156514.484375 Penalty: 8099.750000 Iteration 12Q: 3 clusters Score -156514.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -156514.484375 Penalty: 8099.750000 Iteration 13F: 3 clusters Score -156514.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82448 members Mstep: Class 3 contains 6614 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 11007 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 4834 members Mstep: Class 9 contains 3415 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29932 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39936 members Mstep: Class 15 contains 119229 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4475 members Mstep: Class 18 contains 43953 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18472 members Mstep: Class 21 contains 28276 members Mstep: Class 22 contains 744 members Entering Unmasked Estep ConsiderDeletion Score: -101711088.000000 Penalty: 175058.937500 Iteration 79Q: 23 clusters Score -1.017111e+08 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82444 members Mstep: Class 3 contains 6616 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10993 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4834 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29953 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39953 members Mstep: Class 15 contains 119164 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4479 members Mstep: Class 18 contains 43922 members Mstep: Class 19 contains 27466 members Mstep: Class 20 contains 18495 members Mstep: Class 21 contains 28305 members Mstep: Class 22 contains 759 members Entering Unmasked Estep ConsiderDeletion Score: -101711240.000000 Penalty: 175058.937500 Iteration 80F: 23 clusters Score -1.017112e+08 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82441 members Mstep: Class 3 contains 6623 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10981 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4832 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29970 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39970 members Mstep: Class 15 contains 119086 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4482 members Mstep: Class 18 contains 43900 members Mstep: Class 19 contains 27466 members Mstep: Class 20 contains 18525 members Mstep: Class 21 contains 28333 members Mstep: Class 22 contains 773 members Entering Unmasked Estep ConsiderDeletion Score: -101711328.000000 Penalty: 175058.937500 Iteration 81Q: 23 clusters Score -1.017113e+08 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82441 members Mstep: Class 3 contains 6630 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10975 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4830 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 29986 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39980 members Mstep: Class 15 contains 118986 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4482 members Mstep: Class 18 contains 43875 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18581 members Mstep: Class 21 contains 28373 members Mstep: Class 22 contains 778 members Entering Unmasked Estep ConsiderDeletion Score: -101711608.000000 Penalty: 175058.937500 Iteration 82Q: 23 clusters Score -1.017116e+08 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82427 members Mstep: Class 3 contains 6634 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10967 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4830 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30002 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 39993 members Mstep: Class 15 contains 118910 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4487 members Mstep: Class 18 contains 43845 members Mstep: Class 19 contains 27464 members Mstep: Class 20 contains 18629 members Mstep: Class 21 contains 28410 members Mstep: Class 22 contains 784 members Entering Unmasked Estep ConsiderDeletion Score: -101711776.000000 Penalty: 175058.937500 Iteration 83Q: 23 clusters Score -1.017118e+08 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82426 members Mstep: Class 3 contains 6635 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10960 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4830 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30015 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40002 members Mstep: Class 15 contains 118847 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4491 members Mstep: Class 18 contains 43819 members Mstep: Class 19 contains 27464 members Mstep: Class 20 contains 18660 members Mstep: Class 21 contains 28440 members Mstep: Class 22 contains 793 members Entering Unmasked Estep ConsiderDeletion Score: -101711976.000000 Penalty: 175058.937500 Iteration 84Q: 23 clusters Score -1.01712e+08 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82434 members Mstep: Class 3 contains 6635 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10956 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4832 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30025 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40007 members Mstep: Class 15 contains 118779 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4493 members Mstep: Class 18 contains 43796 members Mstep: Class 19 contains 27464 members Mstep: Class 20 contains 18708 members Mstep: Class 21 contains 28445 members Mstep: Class 22 contains 808 members Entering Unmasked Estep ConsiderDeletion Score: -101711952.000000 Penalty: 175058.937500 Iteration 85Q: 23 clusters Score -1.01712e+08 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82432 members Mstep: Class 3 contains 6637 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10953 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4831 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30031 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40015 members Mstep: Class 15 contains 118717 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4496 members Mstep: Class 18 contains 43780 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 18750 members Mstep: Class 21 contains 28459 members Mstep: Class 22 contains 819 members Entering Unmasked Estep ConsiderDeletion Score: -101712144.000000 Penalty: 175058.937500 Iteration 86Q: 23 clusters Score -1.017121e+08 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82440 members Mstep: Class 3 contains 6636 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10945 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4831 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30048 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40027 members Mstep: Class 15 contains 118637 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4501 members Mstep: Class 18 contains 43762 members Mstep: Class 19 contains 27464 members Mstep: Class 20 contains 18798 members Mstep: Class 21 contains 28458 members Mstep: Class 22 contains 836 members Entering Unmasked Estep ConsiderDeletion Score: -101712296.000000 Penalty: 175058.937500 Iteration 87Q: 23 clusters Score -1.017123e+08 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82449 members Mstep: Class 3 contains 6637 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10939 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4831 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30068 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40029 members Mstep: Class 15 contains 118575 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4508 members Mstep: Class 18 contains 43738 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18838 members Mstep: Class 21 contains 28448 members Mstep: Class 22 contains 858 members Entering Unmasked Estep ConsiderDeletion Score: -101712160.000000 Penalty: 175058.937500 Iteration 88Q: 23 clusters Score -1.017122e+08 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82457 members Mstep: Class 3 contains 6641 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10935 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4829 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30078 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40034 members Mstep: Class 15 contains 118512 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4510 members Mstep: Class 18 contains 43720 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18879 members Mstep: Class 21 contains 28439 members Mstep: Class 22 contains 884 members Entering Unmasked Estep ConsiderDeletion Score: -101712184.000000 Penalty: 175058.937500 Iteration 89Q: 23 clusters Score -1.017122e+08 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82463 members Mstep: Class 3 contains 6649 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10930 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4826 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30085 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40050 members Mstep: Class 15 contains 118440 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4510 members Mstep: Class 18 contains 43697 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18922 members Mstep: Class 21 contains 28425 members Mstep: Class 22 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -101712192.000000 Penalty: 175058.937500 Iteration 90Q: 23 clusters Score -1.017122e+08 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82472 members Mstep: Class 3 contains 6653 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10925 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4824 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30091 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40055 members Mstep: Class 15 contains 118409 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4511 members Mstep: Class 18 contains 43669 members Mstep: Class 19 contains 27464 members Mstep: Class 20 contains 18926 members Mstep: Class 21 contains 28423 members Mstep: Class 22 contains 960 members Entering Unmasked Estep ConsiderDeletion Score: -101712288.000000 Penalty: 175058.937500 Iteration 91Q: 23 clusters Score -1.017123e+08 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82469 members Mstep: Class 3 contains 6655 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10922 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4823 members Mstep: Class 9 contains 3419 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30101 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40061 members Mstep: Class 15 contains 118355 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4515 members Mstep: Class 18 contains 43645 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18955 members Mstep: Class 21 contains 28417 members Mstep: Class 22 contains 997 members Entering Unmasked Estep ConsiderDeletion Score: -101712472.000000 Penalty: 175058.937500 Iteration 92Q: 23 clusters Score -1.017125e+08 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82470 members Mstep: Class 3 contains 6663 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10912 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4822 members Mstep: Class 9 contains 3418 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30111 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40066 members Mstep: Class 15 contains 118295 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4518 members Mstep: Class 18 contains 43621 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 18994 members Mstep: Class 21 contains 28396 members Mstep: Class 22 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -101712736.000000 Penalty: 175058.937500 Iteration 93Q: 23 clusters Score -1.017127e+08 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82477 members Mstep: Class 3 contains 6668 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10907 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4821 members Mstep: Class 9 contains 3418 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30118 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40066 members Mstep: Class 15 contains 118262 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4520 members Mstep: Class 18 contains 43601 members Mstep: Class 19 contains 27464 members Mstep: Class 20 contains 19003 members Mstep: Class 21 contains 28365 members Mstep: Class 22 contains 1110 members Entering Unmasked Estep ConsiderDeletion Score: -101712672.000000 Penalty: 175058.937500 Iteration 94Q: 23 clusters Score -1.017127e+08 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82479 members Mstep: Class 3 contains 6669 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10897 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4821 members Mstep: Class 9 contains 3419 members Mstep: Class 10 contains 2657 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30122 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40073 members Mstep: Class 15 contains 118241 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4521 members Mstep: Class 18 contains 43583 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 19015 members Mstep: Class 21 contains 28332 members Mstep: Class 22 contains 1164 members Entering Unmasked Estep ConsiderDeletion Score: -101712920.000000 Penalty: 175058.937500 Iteration 95Q: 23 clusters Score -1.017129e+08 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82483 members Mstep: Class 3 contains 6677 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10884 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4821 members Mstep: Class 9 contains 3419 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30137 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40078 members Mstep: Class 15 contains 118191 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4521 members Mstep: Class 18 contains 43556 members Mstep: Class 19 contains 27467 members Mstep: Class 20 contains 19061 members Mstep: Class 21 contains 28299 members Mstep: Class 22 contains 1206 members Entering Unmasked Estep ConsiderDeletion Score: -101712888.000000 Penalty: 175058.937500 Iteration 96Q: 23 clusters Score -1.017129e+08 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82486 members Mstep: Class 3 contains 6680 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10874 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4822 members Mstep: Class 9 contains 3419 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30145 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40086 members Mstep: Class 15 contains 118137 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4521 members Mstep: Class 18 contains 43536 members Mstep: Class 19 contains 27468 members Mstep: Class 20 contains 19120 members Mstep: Class 21 contains 28272 members Mstep: Class 22 contains 1234 members Entering Unmasked Estep ConsiderDeletion Score: -101712856.000000 Penalty: 175058.937500 Iteration 97Q: 23 clusters Score -1.017129e+08 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82488 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10866 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4822 members Mstep: Class 9 contains 3418 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30156 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40094 members Mstep: Class 15 contains 118096 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43516 members Mstep: Class 19 contains 27468 members Mstep: Class 20 contains 19163 members Mstep: Class 21 contains 28252 members Mstep: Class 22 contains 1260 members Entering Unmasked Estep ConsiderDeletion Score: -101712816.000000 Penalty: 175058.937500 Iteration 98Q: 23 clusters Score -1.017128e+08 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82488 members Mstep: Class 3 contains 6678 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10862 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4821 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30164 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40090 members Mstep: Class 15 contains 118075 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43498 members Mstep: Class 19 contains 27468 members Mstep: Class 20 contains 19200 members Mstep: Class 21 contains 28240 members Mstep: Class 22 contains 1277 members Entering Unmasked Estep ConsiderDeletion Score: -101712800.000000 Penalty: 175058.937500 Iteration 99Q: 23 clusters Score -1.017128e+08 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82488 members Mstep: Class 3 contains 6678 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10863 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4822 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30174 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40091 members Mstep: Class 15 contains 118054 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43478 members Mstep: Class 19 contains 27466 members Mstep: Class 20 contains 19230 members Mstep: Class 21 contains 28224 members Mstep: Class 22 contains 1293 members Entering Unmasked Estep ConsiderDeletion Score: -101712888.000000 Penalty: 175058.937500 Iteration 100F: 23 clusters Score -1.017129e+08 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82489 members Mstep: Class 3 contains 6678 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10858 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4820 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30184 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40090 members Mstep: Class 15 contains 118033 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43462 members Mstep: Class 19 contains 27466 members Mstep: Class 20 contains 19263 members Mstep: Class 21 contains 28217 members Mstep: Class 22 contains 1300 members Entering Unmasked Estep ConsiderDeletion Score: -101712936.000000 Penalty: 175058.937500 Iteration 101Q: 23 clusters Score -1.017129e+08 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82487 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10855 members Mstep: Class 7 contains 9862 members Mstep: Class 8 contains 4820 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30189 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40089 members Mstep: Class 15 contains 118017 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43452 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 19295 members Mstep: Class 21 contains 28206 members Mstep: Class 22 contains 1306 members Entering Unmasked Estep ConsiderDeletion Score: -101712936.000000 Penalty: 175058.937500 Iteration 102Q: 23 clusters Score -1.017129e+08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82487 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10855 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4820 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30194 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40090 members Mstep: Class 15 contains 118011 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43445 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 19300 members Mstep: Class 21 contains 28200 members Mstep: Class 22 contains 1315 members Entering Unmasked Estep ConsiderDeletion Score: -101713000.000000 Penalty: 175058.937500 Iteration 103Q: 23 clusters Score -1.01713e+08 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82487 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10855 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4820 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30200 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40089 members Mstep: Class 15 contains 118004 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43432 members Mstep: Class 19 contains 27465 members Mstep: Class 20 contains 19319 members Mstep: Class 21 contains 28193 members Mstep: Class 22 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -101713016.000000 Penalty: 175058.937500 Iteration 104Q: 23 clusters Score -1.01713e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82488 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10856 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4820 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30201 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40090 members Mstep: Class 15 contains 117998 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43425 members Mstep: Class 19 contains 27464 members Mstep: Class 20 contains 19332 members Mstep: Class 21 contains 28189 members Mstep: Class 22 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -101712888.000000 Penalty: 175058.937500 Iteration 105Q: 23 clusters Score -1.017129e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82488 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10857 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4820 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30204 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40091 members Mstep: Class 15 contains 117994 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43417 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19338 members Mstep: Class 21 contains 28189 members Mstep: Class 22 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -101712960.000000 Penalty: 175058.937500 Iteration 106Q: 23 clusters Score -1.01713e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82489 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10857 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4819 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30209 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40090 members Mstep: Class 15 contains 117979 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43413 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19349 members Mstep: Class 21 contains 28189 members Mstep: Class 22 contains 1326 members Entering Unmasked Estep ConsiderDeletion Score: -101712960.000000 Penalty: 175058.937500 Iteration 107Q: 23 clusters Score -1.01713e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82491 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10855 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30212 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40089 members Mstep: Class 15 contains 117976 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4522 members Mstep: Class 18 contains 43402 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19357 members Mstep: Class 21 contains 28187 members Mstep: Class 22 contains 1333 members Entering Unmasked Estep ConsiderDeletion Score: -101712936.000000 Penalty: 175058.937500 Iteration 108Q: 23 clusters Score -1.017129e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82492 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10853 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4817 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30220 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117970 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43390 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19368 members Mstep: Class 21 contains 28182 members Mstep: Class 22 contains 1340 members Entering Unmasked Estep ConsiderDeletion Score: -101712872.000000 Penalty: 175058.937500 Iteration 109Q: 23 clusters Score -1.017129e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82493 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10853 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30223 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117966 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43380 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19375 members Mstep: Class 21 contains 28181 members Mstep: Class 22 contains 1343 members Entering Unmasked Estep ConsiderDeletion Score: -101712848.000000 Penalty: 175058.937500 Iteration 110Q: 23 clusters Score -1.017128e+08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82493 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30227 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117957 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43376 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19385 members Mstep: Class 21 contains 28180 members Mstep: Class 22 contains 1344 members Entering Unmasked Estep ConsiderDeletion Score: -101712712.000000 Penalty: 175058.937500 Iteration 111Q: 23 clusters Score -1.017127e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30230 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43372 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19393 members Mstep: Class 21 contains 28177 members Mstep: Class 22 contains 1348 members Entering Unmasked Estep ConsiderDeletion Score: -101712720.000000 Penalty: 175058.937500 Iteration 112Q: 23 clusters Score -1.017127e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30232 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117944 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43366 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19400 members Mstep: Class 21 contains 28176 members Mstep: Class 22 contains 1349 members Entering Unmasked Estep ConsiderDeletion Score: -101712696.000000 Penalty: 175058.937500 Iteration 113Q: 23 clusters Score -1.017127e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82496 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30233 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117945 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43359 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19406 members Mstep: Class 21 contains 28174 members Mstep: Class 22 contains 1349 members Entering Unmasked Estep ConsiderDeletion Score: -101712720.000000 Penalty: 175058.937500 Iteration 114Q: 23 clusters Score -1.017127e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30234 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43354 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19411 members Mstep: Class 21 contains 28172 members Mstep: Class 22 contains 1349 members Entering Unmasked Estep ConsiderDeletion Score: -101712736.000000 Penalty: 175058.937500 Iteration 115Q: 23 clusters Score -1.017127e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117945 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43353 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19413 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -101712744.000000 Penalty: 175058.937500 Iteration 116Q: 23 clusters Score -1.017127e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117943 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43352 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19415 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Entering Unmasked Estep ConsiderDeletion Score: -101712760.000000 Penalty: 175058.937500 Iteration 117Q: 23 clusters Score -1.017128e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117945 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43350 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19415 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Entering Unmasked Estep ConsiderDeletion Score: -101712752.000000 Penalty: 175058.937500 Iteration 118Q: 23 clusters Score -1.017128e+08 nChanged 4 Entering ConstructFrom: Score: -101712752.000000 Penalty: 175058.937500 Entering ConstructFrom: Trying to split cluster 1 (643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Entering Unmasked Estep Score: -132813.937500 Penalty: 3960.513428 Iteration 0F: 2 clusters Score -132813.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -129227.304688 Penalty: 7921.026855 Iteration 0F: 3 clusters Score -129227.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -129590.750000 Penalty: 7921.026855 Iteration 1F: 3 clusters Score -129590.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -129737.679688 Penalty: 7921.026855 Iteration 2Q: 3 clusters Score -129737.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -129781.781250 Penalty: 7921.026855 Iteration 3Q: 3 clusters Score -129781.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -129824.289062 Penalty: 7921.026855 Iteration 4Q: 3 clusters Score -129824.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -129837.625000 Penalty: 7921.026855 Iteration 5Q: 3 clusters Score -129837.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -129839.703125 Penalty: 7921.026855 Iteration 6Q: 3 clusters Score -129839.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -129839.703125 Penalty: 7921.026855 Iteration 7F: 3 clusters Score -129839.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (82495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82495 members Entering Unmasked Estep Score: -19624504.000000 Penalty: 6933.801758 Iteration 0F: 2 clusters Score -1.96245e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41378 members Mstep: Class 2 contains 41117 members Entering Unmasked Estep Score: -19570552.000000 Penalty: 13867.603516 Iteration 0F: 3 clusters Score -1.957055e+07 nChanged 37373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42109 members Mstep: Class 2 contains 40386 members Entering Unmasked Estep Score: -19590826.000000 Penalty: 13867.603516 Iteration 1F: 3 clusters Score -1.959083e+07 nChanged 3614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42609 members Mstep: Class 2 contains 39886 members Entering Unmasked Estep Score: -19591904.000000 Penalty: 13867.603516 Iteration 2Q: 3 clusters Score -1.95919e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43303 members Mstep: Class 2 contains 39192 members Entering Unmasked Estep Score: -19592714.000000 Penalty: 13867.603516 Iteration 3Q: 3 clusters Score -1.959271e+07 nChanged 2968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44373 members Mstep: Class 2 contains 38122 members Entering Unmasked Estep Score: -19593516.000000 Penalty: 13867.603516 Iteration 4Q: 3 clusters Score -1.959352e+07 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45915 members Mstep: Class 2 contains 36580 members Entering Unmasked Estep Score: -19594504.000000 Penalty: 13867.603516 Iteration 5Q: 3 clusters Score -1.95945e+07 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48103 members Mstep: Class 2 contains 34392 members Entering Unmasked Estep Score: -19595714.000000 Penalty: 13867.603516 Iteration 6Q: 3 clusters Score -1.959571e+07 nChanged 3921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51124 members Mstep: Class 2 contains 31371 members Entering Unmasked Estep Score: -19597728.000000 Penalty: 13867.603516 Iteration 7Q: 3 clusters Score -1.959773e+07 nChanged 4861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55219 members Mstep: Class 2 contains 27276 members Entering Unmasked Estep Score: -19600462.000000 Penalty: 13867.603516 Iteration 8F: 3 clusters Score -1.960046e+07 nChanged 5369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60024 members Mstep: Class 2 contains 22471 members Entering Unmasked Estep Score: -19604074.000000 Penalty: 13867.603516 Iteration 9F: 3 clusters Score -1.960407e+07 nChanged 5221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64913 members Mstep: Class 2 contains 17582 members Entering Unmasked Estep Score: -19607826.000000 Penalty: 13867.603516 Iteration 10F: 3 clusters Score -1.960783e+07 nChanged 4687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69448 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -19611466.000000 Penalty: 13867.603516 Iteration 11F: 3 clusters Score -1.961147e+07 nChanged 3692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73068 members Mstep: Class 2 contains 9427 members Entering Unmasked Estep Score: -19614686.000000 Penalty: 13867.603516 Iteration 12Q: 3 clusters Score -1.961469e+07 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75558 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -19617332.000000 Penalty: 13867.603516 Iteration 13Q: 3 clusters Score -1.961733e+07 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77022 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -19619072.000000 Penalty: 13867.603516 Iteration 14Q: 3 clusters Score -1.961907e+07 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77696 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -19620030.000000 Penalty: 13867.603516 Iteration 15Q: 3 clusters Score -1.962003e+07 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78029 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -19620540.000000 Penalty: 13867.603516 Iteration 16Q: 3 clusters Score -1.962054e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78228 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -19620644.000000 Penalty: 13867.603516 Iteration 17Q: 3 clusters Score -1.962064e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78351 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -19620810.000000 Penalty: 13867.603516 Iteration 18Q: 3 clusters Score -1.962081e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78433 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -19620802.000000 Penalty: 13867.603516 Iteration 19Q: 3 clusters Score -1.96208e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78500 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -19620850.000000 Penalty: 13867.603516 Iteration 20F: 3 clusters Score -1.962085e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78571 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -19620886.000000 Penalty: 13867.603516 Iteration 21Q: 3 clusters Score -1.962089e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78624 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -19620904.000000 Penalty: 13867.603516 Iteration 22Q: 3 clusters Score -1.96209e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78665 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -19620902.000000 Penalty: 13867.603516 Iteration 23Q: 3 clusters Score -1.96209e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78690 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -19620872.000000 Penalty: 13867.603516 Iteration 24Q: 3 clusters Score -1.962087e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78709 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -19620876.000000 Penalty: 13867.603516 Iteration 25Q: 3 clusters Score -1.962088e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78728 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -19620870.000000 Penalty: 13867.603516 Iteration 26Q: 3 clusters Score -1.962087e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78739 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -19620884.000000 Penalty: 13867.603516 Iteration 27Q: 3 clusters Score -1.962088e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78753 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -19620902.000000 Penalty: 13867.603516 Iteration 28Q: 3 clusters Score -1.96209e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78767 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -19620908.000000 Penalty: 13867.603516 Iteration 29Q: 3 clusters Score -1.962091e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78785 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -19620900.000000 Penalty: 13867.603516 Iteration 30Q: 3 clusters Score -1.96209e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78798 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -19620894.000000 Penalty: 13867.603516 Iteration 31Q: 3 clusters Score -1.962089e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78811 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -19620904.000000 Penalty: 13867.603516 Iteration 32Q: 3 clusters Score -1.96209e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78823 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -19620924.000000 Penalty: 13867.603516 Iteration 33Q: 3 clusters Score -1.962092e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78830 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -19620908.000000 Penalty: 13867.603516 Iteration 34Q: 3 clusters Score -1.962091e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78835 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -19620892.000000 Penalty: 13867.603516 Iteration 35Q: 3 clusters Score -1.962089e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78844 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -19620884.000000 Penalty: 13867.603516 Iteration 36Q: 3 clusters Score -1.962088e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78846 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -19620876.000000 Penalty: 13867.603516 Iteration 37Q: 3 clusters Score -1.962088e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78843 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -19620892.000000 Penalty: 13867.603516 Iteration 38Q: 3 clusters Score -1.962089e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78840 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -19620916.000000 Penalty: 13867.603516 Iteration 39Q: 3 clusters Score -1.962092e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78842 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -19620906.000000 Penalty: 13867.603516 Iteration 40F: 3 clusters Score -1.962091e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78842 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -19620910.000000 Penalty: 13867.603516 Iteration 41Q: 3 clusters Score -1.962091e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78842 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -19620910.000000 Penalty: 13867.603516 Iteration 42F: 3 clusters Score -1.962091e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Entering Unmasked Estep Score: -1573899.875000 Penalty: 5394.118164 Iteration 0F: 2 clusters Score -1573900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1565779.875000 Penalty: 10788.236328 Iteration 0F: 3 clusters Score -1565780 nChanged 2259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -1567307.125000 Penalty: 10788.236328 Iteration 1F: 3 clusters Score -1567307 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1567709.375000 Penalty: 10788.236328 Iteration 2F: 3 clusters Score -1567709 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -1567949.375000 Penalty: 10788.236328 Iteration 3Q: 3 clusters Score -1567949 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -1568100.375000 Penalty: 10788.236328 Iteration 4Q: 3 clusters Score -1568100 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -1568207.000000 Penalty: 10788.236328 Iteration 5Q: 3 clusters Score -1568207 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1568283.625000 Penalty: 10788.236328 Iteration 6Q: 3 clusters Score -1568284 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1568342.500000 Penalty: 10788.236328 Iteration 7Q: 3 clusters Score -1568342 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -1568392.000000 Penalty: 10788.236328 Iteration 8Q: 3 clusters Score -1568392 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1568454.750000 Penalty: 10788.236328 Iteration 9Q: 3 clusters Score -1568455 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1568506.250000 Penalty: 10788.236328 Iteration 10Q: 3 clusters Score -1568506 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -1568551.500000 Penalty: 10788.236328 Iteration 11Q: 3 clusters Score -1568552 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -1568591.625000 Penalty: 10788.236328 Iteration 12Q: 3 clusters Score -1568592 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1568637.000000 Penalty: 10788.236328 Iteration 13Q: 3 clusters Score -1568637 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -1568678.375000 Penalty: 10788.236328 Iteration 14Q: 3 clusters Score -1568678 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1568715.125000 Penalty: 10788.236328 Iteration 15Q: 3 clusters Score -1568715 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1568749.875000 Penalty: 10788.236328 Iteration 16Q: 3 clusters Score -1568750 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -1568773.625000 Penalty: 10788.236328 Iteration 17Q: 3 clusters Score -1568774 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -1568799.875000 Penalty: 10788.236328 Iteration 18Q: 3 clusters Score -1568800 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1568832.750000 Penalty: 10788.236328 Iteration 19Q: 3 clusters Score -1568833 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1568858.125000 Penalty: 10788.236328 Iteration 20F: 3 clusters Score -1568858 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1568888.250000 Penalty: 10788.236328 Iteration 21Q: 3 clusters Score -1568888 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -1568916.125000 Penalty: 10788.236328 Iteration 22Q: 3 clusters Score -1568916 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1568946.000000 Penalty: 10788.236328 Iteration 23Q: 3 clusters Score -1568946 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -1568977.625000 Penalty: 10788.236328 Iteration 24Q: 3 clusters Score -1568978 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -1569011.250000 Penalty: 10788.236328 Iteration 25Q: 3 clusters Score -1569011 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1569056.500000 Penalty: 10788.236328 Iteration 26Q: 3 clusters Score -1569056 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -1569097.000000 Penalty: 10788.236328 Iteration 27Q: 3 clusters Score -1569097 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1569146.125000 Penalty: 10788.236328 Iteration 28Q: 3 clusters Score -1569146 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1569199.750000 Penalty: 10788.236328 Iteration 29Q: 3 clusters Score -1569200 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1569232.625000 Penalty: 10788.236328 Iteration 30Q: 3 clusters Score -1569233 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1569263.875000 Penalty: 10788.236328 Iteration 31Q: 3 clusters Score -1569264 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -1569291.125000 Penalty: 10788.236328 Iteration 32Q: 3 clusters Score -1569291 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1569314.750000 Penalty: 10788.236328 Iteration 33Q: 3 clusters Score -1569315 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1569339.625000 Penalty: 10788.236328 Iteration 34Q: 3 clusters Score -1569340 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1569365.250000 Penalty: 10788.236328 Iteration 35Q: 3 clusters Score -1569365 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1569387.000000 Penalty: 10788.236328 Iteration 36Q: 3 clusters Score -1569387 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1569410.875000 Penalty: 10788.236328 Iteration 37Q: 3 clusters Score -1569411 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1569442.000000 Penalty: 10788.236328 Iteration 38Q: 3 clusters Score -1569442 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -1569475.000000 Penalty: 10788.236328 Iteration 39Q: 3 clusters Score -1569475 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1569515.125000 Penalty: 10788.236328 Iteration 40F: 3 clusters Score -1569515 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1569562.375000 Penalty: 10788.236328 Iteration 41Q: 3 clusters Score -1569562 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1569599.125000 Penalty: 10788.236328 Iteration 42Q: 3 clusters Score -1569599 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1569634.000000 Penalty: 10788.236328 Iteration 43Q: 3 clusters Score -1569634 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1569679.000000 Penalty: 10788.236328 Iteration 44Q: 3 clusters Score -1569679 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -1569720.875000 Penalty: 10788.236328 Iteration 45Q: 3 clusters Score -1569721 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1569760.625000 Penalty: 10788.236328 Iteration 46Q: 3 clusters Score -1569761 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -1569781.875000 Penalty: 10788.236328 Iteration 47Q: 3 clusters Score -1569782 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1569807.375000 Penalty: 10788.236328 Iteration 48Q: 3 clusters Score -1569807 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1569823.625000 Penalty: 10788.236328 Iteration 49Q: 3 clusters Score -1569824 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1569839.500000 Penalty: 10788.236328 Iteration 50Q: 3 clusters Score -1569840 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1569851.000000 Penalty: 10788.236328 Iteration 51Q: 3 clusters Score -1569851 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1569862.750000 Penalty: 10788.236328 Iteration 52Q: 3 clusters Score -1569863 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1569874.875000 Penalty: 10788.236328 Iteration 53Q: 3 clusters Score -1569875 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1569881.375000 Penalty: 10788.236328 Iteration 54Q: 3 clusters Score -1569881 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1569898.500000 Penalty: 10788.236328 Iteration 55Q: 3 clusters Score -1569898 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1569907.250000 Penalty: 10788.236328 Iteration 56Q: 3 clusters Score -1569907 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1569908.750000 Penalty: 10788.236328 Iteration 57Q: 3 clusters Score -1569909 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1569921.500000 Penalty: 10788.236328 Iteration 58Q: 3 clusters Score -1569922 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1569930.375000 Penalty: 10788.236328 Iteration 59Q: 3 clusters Score -1569930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1569935.000000 Penalty: 10788.236328 Iteration 60F: 3 clusters Score -1569935 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -1569945.625000 Penalty: 10788.236328 Iteration 61Q: 3 clusters Score -1569946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1569949.750000 Penalty: 10788.236328 Iteration 62Q: 3 clusters Score -1569950 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1569967.000000 Penalty: 10788.236328 Iteration 63Q: 3 clusters Score -1569967 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1569982.000000 Penalty: 10788.236328 Iteration 64Q: 3 clusters Score -1569982 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1569995.125000 Penalty: 10788.236328 Iteration 65Q: 3 clusters Score -1569995 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1570006.875000 Penalty: 10788.236328 Iteration 66Q: 3 clusters Score -1570007 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -1570014.000000 Penalty: 10788.236328 Iteration 67Q: 3 clusters Score -1570014 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1570017.375000 Penalty: 10788.236328 Iteration 68Q: 3 clusters Score -1570017 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1570024.750000 Penalty: 10788.236328 Iteration 69Q: 3 clusters Score -1570025 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1570035.125000 Penalty: 10788.236328 Iteration 70Q: 3 clusters Score -1570035 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1570035.750000 Penalty: 10788.236328 Iteration 71Q: 3 clusters Score -1570036 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -1570047.375000 Penalty: 10788.236328 Iteration 72Q: 3 clusters Score -1570047 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1570065.375000 Penalty: 10788.236328 Iteration 73Q: 3 clusters Score -1570065 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1570106.000000 Penalty: 10788.236328 Iteration 74Q: 3 clusters Score -1570106 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1570150.125000 Penalty: 10788.236328 Iteration 75Q: 3 clusters Score -1570150 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1570218.000000 Penalty: 10788.236328 Iteration 76Q: 3 clusters Score -1570218 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -1570283.875000 Penalty: 10788.236328 Iteration 77Q: 3 clusters Score -1570284 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -1570327.375000 Penalty: 10788.236328 Iteration 78Q: 3 clusters Score -1570327 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1570356.000000 Penalty: 10788.236328 Iteration 79Q: 3 clusters Score -1570356 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -1570385.125000 Penalty: 10788.236328 Iteration 80F: 3 clusters Score -1570385 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1570394.750000 Penalty: 10788.236328 Iteration 81Q: 3 clusters Score -1570395 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1570408.625000 Penalty: 10788.236328 Iteration 82Q: 3 clusters Score -1570409 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1570413.375000 Penalty: 10788.236328 Iteration 83Q: 3 clusters Score -1570413 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -1570424.875000 Penalty: 10788.236328 Iteration 84Q: 3 clusters Score -1570425 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1570430.375000 Penalty: 10788.236328 Iteration 85Q: 3 clusters Score -1570430 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -1570436.875000 Penalty: 10788.236328 Iteration 86Q: 3 clusters Score -1570437 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1570443.375000 Penalty: 10788.236328 Iteration 87Q: 3 clusters Score -1570443 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1570451.000000 Penalty: 10788.236328 Iteration 88Q: 3 clusters Score -1570451 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1570457.750000 Penalty: 10788.236328 Iteration 89Q: 3 clusters Score -1570458 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1570462.250000 Penalty: 10788.236328 Iteration 90Q: 3 clusters Score -1570462 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -1570471.375000 Penalty: 10788.236328 Iteration 91Q: 3 clusters Score -1570471 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -1570473.250000 Penalty: 10788.236328 Iteration 92Q: 3 clusters Score -1570473 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1570476.750000 Penalty: 10788.236328 Iteration 93Q: 3 clusters Score -1570477 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1570479.500000 Penalty: 10788.236328 Iteration 94Q: 3 clusters Score -1570480 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -1570482.625000 Penalty: 10788.236328 Iteration 95Q: 3 clusters Score -1570483 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -1570484.625000 Penalty: 10788.236328 Iteration 96Q: 3 clusters Score -1570485 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -1570492.000000 Penalty: 10788.236328 Iteration 97Q: 3 clusters Score -1570492 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -1570498.000000 Penalty: 10788.236328 Iteration 98Q: 3 clusters Score -1570498 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1570507.875000 Penalty: 10788.236328 Iteration 99Q: 3 clusters Score -1570508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1570511.625000 Penalty: 10788.236328 Iteration 100F: 3 clusters Score -1570512 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1570512.875000 Penalty: 10788.236328 Iteration 101Q: 3 clusters Score -1570513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1570514.125000 Penalty: 10788.236328 Iteration 102Q: 3 clusters Score -1570514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1570515.250000 Penalty: 10788.236328 Iteration 103Q: 3 clusters Score -1570515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1570513.375000 Penalty: 10788.236328 Iteration 104Q: 3 clusters Score -1570513 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1570513.375000 Penalty: 10788.236328 Iteration 105F: 3 clusters Score -1570513 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Entering Unmasked Estep Score: -233605.156250 Penalty: 4307.482422 Iteration 0F: 2 clusters Score -233605.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -229563.906250 Penalty: 8614.964844 Iteration 0F: 3 clusters Score -229563.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -230539.968750 Penalty: 8614.964844 Iteration 1F: 3 clusters Score -230540 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -231026.500000 Penalty: 8614.964844 Iteration 2F: 3 clusters Score -231026.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -231436.140625 Penalty: 8614.964844 Iteration 3F: 3 clusters Score -231436.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -231933.484375 Penalty: 8614.964844 Iteration 4Q: 3 clusters Score -231933.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -232322.718750 Penalty: 8614.964844 Iteration 5Q: 3 clusters Score -232322.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -232455.781250 Penalty: 8614.964844 Iteration 6Q: 3 clusters Score -232455.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -232544.078125 Penalty: 8614.964844 Iteration 7Q: 3 clusters Score -232544.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -232643.156250 Penalty: 8614.964844 Iteration 8Q: 3 clusters Score -232643.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -232791.796875 Penalty: 8614.964844 Iteration 9Q: 3 clusters Score -232791.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -232947.640625 Penalty: 8614.964844 Iteration 10Q: 3 clusters Score -232947.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -233099.281250 Penalty: 8614.964844 Iteration 11Q: 3 clusters Score -233099.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -233195.765625 Penalty: 8614.964844 Iteration 12Q: 3 clusters Score -233195.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -233364.218750 Penalty: 8614.964844 Iteration 13Q: 3 clusters Score -233364.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -233564.328125 Penalty: 8614.964844 Iteration 14Q: 3 clusters Score -233564.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -233683.437500 Penalty: 8614.964844 Iteration 15Q: 3 clusters Score -233683.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -233796.218750 Penalty: 8614.964844 Iteration 16Q: 3 clusters Score -233796.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -233889.953125 Penalty: 8614.964844 Iteration 17Q: 3 clusters Score -233890 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -234002.421875 Penalty: 8614.964844 Iteration 18Q: 3 clusters Score -234002.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -234119.140625 Penalty: 8614.964844 Iteration 19Q: 3 clusters Score -234119.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -234255.015625 Penalty: 8614.964844 Iteration 20F: 3 clusters Score -234255 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -234465.828125 Penalty: 8614.964844 Iteration 21Q: 3 clusters Score -234465.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -234774.859375 Penalty: 8614.964844 Iteration 22Q: 3 clusters Score -234774.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -234920.984375 Penalty: 8614.964844 Iteration 23Q: 3 clusters Score -234921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -234948.625000 Penalty: 8614.964844 Iteration 24Q: 3 clusters Score -234948.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -234961.312500 Penalty: 8614.964844 Iteration 25Q: 3 clusters Score -234961.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -234978.890625 Penalty: 8614.964844 Iteration 26Q: 3 clusters Score -234978.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -235002.000000 Penalty: 8614.964844 Iteration 27Q: 3 clusters Score -235002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -235014.718750 Penalty: 8614.964844 Iteration 28Q: 3 clusters Score -235014.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -235014.718750 Penalty: 8614.964844 Iteration 29F: 3 clusters Score -235014.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 668 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43347 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19416 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Mstep: Class 23 contains 465 members Entering Unmasked Estep Score: -101710624.000000 Penalty: 183016.156250 Splitting cluster 4 changes total score from -101712752.000000 to -101710624.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Entering Unmasked Estep Score: -37053.285156 Penalty: 3286.660156 Iteration 0F: 2 clusters Score -37053.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -34781.437500 Penalty: 6573.320312 Iteration 0F: 3 clusters Score -34781.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -34801.570312 Penalty: 6573.320312 Iteration 1Q: 3 clusters Score -34801.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -34801.570312 Penalty: 6573.320312 Iteration 2F: 3 clusters Score -34801.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (10852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10852 members Entering Unmasked Estep Score: -2412252.000000 Penalty: 5691.414062 Iteration 0F: 2 clusters Score -2412252 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -2401496.500000 Penalty: 11382.828125 Iteration 0F: 3 clusters Score -2401496 nChanged 4066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -2403921.500000 Penalty: 11382.828125 Iteration 1F: 3 clusters Score -2403922 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -2404569.750000 Penalty: 11382.828125 Iteration 2F: 3 clusters Score -2404570 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -2405028.000000 Penalty: 11382.828125 Iteration 3F: 3 clusters Score -2405028 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -2405357.250000 Penalty: 11382.828125 Iteration 4Q: 3 clusters Score -2405357 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -2405608.250000 Penalty: 11382.828125 Iteration 5Q: 3 clusters Score -2405608 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -2405798.000000 Penalty: 11382.828125 Iteration 6Q: 3 clusters Score -2405798 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -2405954.500000 Penalty: 11382.828125 Iteration 7Q: 3 clusters Score -2405954 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -2406101.000000 Penalty: 11382.828125 Iteration 8Q: 3 clusters Score -2406101 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -2406218.500000 Penalty: 11382.828125 Iteration 9Q: 3 clusters Score -2406218 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -2406313.000000 Penalty: 11382.828125 Iteration 10Q: 3 clusters Score -2406313 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -2406396.750000 Penalty: 11382.828125 Iteration 11Q: 3 clusters Score -2406397 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -2406484.250000 Penalty: 11382.828125 Iteration 12Q: 3 clusters Score -2406484 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -2406570.250000 Penalty: 11382.828125 Iteration 13Q: 3 clusters Score -2406570 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -2406662.000000 Penalty: 11382.828125 Iteration 14Q: 3 clusters Score -2406662 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -2406754.250000 Penalty: 11382.828125 Iteration 15Q: 3 clusters Score -2406754 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -2406840.250000 Penalty: 11382.828125 Iteration 16Q: 3 clusters Score -2406840 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -2406938.500000 Penalty: 11382.828125 Iteration 17Q: 3 clusters Score -2406938 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -2407038.250000 Penalty: 11382.828125 Iteration 18Q: 3 clusters Score -2407038 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -2407145.000000 Penalty: 11382.828125 Iteration 19Q: 3 clusters Score -2407145 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -2407251.750000 Penalty: 11382.828125 Iteration 20F: 3 clusters Score -2407252 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -2407376.500000 Penalty: 11382.828125 Iteration 21Q: 3 clusters Score -2407376 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -2407503.250000 Penalty: 11382.828125 Iteration 22Q: 3 clusters Score -2407503 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -2407640.750000 Penalty: 11382.828125 Iteration 23Q: 3 clusters Score -2407641 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -2407780.000000 Penalty: 11382.828125 Iteration 24Q: 3 clusters Score -2407780 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8768 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -2407937.750000 Penalty: 11382.828125 Iteration 25Q: 3 clusters Score -2407938 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -2408056.500000 Penalty: 11382.828125 Iteration 26Q: 3 clusters Score -2408056 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -2408139.500000 Penalty: 11382.828125 Iteration 27Q: 3 clusters Score -2408140 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -2408224.500000 Penalty: 11382.828125 Iteration 28Q: 3 clusters Score -2408224 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -2408294.500000 Penalty: 11382.828125 Iteration 29Q: 3 clusters Score -2408294 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -2408359.500000 Penalty: 11382.828125 Iteration 30Q: 3 clusters Score -2408360 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -2408418.500000 Penalty: 11382.828125 Iteration 31Q: 3 clusters Score -2408418 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -2408464.250000 Penalty: 11382.828125 Iteration 32Q: 3 clusters Score -2408464 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -2408491.250000 Penalty: 11382.828125 Iteration 33Q: 3 clusters Score -2408491 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9490 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -2408511.750000 Penalty: 11382.828125 Iteration 34Q: 3 clusters Score -2408512 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -2408531.000000 Penalty: 11382.828125 Iteration 35Q: 3 clusters Score -2408531 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9532 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -2408555.500000 Penalty: 11382.828125 Iteration 36Q: 3 clusters Score -2408556 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -2408565.750000 Penalty: 11382.828125 Iteration 37Q: 3 clusters Score -2408566 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -2408574.750000 Penalty: 11382.828125 Iteration 38Q: 3 clusters Score -2408575 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -2408579.500000 Penalty: 11382.828125 Iteration 39Q: 3 clusters Score -2408580 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -2408583.500000 Penalty: 11382.828125 Iteration 40F: 3 clusters Score -2408584 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -2408590.000000 Penalty: 11382.828125 Iteration 41Q: 3 clusters Score -2408590 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -2408597.000000 Penalty: 11382.828125 Iteration 42Q: 3 clusters Score -2408597 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -2408607.500000 Penalty: 11382.828125 Iteration 43Q: 3 clusters Score -2408608 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9617 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -2408612.000000 Penalty: 11382.828125 Iteration 44Q: 3 clusters Score -2408612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9629 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -2408619.750000 Penalty: 11382.828125 Iteration 45Q: 3 clusters Score -2408620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -2408626.750000 Penalty: 11382.828125 Iteration 46Q: 3 clusters Score -2408627 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -2408625.500000 Penalty: 11382.828125 Iteration 47Q: 3 clusters Score -2408626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -2408628.000000 Penalty: 11382.828125 Iteration 48Q: 3 clusters Score -2408628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -2408634.250000 Penalty: 11382.828125 Iteration 49Q: 3 clusters Score -2408634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -2408633.750000 Penalty: 11382.828125 Iteration 50Q: 3 clusters Score -2408634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -2408634.250000 Penalty: 11382.828125 Iteration 51Q: 3 clusters Score -2408634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -2408631.250000 Penalty: 11382.828125 Iteration 52Q: 3 clusters Score -2408631 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -2408631.250000 Penalty: 11382.828125 Iteration 53F: 3 clusters Score -2408631 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Entering Unmasked Estep Score: -2319030.250000 Penalty: 5632.759766 Iteration 0F: 2 clusters Score -2319030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -2308943.250000 Penalty: 11265.519531 Iteration 0F: 3 clusters Score -2308943 nChanged 3619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -2311039.750000 Penalty: 11265.519531 Iteration 1F: 3 clusters Score -2311040 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -2311471.750000 Penalty: 11265.519531 Iteration 2F: 3 clusters Score -2311472 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -2311709.750000 Penalty: 11265.519531 Iteration 3Q: 3 clusters Score -2311710 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -2311862.500000 Penalty: 11265.519531 Iteration 4Q: 3 clusters Score -2311862 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -2311977.250000 Penalty: 11265.519531 Iteration 5Q: 3 clusters Score -2311977 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -2312059.500000 Penalty: 11265.519531 Iteration 6Q: 3 clusters Score -2312060 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -2312144.750000 Penalty: 11265.519531 Iteration 7Q: 3 clusters Score -2312145 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -2312250.250000 Penalty: 11265.519531 Iteration 8Q: 3 clusters Score -2312250 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -2312367.250000 Penalty: 11265.519531 Iteration 9Q: 3 clusters Score -2312367 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -2312542.000000 Penalty: 11265.519531 Iteration 10Q: 3 clusters Score -2312542 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -2312778.500000 Penalty: 11265.519531 Iteration 11Q: 3 clusters Score -2312778 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -2313099.250000 Penalty: 11265.519531 Iteration 12Q: 3 clusters Score -2313099 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -2313506.500000 Penalty: 11265.519531 Iteration 13Q: 3 clusters Score -2313506 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -2313975.750000 Penalty: 11265.519531 Iteration 14Q: 3 clusters Score -2313976 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -2314497.500000 Penalty: 11265.519531 Iteration 15F: 3 clusters Score -2314498 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -2314979.000000 Penalty: 11265.519531 Iteration 16F: 3 clusters Score -2314979 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -2315355.250000 Penalty: 11265.519531 Iteration 17Q: 3 clusters Score -2315355 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -2315625.250000 Penalty: 11265.519531 Iteration 18Q: 3 clusters Score -2315625 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -2315789.500000 Penalty: 11265.519531 Iteration 19Q: 3 clusters Score -2315790 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -2315892.250000 Penalty: 11265.519531 Iteration 20F: 3 clusters Score -2315892 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -2315953.250000 Penalty: 11265.519531 Iteration 21Q: 3 clusters Score -2315953 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -2315996.750000 Penalty: 11265.519531 Iteration 22Q: 3 clusters Score -2315997 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -2316036.000000 Penalty: 11265.519531 Iteration 23Q: 3 clusters Score -2316036 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -2316061.000000 Penalty: 11265.519531 Iteration 24Q: 3 clusters Score -2316061 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -2316074.500000 Penalty: 11265.519531 Iteration 25Q: 3 clusters Score -2316074 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -2316087.250000 Penalty: 11265.519531 Iteration 26Q: 3 clusters Score -2316087 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -2316095.500000 Penalty: 11265.519531 Iteration 27Q: 3 clusters Score -2316096 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -2316111.000000 Penalty: 11265.519531 Iteration 28Q: 3 clusters Score -2316111 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -2316118.750000 Penalty: 11265.519531 Iteration 29Q: 3 clusters Score -2316119 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -2316120.000000 Penalty: 11265.519531 Iteration 30Q: 3 clusters Score -2316120 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -2316126.750000 Penalty: 11265.519531 Iteration 31Q: 3 clusters Score -2316127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -2316127.500000 Penalty: 11265.519531 Iteration 32Q: 3 clusters Score -2316128 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -2316129.750000 Penalty: 11265.519531 Iteration 33Q: 3 clusters Score -2316130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -2316131.250000 Penalty: 11265.519531 Iteration 34Q: 3 clusters Score -2316131 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -2316130.750000 Penalty: 11265.519531 Iteration 35Q: 3 clusters Score -2316131 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -2316130.000000 Penalty: 11265.519531 Iteration 36Q: 3 clusters Score -2316130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -2316130.000000 Penalty: 11265.519531 Iteration 37Q: 3 clusters Score -2316130 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -2316131.750000 Penalty: 11265.519531 Iteration 38Q: 3 clusters Score -2316132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -2316137.750000 Penalty: 11265.519531 Iteration 39Q: 3 clusters Score -2316138 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -2316131.750000 Penalty: 11265.519531 Iteration 40F: 3 clusters Score -2316132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -2316132.750000 Penalty: 11265.519531 Iteration 41Q: 3 clusters Score -2316133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -2316133.250000 Penalty: 11265.519531 Iteration 42Q: 3 clusters Score -2316133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -2316135.250000 Penalty: 11265.519531 Iteration 43Q: 3 clusters Score -2316135 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -2316135.250000 Penalty: 11265.519531 Iteration 44F: 3 clusters Score -2316135 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Entering Unmasked Estep Score: -1140369.250000 Penalty: 5194.069824 Iteration 0F: 2 clusters Score -1140369 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1133413.750000 Penalty: 10388.139648 Iteration 0F: 3 clusters Score -1133414 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1134528.500000 Penalty: 10388.139648 Iteration 1F: 3 clusters Score -1134528 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1134850.625000 Penalty: 10388.139648 Iteration 2F: 3 clusters Score -1134851 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1135022.625000 Penalty: 10388.139648 Iteration 3Q: 3 clusters Score -1135023 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1135119.125000 Penalty: 10388.139648 Iteration 4Q: 3 clusters Score -1135119 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1135190.500000 Penalty: 10388.139648 Iteration 5Q: 3 clusters Score -1135190 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -1135265.750000 Penalty: 10388.139648 Iteration 6Q: 3 clusters Score -1135266 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1135318.750000 Penalty: 10388.139648 Iteration 7Q: 3 clusters Score -1135319 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1135364.875000 Penalty: 10388.139648 Iteration 8Q: 3 clusters Score -1135365 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1135405.125000 Penalty: 10388.139648 Iteration 9Q: 3 clusters Score -1135405 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1135430.625000 Penalty: 10388.139648 Iteration 10Q: 3 clusters Score -1135431 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -1135458.875000 Penalty: 10388.139648 Iteration 11Q: 3 clusters Score -1135459 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1135483.750000 Penalty: 10388.139648 Iteration 12Q: 3 clusters Score -1135484 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -1135509.125000 Penalty: 10388.139648 Iteration 13Q: 3 clusters Score -1135509 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1135537.875000 Penalty: 10388.139648 Iteration 14Q: 3 clusters Score -1135538 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1135576.750000 Penalty: 10388.139648 Iteration 15Q: 3 clusters Score -1135577 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1135631.250000 Penalty: 10388.139648 Iteration 16Q: 3 clusters Score -1135631 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1135706.750000 Penalty: 10388.139648 Iteration 17Q: 3 clusters Score -1135707 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1135776.875000 Penalty: 10388.139648 Iteration 18Q: 3 clusters Score -1135777 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1135880.500000 Penalty: 10388.139648 Iteration 19Q: 3 clusters Score -1135880 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1135988.875000 Penalty: 10388.139648 Iteration 20F: 3 clusters Score -1135989 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1136079.750000 Penalty: 10388.139648 Iteration 21Q: 3 clusters Score -1136080 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1136179.625000 Penalty: 10388.139648 Iteration 22Q: 3 clusters Score -1136180 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -1136303.500000 Penalty: 10388.139648 Iteration 23Q: 3 clusters Score -1136304 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1136424.750000 Penalty: 10388.139648 Iteration 24Q: 3 clusters Score -1136425 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1136525.375000 Penalty: 10388.139648 Iteration 25Q: 3 clusters Score -1136525 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1136610.250000 Penalty: 10388.139648 Iteration 26Q: 3 clusters Score -1136610 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1136680.000000 Penalty: 10388.139648 Iteration 27Q: 3 clusters Score -1136680 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -1136744.000000 Penalty: 10388.139648 Iteration 28Q: 3 clusters Score -1136744 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1136789.125000 Penalty: 10388.139648 Iteration 29Q: 3 clusters Score -1136789 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1136827.000000 Penalty: 10388.139648 Iteration 30Q: 3 clusters Score -1136827 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1136854.625000 Penalty: 10388.139648 Iteration 31Q: 3 clusters Score -1136855 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1136874.250000 Penalty: 10388.139648 Iteration 32Q: 3 clusters Score -1136874 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1136896.750000 Penalty: 10388.139648 Iteration 33Q: 3 clusters Score -1136897 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -1136916.875000 Penalty: 10388.139648 Iteration 34Q: 3 clusters Score -1136917 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1136931.500000 Penalty: 10388.139648 Iteration 35Q: 3 clusters Score -1136932 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1136942.625000 Penalty: 10388.139648 Iteration 36Q: 3 clusters Score -1136943 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1136954.250000 Penalty: 10388.139648 Iteration 37Q: 3 clusters Score -1136954 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1136961.875000 Penalty: 10388.139648 Iteration 38Q: 3 clusters Score -1136962 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -1136966.000000 Penalty: 10388.139648 Iteration 39Q: 3 clusters Score -1136966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -1136973.375000 Penalty: 10388.139648 Iteration 40F: 3 clusters Score -1136973 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1136981.000000 Penalty: 10388.139648 Iteration 41Q: 3 clusters Score -1136981 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1136984.125000 Penalty: 10388.139648 Iteration 42Q: 3 clusters Score -1136984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1136985.500000 Penalty: 10388.139648 Iteration 43Q: 3 clusters Score -1136986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1136988.250000 Penalty: 10388.139648 Iteration 44Q: 3 clusters Score -1136988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1136988.250000 Penalty: 10388.139648 Iteration 45F: 3 clusters Score -1136988 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Entering Unmasked Estep Score: -760013.875000 Penalty: 4983.438477 Iteration 0F: 2 clusters Score -760013.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -754335.312500 Penalty: 9966.876953 Iteration 0F: 3 clusters Score -754335.3 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -755728.687500 Penalty: 9966.876953 Iteration 1F: 3 clusters Score -755728.7 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -756545.250000 Penalty: 9966.876953 Iteration 2F: 3 clusters Score -756545.2 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -757848.562500 Penalty: 9966.876953 Iteration 3F: 3 clusters Score -757848.6 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -759345.812500 Penalty: 9966.876953 Iteration 4F: 3 clusters Score -759345.8 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -760401.375000 Penalty: 9966.876953 Iteration 5F: 3 clusters Score -760401.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -761473.250000 Penalty: 9966.876953 Iteration 6Q: 3 clusters Score -761473.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -761746.375000 Penalty: 9966.876953 Iteration 7Q: 3 clusters Score -761746.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -761821.187500 Penalty: 9966.876953 Iteration 8Q: 3 clusters Score -761821.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -761842.500000 Penalty: 9966.876953 Iteration 9Q: 3 clusters Score -761842.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -761856.937500 Penalty: 9966.876953 Iteration 10Q: 3 clusters Score -761856.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -761864.562500 Penalty: 9966.876953 Iteration 11Q: 3 clusters Score -761864.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -761866.562500 Penalty: 9966.876953 Iteration 12Q: 3 clusters Score -761866.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -761868.437500 Penalty: 9966.876953 Iteration 13Q: 3 clusters Score -761868.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -761869.687500 Penalty: 9966.876953 Iteration 14Q: 3 clusters Score -761869.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -761869.687500 Penalty: 9966.876953 Iteration 15F: 3 clusters Score -761869.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43347 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19416 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Mstep: Class 23 contains 2836 members Entering Unmasked Estep Score: -101711912.000000 Penalty: 183016.156250 Splitting cluster 9 changes total score from -101712752.000000 to -101711912.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (2659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Entering Unmasked Estep Score: -606215.562500 Penalty: 4829.994629 Iteration 0F: 2 clusters Score -606215.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -600953.125000 Penalty: 9659.989258 Iteration 0F: 3 clusters Score -600953.1 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -602226.625000 Penalty: 9659.989258 Iteration 1F: 3 clusters Score -602226.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -603180.687500 Penalty: 9659.989258 Iteration 2F: 3 clusters Score -603180.7 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -604042.000000 Penalty: 9659.989258 Iteration 3F: 3 clusters Score -604042 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -604972.375000 Penalty: 9659.989258 Iteration 4F: 3 clusters Score -604972.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -605609.375000 Penalty: 9659.989258 Iteration 5F: 3 clusters Score -605609.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -606517.125000 Penalty: 9659.989258 Iteration 6Q: 3 clusters Score -606517.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -606777.000000 Penalty: 9659.989258 Iteration 7Q: 3 clusters Score -606777 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -606851.437500 Penalty: 9659.989258 Iteration 8Q: 3 clusters Score -606851.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -606878.125000 Penalty: 9659.989258 Iteration 9Q: 3 clusters Score -606878.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -606886.312500 Penalty: 9659.989258 Iteration 10Q: 3 clusters Score -606886.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -606887.187500 Penalty: 9659.989258 Iteration 11Q: 3 clusters Score -606887.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -606889.687500 Penalty: 9659.989258 Iteration 12Q: 3 clusters Score -606889.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -606891.937500 Penalty: 9659.989258 Iteration 13Q: 3 clusters Score -606891.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -606893.312500 Penalty: 9659.989258 Iteration 14Q: 3 clusters Score -606893.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -606893.312500 Penalty: 9659.989258 Iteration 15F: 3 clusters Score -606893.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43347 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19416 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Mstep: Class 23 contains 2187 members Entering Unmasked Estep Score: -101710496.000000 Penalty: 183016.156250 Splitting cluster 10 changes total score from -101712752.000000 to -101710496.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Entering Unmasked Estep Score: -383299.250000 Penalty: 4581.416992 Iteration 0F: 2 clusters Score -383299.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -378486.218750 Penalty: 9162.833984 Iteration 0F: 3 clusters Score -378486.2 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -379154.875000 Penalty: 9162.833984 Iteration 1F: 3 clusters Score -379154.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -379421.093750 Penalty: 9162.833984 Iteration 2F: 3 clusters Score -379421.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -379682.406250 Penalty: 9162.833984 Iteration 3F: 3 clusters Score -379682.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -379931.312500 Penalty: 9162.833984 Iteration 4Q: 3 clusters Score -379931.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -380211.093750 Penalty: 9162.833984 Iteration 5Q: 3 clusters Score -380211.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -380515.531250 Penalty: 9162.833984 Iteration 6Q: 3 clusters Score -380515.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -380775.406250 Penalty: 9162.833984 Iteration 7Q: 3 clusters Score -380775.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -380986.312500 Penalty: 9162.833984 Iteration 8Q: 3 clusters Score -380986.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -381202.062500 Penalty: 9162.833984 Iteration 9Q: 3 clusters Score -381202.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -381392.781250 Penalty: 9162.833984 Iteration 10Q: 3 clusters Score -381392.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -381481.812500 Penalty: 9162.833984 Iteration 11Q: 3 clusters Score -381481.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -381526.093750 Penalty: 9162.833984 Iteration 12Q: 3 clusters Score -381526.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -381561.406250 Penalty: 9162.833984 Iteration 13Q: 3 clusters Score -381561.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -381590.906250 Penalty: 9162.833984 Iteration 14Q: 3 clusters Score -381590.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -381608.187500 Penalty: 9162.833984 Iteration 15Q: 3 clusters Score -381608.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -381619.906250 Penalty: 9162.833984 Iteration 16Q: 3 clusters Score -381619.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -381626.218750 Penalty: 9162.833984 Iteration 17Q: 3 clusters Score -381626.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -381628.218750 Penalty: 9162.833984 Iteration 18Q: 3 clusters Score -381628.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -381630.000000 Penalty: 9162.833984 Iteration 19Q: 3 clusters Score -381630 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -381630.000000 Penalty: 9162.833984 Iteration 20F: 3 clusters Score -381630 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (30235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30235 members Entering Unmasked Estep Score: -7010306.000000 Penalty: 6319.012695 Iteration 0F: 2 clusters Score -7010306 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15072 members Mstep: Class 2 contains 15163 members Entering Unmasked Estep Score: -6987304.000000 Penalty: 12638.025391 Iteration 0F: 3 clusters Score -6987304 nChanged 12728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14990 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -6994477.500000 Penalty: 12638.025391 Iteration 1F: 3 clusters Score -6994478 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15137 members Mstep: Class 2 contains 15098 members Entering Unmasked Estep Score: -6995823.000000 Penalty: 12638.025391 Iteration 2F: 3 clusters Score -6995823 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 14696 members Entering Unmasked Estep Score: -6996935.500000 Penalty: 12638.025391 Iteration 3F: 3 clusters Score -6996936 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16153 members Mstep: Class 2 contains 14082 members Entering Unmasked Estep Score: -6998010.500000 Penalty: 12638.025391 Iteration 4F: 3 clusters Score -6998010 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16992 members Mstep: Class 2 contains 13243 members Entering Unmasked Estep Score: -6999230.000000 Penalty: 12638.025391 Iteration 5F: 3 clusters Score -6999230 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17958 members Mstep: Class 2 contains 12277 members Entering Unmasked Estep Score: -7000632.500000 Penalty: 12638.025391 Iteration 6F: 3 clusters Score -7000632 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18915 members Mstep: Class 2 contains 11320 members Entering Unmasked Estep Score: -7001997.500000 Penalty: 12638.025391 Iteration 7F: 3 clusters Score -7001998 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19789 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -7003083.000000 Penalty: 12638.025391 Iteration 8F: 3 clusters Score -7003083 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20589 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -7003913.500000 Penalty: 12638.025391 Iteration 9Q: 3 clusters Score -7003914 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21302 members Mstep: Class 2 contains 8933 members Entering Unmasked Estep Score: -7004486.000000 Penalty: 12638.025391 Iteration 10Q: 3 clusters Score -7004486 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21860 members Mstep: Class 2 contains 8375 members Entering Unmasked Estep Score: -7004935.500000 Penalty: 12638.025391 Iteration 11Q: 3 clusters Score -7004936 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22326 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -7005230.000000 Penalty: 12638.025391 Iteration 12Q: 3 clusters Score -7005230 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22716 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -7005516.000000 Penalty: 12638.025391 Iteration 13Q: 3 clusters Score -7005516 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23061 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -7005739.000000 Penalty: 12638.025391 Iteration 14Q: 3 clusters Score -7005739 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -7005916.000000 Penalty: 12638.025391 Iteration 15Q: 3 clusters Score -7005916 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23675 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -7006104.500000 Penalty: 12638.025391 Iteration 16Q: 3 clusters Score -7006104 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23926 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -7006294.500000 Penalty: 12638.025391 Iteration 17Q: 3 clusters Score -7006294 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24163 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -7006395.500000 Penalty: 12638.025391 Iteration 18Q: 3 clusters Score -7006396 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24391 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -7006521.500000 Penalty: 12638.025391 Iteration 19Q: 3 clusters Score -7006522 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24605 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -7006649.500000 Penalty: 12638.025391 Iteration 20F: 3 clusters Score -7006650 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24819 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -7006814.500000 Penalty: 12638.025391 Iteration 21Q: 3 clusters Score -7006814 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25037 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -7006996.000000 Penalty: 12638.025391 Iteration 22Q: 3 clusters Score -7006996 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25233 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -7007170.500000 Penalty: 12638.025391 Iteration 23Q: 3 clusters Score -7007170 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25422 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -7007328.500000 Penalty: 12638.025391 Iteration 24Q: 3 clusters Score -7007328 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25586 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -7007482.000000 Penalty: 12638.025391 Iteration 25Q: 3 clusters Score -7007482 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25707 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -7007581.500000 Penalty: 12638.025391 Iteration 26Q: 3 clusters Score -7007582 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25809 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -7007641.000000 Penalty: 12638.025391 Iteration 27Q: 3 clusters Score -7007641 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -7007694.500000 Penalty: 12638.025391 Iteration 28Q: 3 clusters Score -7007694 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25964 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -7007713.500000 Penalty: 12638.025391 Iteration 29Q: 3 clusters Score -7007714 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25996 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -7007729.500000 Penalty: 12638.025391 Iteration 30Q: 3 clusters Score -7007730 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26032 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -7007739.000000 Penalty: 12638.025391 Iteration 31Q: 3 clusters Score -7007739 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26065 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -7007756.500000 Penalty: 12638.025391 Iteration 32Q: 3 clusters Score -7007756 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26091 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -7007754.500000 Penalty: 12638.025391 Iteration 33Q: 3 clusters Score -7007754 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26112 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -7007764.000000 Penalty: 12638.025391 Iteration 34Q: 3 clusters Score -7007764 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26122 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -7007778.500000 Penalty: 12638.025391 Iteration 35Q: 3 clusters Score -7007778 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26131 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -7007765.500000 Penalty: 12638.025391 Iteration 36Q: 3 clusters Score -7007766 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26143 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -7007773.000000 Penalty: 12638.025391 Iteration 37Q: 3 clusters Score -7007773 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26157 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -7007782.000000 Penalty: 12638.025391 Iteration 38Q: 3 clusters Score -7007782 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26171 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -7007789.500000 Penalty: 12638.025391 Iteration 39Q: 3 clusters Score -7007790 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26183 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -7007788.500000 Penalty: 12638.025391 Iteration 40F: 3 clusters Score -7007788 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26190 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -7007797.000000 Penalty: 12638.025391 Iteration 41Q: 3 clusters Score -7007797 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26203 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -7007809.000000 Penalty: 12638.025391 Iteration 42Q: 3 clusters Score -7007809 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26212 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -7007807.000000 Penalty: 12638.025391 Iteration 43Q: 3 clusters Score -7007807 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26216 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -7007808.500000 Penalty: 12638.025391 Iteration 44Q: 3 clusters Score -7007808 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26221 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -7007799.000000 Penalty: 12638.025391 Iteration 45Q: 3 clusters Score -7007799 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26228 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -7007808.500000 Penalty: 12638.025391 Iteration 46Q: 3 clusters Score -7007808 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26234 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -7007818.000000 Penalty: 12638.025391 Iteration 47Q: 3 clusters Score -7007818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26237 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -7007814.500000 Penalty: 12638.025391 Iteration 48Q: 3 clusters Score -7007814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26238 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -7007811.000000 Penalty: 12638.025391 Iteration 49Q: 3 clusters Score -7007811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26240 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -7007808.000000 Penalty: 12638.025391 Iteration 50Q: 3 clusters Score -7007808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26240 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -7007808.500000 Penalty: 12638.025391 Iteration 51Q: 3 clusters Score -7007808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26239 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -7007814.000000 Penalty: 12638.025391 Iteration 52Q: 3 clusters Score -7007814 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26239 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -7007814.000000 Penalty: 12638.025391 Iteration 53F: 3 clusters Score -7007814 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Entering Unmasked Estep Score: -139376.203125 Penalty: 4004.610596 Iteration 0F: 2 clusters Score -139376.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -135845.843750 Penalty: 8009.221191 Iteration 0F: 3 clusters Score -135845.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -136366.234375 Penalty: 8009.221191 Iteration 1F: 3 clusters Score -136366.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -136714.250000 Penalty: 8009.221191 Iteration 2F: 3 clusters Score -136714.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -137041.093750 Penalty: 8009.221191 Iteration 3F: 3 clusters Score -137041.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -137302.421875 Penalty: 8009.221191 Iteration 4F: 3 clusters Score -137302.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -137498.281250 Penalty: 8009.221191 Iteration 5Q: 3 clusters Score -137498.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -137619.093750 Penalty: 8009.221191 Iteration 6Q: 3 clusters Score -137619.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -137744.875000 Penalty: 8009.221191 Iteration 7Q: 3 clusters Score -137744.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -137824.937500 Penalty: 8009.221191 Iteration 8Q: 3 clusters Score -137824.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -137861.375000 Penalty: 8009.221191 Iteration 9Q: 3 clusters Score -137861.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -137873.343750 Penalty: 8009.221191 Iteration 10Q: 3 clusters Score -137873.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -137873.343750 Penalty: 8009.221191 Iteration 11F: 3 clusters Score -137873.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (40087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40087 members Entering Unmasked Estep Score: -9370641.000000 Penalty: 6491.769531 Iteration 0F: 2 clusters Score -9370641 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20078 members Mstep: Class 2 contains 20009 members Entering Unmasked Estep Score: -9341308.000000 Penalty: 12983.539062 Iteration 0F: 3 clusters Score -9341308 nChanged 17228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20408 members Mstep: Class 2 contains 19679 members Entering Unmasked Estep Score: -9350677.000000 Penalty: 12983.539062 Iteration 1F: 3 clusters Score -9350677 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20641 members Mstep: Class 2 contains 19446 members Entering Unmasked Estep Score: -9351578.000000 Penalty: 12983.539062 Iteration 2F: 3 clusters Score -9351578 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20853 members Mstep: Class 2 contains 19234 members Entering Unmasked Estep Score: -9352401.000000 Penalty: 12983.539062 Iteration 3Q: 3 clusters Score -9352401 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21147 members Mstep: Class 2 contains 18940 members Entering Unmasked Estep Score: -9353144.000000 Penalty: 12983.539062 Iteration 4Q: 3 clusters Score -9353144 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21563 members Mstep: Class 2 contains 18524 members Entering Unmasked Estep Score: -9353946.000000 Penalty: 12983.539062 Iteration 5Q: 3 clusters Score -9353946 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22118 members Mstep: Class 2 contains 17969 members Entering Unmasked Estep Score: -9354827.000000 Penalty: 12983.539062 Iteration 6Q: 3 clusters Score -9354827 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22929 members Mstep: Class 2 contains 17158 members Entering Unmasked Estep Score: -9355881.000000 Penalty: 12983.539062 Iteration 7Q: 3 clusters Score -9355881 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23974 members Mstep: Class 2 contains 16113 members Entering Unmasked Estep Score: -9357115.000000 Penalty: 12983.539062 Iteration 8F: 3 clusters Score -9357115 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25292 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -9358676.000000 Penalty: 12983.539062 Iteration 9F: 3 clusters Score -9358676 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26816 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -9360657.000000 Penalty: 12983.539062 Iteration 10F: 3 clusters Score -9360657 nChanged 2581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28501 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -9363041.000000 Penalty: 12983.539062 Iteration 11F: 3 clusters Score -9363041 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30128 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -9365693.000000 Penalty: 12983.539062 Iteration 12F: 3 clusters Score -9365693 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31298 members Mstep: Class 2 contains 8789 members Entering Unmasked Estep Score: -9368070.000000 Penalty: 12983.539062 Iteration 13Q: 3 clusters Score -9368070 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32006 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -9369521.000000 Penalty: 12983.539062 Iteration 14Q: 3 clusters Score -9369521 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32411 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -9370204.000000 Penalty: 12983.539062 Iteration 15Q: 3 clusters Score -9370204 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32708 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -9370487.000000 Penalty: 12983.539062 Iteration 16Q: 3 clusters Score -9370487 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32906 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -9370592.000000 Penalty: 12983.539062 Iteration 17Q: 3 clusters Score -9370592 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33072 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -9370688.000000 Penalty: 12983.539062 Iteration 18Q: 3 clusters Score -9370688 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33178 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -9370742.000000 Penalty: 12983.539062 Iteration 19Q: 3 clusters Score -9370742 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33254 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -9370736.000000 Penalty: 12983.539062 Iteration 20F: 3 clusters Score -9370736 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33299 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -9370745.000000 Penalty: 12983.539062 Iteration 21Q: 3 clusters Score -9370745 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33321 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -9370755.000000 Penalty: 12983.539062 Iteration 22Q: 3 clusters Score -9370755 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33331 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -9370763.000000 Penalty: 12983.539062 Iteration 23Q: 3 clusters Score -9370763 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33335 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -9370753.000000 Penalty: 12983.539062 Iteration 24Q: 3 clusters Score -9370753 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33340 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -9370749.000000 Penalty: 12983.539062 Iteration 25Q: 3 clusters Score -9370749 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33346 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -9370750.000000 Penalty: 12983.539062 Iteration 26Q: 3 clusters Score -9370750 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33351 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -9370759.000000 Penalty: 12983.539062 Iteration 27Q: 3 clusters Score -9370759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33352 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -9370749.000000 Penalty: 12983.539062 Iteration 28Q: 3 clusters Score -9370749 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33354 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -9370755.000000 Penalty: 12983.539062 Iteration 29Q: 3 clusters Score -9370755 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33356 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -9370758.000000 Penalty: 12983.539062 Iteration 30Q: 3 clusters Score -9370758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33356 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -9370758.000000 Penalty: 12983.539062 Iteration 31F: 3 clusters Score -9370758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 33356 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43347 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19416 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Mstep: Class 23 contains 6731 members Entering Unmasked Estep Score: -101711664.000000 Penalty: 183016.156250 Splitting cluster 14 changes total score from -101712752.000000 to -101711664.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (117947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117947 members Entering Unmasked Estep Score: -27758884.000000 Penalty: 7152.769531 Iteration 0F: 2 clusters Score -2.775888e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59025 members Mstep: Class 2 contains 58922 members Entering Unmasked Estep Score: -27679944.000000 Penalty: 14305.539062 Iteration 0F: 3 clusters Score -2.767994e+07 nChanged 54327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59980 members Mstep: Class 2 contains 57967 members Entering Unmasked Estep Score: -27709880.000000 Penalty: 14305.539062 Iteration 1F: 3 clusters Score -2.770988e+07 nChanged 4508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60402 members Mstep: Class 2 contains 57545 members Entering Unmasked Estep Score: -27711156.000000 Penalty: 14305.539062 Iteration 2Q: 3 clusters Score -2.771116e+07 nChanged 4200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61178 members Mstep: Class 2 contains 56769 members Entering Unmasked Estep Score: -27712150.000000 Penalty: 14305.539062 Iteration 3Q: 3 clusters Score -2.771215e+07 nChanged 3962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62246 members Mstep: Class 2 contains 55701 members Entering Unmasked Estep Score: -27713204.000000 Penalty: 14305.539062 Iteration 4Q: 3 clusters Score -2.77132e+07 nChanged 3983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63879 members Mstep: Class 2 contains 54068 members Entering Unmasked Estep Score: -27714232.000000 Penalty: 14305.539062 Iteration 5Q: 3 clusters Score -2.771423e+07 nChanged 4240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66257 members Mstep: Class 2 contains 51690 members Entering Unmasked Estep Score: -27715628.000000 Penalty: 14305.539062 Iteration 6Q: 3 clusters Score -2.771563e+07 nChanged 4768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69619 members Mstep: Class 2 contains 48328 members Entering Unmasked Estep Score: -27717360.000000 Penalty: 14305.539062 Iteration 7Q: 3 clusters Score -2.771736e+07 nChanged 5728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74171 members Mstep: Class 2 contains 43776 members Entering Unmasked Estep Score: -27720024.000000 Penalty: 14305.539062 Iteration 8Q: 3 clusters Score -2.772002e+07 nChanged 6737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79982 members Mstep: Class 2 contains 37965 members Entering Unmasked Estep Score: -27724018.000000 Penalty: 14305.539062 Iteration 9F: 3 clusters Score -2.772402e+07 nChanged 7589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86867 members Mstep: Class 2 contains 31080 members Entering Unmasked Estep Score: -27729374.000000 Penalty: 14305.539062 Iteration 10F: 3 clusters Score -2.772937e+07 nChanged 7954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94315 members Mstep: Class 2 contains 23632 members Entering Unmasked Estep Score: -27735488.000000 Penalty: 14305.539062 Iteration 11F: 3 clusters Score -2.773549e+07 nChanged 7344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101385 members Mstep: Class 2 contains 16562 members Entering Unmasked Estep Score: -27741250.000000 Penalty: 14305.539062 Iteration 12F: 3 clusters Score -2.774125e+07 nChanged 5824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107083 members Mstep: Class 2 contains 10864 members Entering Unmasked Estep Score: -27746058.000000 Penalty: 14305.539062 Iteration 13Q: 3 clusters Score -2.774606e+07 nChanged 3984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110965 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -27749246.000000 Penalty: 14305.539062 Iteration 14Q: 3 clusters Score -2.774925e+07 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113307 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -27751054.000000 Penalty: 14305.539062 Iteration 15Q: 3 clusters Score -2.775105e+07 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114631 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -27752130.000000 Penalty: 14305.539062 Iteration 16Q: 3 clusters Score -2.775213e+07 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115362 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -27752662.000000 Penalty: 14305.539062 Iteration 17Q: 3 clusters Score -2.775266e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115771 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -27752840.000000 Penalty: 14305.539062 Iteration 18Q: 3 clusters Score -2.775284e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116000 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -27753030.000000 Penalty: 14305.539062 Iteration 19Q: 3 clusters Score -2.775303e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116161 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -27753094.000000 Penalty: 14305.539062 Iteration 20F: 3 clusters Score -2.775309e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116253 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -27753174.000000 Penalty: 14305.539062 Iteration 21Q: 3 clusters Score -2.775317e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116330 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -27753226.000000 Penalty: 14305.539062 Iteration 22Q: 3 clusters Score -2.775323e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116376 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -27753264.000000 Penalty: 14305.539062 Iteration 23Q: 3 clusters Score -2.775326e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116413 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -27753270.000000 Penalty: 14305.539062 Iteration 24Q: 3 clusters Score -2.775327e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116438 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -27753304.000000 Penalty: 14305.539062 Iteration 25Q: 3 clusters Score -2.77533e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116453 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -27753268.000000 Penalty: 14305.539062 Iteration 26Q: 3 clusters Score -2.775327e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116461 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -27753304.000000 Penalty: 14305.539062 Iteration 27Q: 3 clusters Score -2.77533e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116468 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -27753314.000000 Penalty: 14305.539062 Iteration 28Q: 3 clusters Score -2.775331e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116468 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -27753296.000000 Penalty: 14305.539062 Iteration 29Q: 3 clusters Score -2.77533e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116472 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -27753290.000000 Penalty: 14305.539062 Iteration 30Q: 3 clusters Score -2.775329e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116476 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -27753302.000000 Penalty: 14305.539062 Iteration 31Q: 3 clusters Score -2.77533e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116478 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -27753292.000000 Penalty: 14305.539062 Iteration 32Q: 3 clusters Score -2.775329e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116476 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -27753296.000000 Penalty: 14305.539062 Iteration 33Q: 3 clusters Score -2.77533e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116477 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -27753280.000000 Penalty: 14305.539062 Iteration 34Q: 3 clusters Score -2.775328e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116478 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -27753290.000000 Penalty: 14305.539062 Iteration 35Q: 3 clusters Score -2.775329e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116478 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -27753290.000000 Penalty: 14305.539062 Iteration 36F: 3 clusters Score -2.775329e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Entering Unmasked Estep Score: -180146.953125 Penalty: 4113.914062 Iteration 0F: 2 clusters Score -180147 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 420 members Entering Unmasked Estep Score: -176284.281250 Penalty: 8227.828125 Iteration 0F: 3 clusters Score -176284.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -176641.218750 Penalty: 8227.828125 Iteration 1F: 3 clusters Score -176641.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -176763.843750 Penalty: 8227.828125 Iteration 2Q: 3 clusters Score -176763.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -176820.500000 Penalty: 8227.828125 Iteration 3Q: 3 clusters Score -176820.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -176873.796875 Penalty: 8227.828125 Iteration 4Q: 3 clusters Score -176873.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -176903.187500 Penalty: 8227.828125 Iteration 5Q: 3 clusters Score -176903.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -176906.703125 Penalty: 8227.828125 Iteration 6Q: 3 clusters Score -176906.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -176916.453125 Penalty: 8227.828125 Iteration 7Q: 3 clusters Score -176916.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -176923.437500 Penalty: 8227.828125 Iteration 8Q: 3 clusters Score -176923.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -176939.828125 Penalty: 8227.828125 Iteration 9Q: 3 clusters Score -176939.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -176939.828125 Penalty: 8227.828125 Iteration 10F: 3 clusters Score -176939.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -1051111.750000 Penalty: 5155.370117 Iteration 0F: 2 clusters Score -1051112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -1044416.437500 Penalty: 10310.740234 Iteration 0F: 3 clusters Score -1044416 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -1045430.437500 Penalty: 10310.740234 Iteration 1F: 3 clusters Score -1045430 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1045707.375000 Penalty: 10310.740234 Iteration 2F: 3 clusters Score -1045707 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -1045875.062500 Penalty: 10310.740234 Iteration 3Q: 3 clusters Score -1045875 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1046002.687500 Penalty: 10310.740234 Iteration 4Q: 3 clusters Score -1046003 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1046105.750000 Penalty: 10310.740234 Iteration 5Q: 3 clusters Score -1046106 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1046189.562500 Penalty: 10310.740234 Iteration 6Q: 3 clusters Score -1046190 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -1046267.187500 Penalty: 10310.740234 Iteration 7Q: 3 clusters Score -1046267 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1046362.562500 Penalty: 10310.740234 Iteration 8Q: 3 clusters Score -1046363 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -1046506.312500 Penalty: 10310.740234 Iteration 9Q: 3 clusters Score -1046506 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1046665.187500 Penalty: 10310.740234 Iteration 10Q: 3 clusters Score -1046665 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -1046789.062500 Penalty: 10310.740234 Iteration 11Q: 3 clusters Score -1046789 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -1046892.500000 Penalty: 10310.740234 Iteration 12Q: 3 clusters Score -1046892 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1047002.750000 Penalty: 10310.740234 Iteration 13Q: 3 clusters Score -1047003 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1047140.250000 Penalty: 10310.740234 Iteration 14Q: 3 clusters Score -1047140 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1047282.000000 Penalty: 10310.740234 Iteration 15Q: 3 clusters Score -1047282 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1047419.625000 Penalty: 10310.740234 Iteration 16Q: 3 clusters Score -1047420 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -1047557.875000 Penalty: 10310.740234 Iteration 17Q: 3 clusters Score -1047558 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1047669.812500 Penalty: 10310.740234 Iteration 18Q: 3 clusters Score -1047670 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1047767.250000 Penalty: 10310.740234 Iteration 19Q: 3 clusters Score -1047767 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1047843.312500 Penalty: 10310.740234 Iteration 20F: 3 clusters Score -1047843 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1047902.625000 Penalty: 10310.740234 Iteration 21Q: 3 clusters Score -1047903 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1047950.812500 Penalty: 10310.740234 Iteration 22Q: 3 clusters Score -1047951 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -1047989.812500 Penalty: 10310.740234 Iteration 23Q: 3 clusters Score -1047990 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -1048019.375000 Penalty: 10310.740234 Iteration 24Q: 3 clusters Score -1048019 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1048036.812500 Penalty: 10310.740234 Iteration 25Q: 3 clusters Score -1048037 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -1048050.437500 Penalty: 10310.740234 Iteration 26Q: 3 clusters Score -1048050 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1048061.750000 Penalty: 10310.740234 Iteration 27Q: 3 clusters Score -1048062 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1048071.625000 Penalty: 10310.740234 Iteration 28Q: 3 clusters Score -1048072 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1048082.437500 Penalty: 10310.740234 Iteration 29Q: 3 clusters Score -1048082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1048090.500000 Penalty: 10310.740234 Iteration 30Q: 3 clusters Score -1048090 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -1048103.125000 Penalty: 10310.740234 Iteration 31Q: 3 clusters Score -1048103 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -1048115.562500 Penalty: 10310.740234 Iteration 32Q: 3 clusters Score -1048116 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -1048125.437500 Penalty: 10310.740234 Iteration 33Q: 3 clusters Score -1048125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1048132.250000 Penalty: 10310.740234 Iteration 34Q: 3 clusters Score -1048132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1048135.187500 Penalty: 10310.740234 Iteration 35Q: 3 clusters Score -1048135 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1048135.187500 Penalty: 10310.740234 Iteration 36Q: 3 clusters Score -1048135 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1048139.312500 Penalty: 10310.740234 Iteration 37Q: 3 clusters Score -1048139 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1048140.875000 Penalty: 10310.740234 Iteration 38Q: 3 clusters Score -1048141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -1048141.562500 Penalty: 10310.740234 Iteration 39Q: 3 clusters Score -1048142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -1048142.562500 Penalty: 10310.740234 Iteration 40F: 3 clusters Score -1048143 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (43347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43347 members Entering Unmasked Estep Score: -10312509.000000 Penalty: 6539.657715 Iteration 0F: 2 clusters Score -1.031251e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21580 members Mstep: Class 2 contains 21767 members Entering Unmasked Estep Score: -10281377.000000 Penalty: 13079.315430 Iteration 0F: 3 clusters Score -1.028138e+07 nChanged 18689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21277 members Mstep: Class 2 contains 22070 members Entering Unmasked Estep Score: -10292153.000000 Penalty: 13079.315430 Iteration 1F: 3 clusters Score -1.029215e+07 nChanged 3058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20817 members Mstep: Class 2 contains 22530 members Entering Unmasked Estep Score: -10294633.000000 Penalty: 13079.315430 Iteration 2F: 3 clusters Score -1.029463e+07 nChanged 3296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19705 members Mstep: Class 2 contains 23642 members Entering Unmasked Estep Score: -10297180.000000 Penalty: 13079.315430 Iteration 3F: 3 clusters Score -1.029718e+07 nChanged 3483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17970 members Mstep: Class 2 contains 25377 members Entering Unmasked Estep Score: -10299964.000000 Penalty: 13079.315430 Iteration 4F: 3 clusters Score -1.029996e+07 nChanged 3442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15794 members Mstep: Class 2 contains 27553 members Entering Unmasked Estep Score: -10303060.000000 Penalty: 13079.315430 Iteration 5F: 3 clusters Score -1.030306e+07 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 29679 members Entering Unmasked Estep Score: -10305783.000000 Penalty: 13079.315430 Iteration 6F: 3 clusters Score -1.030578e+07 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 31400 members Entering Unmasked Estep Score: -10307785.000000 Penalty: 13079.315430 Iteration 7F: 3 clusters Score -1.030778e+07 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 32682 members Entering Unmasked Estep Score: -10309116.000000 Penalty: 13079.315430 Iteration 8Q: 3 clusters Score -1.030912e+07 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9704 members Mstep: Class 2 contains 33643 members Entering Unmasked Estep Score: -10309934.000000 Penalty: 13079.315430 Iteration 9Q: 3 clusters Score -1.030993e+07 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 34335 members Entering Unmasked Estep Score: -10310425.000000 Penalty: 13079.315430 Iteration 10Q: 3 clusters Score -1.031042e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 34873 members Entering Unmasked Estep Score: -10310718.000000 Penalty: 13079.315430 Iteration 11Q: 3 clusters Score -1.031072e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 35337 members Entering Unmasked Estep Score: -10310885.000000 Penalty: 13079.315430 Iteration 12Q: 3 clusters Score -1.031088e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 35711 members Entering Unmasked Estep Score: -10310960.000000 Penalty: 13079.315430 Iteration 13Q: 3 clusters Score -1.031096e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 36037 members Entering Unmasked Estep Score: -10311064.000000 Penalty: 13079.315430 Iteration 14Q: 3 clusters Score -1.031106e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 36338 members Entering Unmasked Estep Score: -10311183.000000 Penalty: 13079.315430 Iteration 15Q: 3 clusters Score -1.031118e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 36605 members Entering Unmasked Estep Score: -10311250.000000 Penalty: 13079.315430 Iteration 16Q: 3 clusters Score -1.031125e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 36852 members Entering Unmasked Estep Score: -10311331.000000 Penalty: 13079.315430 Iteration 17Q: 3 clusters Score -1.031133e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 37060 members Entering Unmasked Estep Score: -10311362.000000 Penalty: 13079.315430 Iteration 18Q: 3 clusters Score -1.031136e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 37253 members Entering Unmasked Estep Score: -10311417.000000 Penalty: 13079.315430 Iteration 19Q: 3 clusters Score -1.031142e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 37432 members Entering Unmasked Estep Score: -10311428.000000 Penalty: 13079.315430 Iteration 20F: 3 clusters Score -1.031143e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 37590 members Entering Unmasked Estep Score: -10311452.000000 Penalty: 13079.315430 Iteration 21Q: 3 clusters Score -1.031145e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 37741 members Entering Unmasked Estep Score: -10311497.000000 Penalty: 13079.315430 Iteration 22Q: 3 clusters Score -1.03115e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 37885 members Entering Unmasked Estep Score: -10311535.000000 Penalty: 13079.315430 Iteration 23Q: 3 clusters Score -1.031154e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 38032 members Entering Unmasked Estep Score: -10311594.000000 Penalty: 13079.315430 Iteration 24Q: 3 clusters Score -1.031159e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 38180 members Entering Unmasked Estep Score: -10311619.000000 Penalty: 13079.315430 Iteration 25Q: 3 clusters Score -1.031162e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 38327 members Entering Unmasked Estep Score: -10311657.000000 Penalty: 13079.315430 Iteration 26Q: 3 clusters Score -1.031166e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 38461 members Entering Unmasked Estep Score: -10311690.000000 Penalty: 13079.315430 Iteration 27Q: 3 clusters Score -1.031169e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 38556 members Entering Unmasked Estep Score: -10311733.000000 Penalty: 13079.315430 Iteration 28Q: 3 clusters Score -1.031173e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 38661 members Entering Unmasked Estep Score: -10311738.000000 Penalty: 13079.315430 Iteration 29Q: 3 clusters Score -1.031174e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 38762 members Entering Unmasked Estep Score: -10311791.000000 Penalty: 13079.315430 Iteration 30Q: 3 clusters Score -1.031179e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 38860 members Entering Unmasked Estep Score: -10311803.000000 Penalty: 13079.315430 Iteration 31Q: 3 clusters Score -1.03118e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 38948 members Entering Unmasked Estep Score: -10311848.000000 Penalty: 13079.315430 Iteration 32Q: 3 clusters Score -1.031185e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 39017 members Entering Unmasked Estep Score: -10311834.000000 Penalty: 13079.315430 Iteration 33Q: 3 clusters Score -1.031183e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 39079 members Entering Unmasked Estep Score: -10311837.000000 Penalty: 13079.315430 Iteration 34Q: 3 clusters Score -1.031184e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 39128 members Entering Unmasked Estep Score: -10311857.000000 Penalty: 13079.315430 Iteration 35Q: 3 clusters Score -1.031186e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 39164 members Entering Unmasked Estep Score: -10311885.000000 Penalty: 13079.315430 Iteration 36Q: 3 clusters Score -1.031188e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 39194 members Entering Unmasked Estep Score: -10311889.000000 Penalty: 13079.315430 Iteration 37Q: 3 clusters Score -1.031189e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 39222 members Entering Unmasked Estep Score: -10311887.000000 Penalty: 13079.315430 Iteration 38Q: 3 clusters Score -1.031189e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 39243 members Entering Unmasked Estep Score: -10311894.000000 Penalty: 13079.315430 Iteration 39Q: 3 clusters Score -1.031189e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 39256 members Entering Unmasked Estep Score: -10311904.000000 Penalty: 13079.315430 Iteration 40F: 3 clusters Score -1.03119e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 39269 members Entering Unmasked Estep Score: -10311902.000000 Penalty: 13079.315430 Iteration 41Q: 3 clusters Score -1.03119e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 39283 members Entering Unmasked Estep Score: -10311901.000000 Penalty: 13079.315430 Iteration 42Q: 3 clusters Score -1.03119e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 39294 members Entering Unmasked Estep Score: -10311913.000000 Penalty: 13079.315430 Iteration 43Q: 3 clusters Score -1.031191e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 39304 members Entering Unmasked Estep Score: -10311913.000000 Penalty: 13079.315430 Iteration 44Q: 3 clusters Score -1.031191e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 39311 members Entering Unmasked Estep Score: -10311914.000000 Penalty: 13079.315430 Iteration 45Q: 3 clusters Score -1.031191e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 39321 members Entering Unmasked Estep Score: -10311911.000000 Penalty: 13079.315430 Iteration 46Q: 3 clusters Score -1.031191e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 39329 members Entering Unmasked Estep Score: -10311934.000000 Penalty: 13079.315430 Iteration 47Q: 3 clusters Score -1.031193e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 39336 members Entering Unmasked Estep Score: -10311949.000000 Penalty: 13079.315430 Iteration 48Q: 3 clusters Score -1.031195e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 39342 members Entering Unmasked Estep Score: -10311935.000000 Penalty: 13079.315430 Iteration 49Q: 3 clusters Score -1.031194e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 39348 members Entering Unmasked Estep Score: -10311940.000000 Penalty: 13079.315430 Iteration 50Q: 3 clusters Score -1.031194e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 39353 members Entering Unmasked Estep Score: -10311936.000000 Penalty: 13079.315430 Iteration 51Q: 3 clusters Score -1.031194e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 39359 members Entering Unmasked Estep Score: -10311930.000000 Penalty: 13079.315430 Iteration 52Q: 3 clusters Score -1.031193e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 39365 members Entering Unmasked Estep Score: -10311930.000000 Penalty: 13079.315430 Iteration 53Q: 3 clusters Score -1.031193e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 39368 members Entering Unmasked Estep Score: -10311928.000000 Penalty: 13079.315430 Iteration 54Q: 3 clusters Score -1.031193e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 39368 members Entering Unmasked Estep Score: -10311928.000000 Penalty: 13079.315430 Iteration 55F: 3 clusters Score -1.031193e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (27463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27463 members Entering Unmasked Estep Score: -6465475.000000 Penalty: 6260.114746 Iteration 0F: 2 clusters Score -6465475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13623 members Mstep: Class 2 contains 13840 members Entering Unmasked Estep Score: -6444210.500000 Penalty: 12520.229492 Iteration 0F: 3 clusters Score -6444210 nChanged 11537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13458 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -6450328.000000 Penalty: 12520.229492 Iteration 1F: 3 clusters Score -6450328 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 14006 members Entering Unmasked Estep Score: -6451046.000000 Penalty: 12520.229492 Iteration 2F: 3 clusters Score -6451046 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 13987 members Entering Unmasked Estep Score: -6451540.500000 Penalty: 12520.229492 Iteration 3Q: 3 clusters Score -6451540 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13537 members Mstep: Class 2 contains 13926 members Entering Unmasked Estep Score: -6451956.000000 Penalty: 12520.229492 Iteration 4Q: 3 clusters Score -6451956 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13646 members Mstep: Class 2 contains 13817 members Entering Unmasked Estep Score: -6452356.500000 Penalty: 12520.229492 Iteration 5Q: 3 clusters Score -6452356 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 13679 members Entering Unmasked Estep Score: -6452806.500000 Penalty: 12520.229492 Iteration 6Q: 3 clusters Score -6452806 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 13442 members Entering Unmasked Estep Score: -6453373.000000 Penalty: 12520.229492 Iteration 7Q: 3 clusters Score -6453373 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14222 members Mstep: Class 2 contains 13241 members Entering Unmasked Estep Score: -6454061.500000 Penalty: 12520.229492 Iteration 8Q: 3 clusters Score -6454062 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14373 members Mstep: Class 2 contains 13090 members Entering Unmasked Estep Score: -6454817.000000 Penalty: 12520.229492 Iteration 9Q: 3 clusters Score -6454817 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14441 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -6455768.000000 Penalty: 12520.229492 Iteration 10Q: 3 clusters Score -6455768 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14443 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -6456739.500000 Penalty: 12520.229492 Iteration 11Q: 3 clusters Score -6456740 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Mstep: Class 2 contains 13193 members Entering Unmasked Estep Score: -6457564.000000 Penalty: 12520.229492 Iteration 12Q: 3 clusters Score -6457564 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13981 members Mstep: Class 2 contains 13482 members Entering Unmasked Estep Score: -6458231.500000 Penalty: 12520.229492 Iteration 13Q: 3 clusters Score -6458232 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13590 members Mstep: Class 2 contains 13873 members Entering Unmasked Estep Score: -6458769.500000 Penalty: 12520.229492 Iteration 14Q: 3 clusters Score -6458770 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 14354 members Entering Unmasked Estep Score: -6459208.000000 Penalty: 12520.229492 Iteration 15Q: 3 clusters Score -6459208 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12623 members Mstep: Class 2 contains 14840 members Entering Unmasked Estep Score: -6459550.500000 Penalty: 12520.229492 Iteration 16Q: 3 clusters Score -6459550 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 15344 members Entering Unmasked Estep Score: -6459779.500000 Penalty: 12520.229492 Iteration 17Q: 3 clusters Score -6459780 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 15821 members Entering Unmasked Estep Score: -6459969.000000 Penalty: 12520.229492 Iteration 18Q: 3 clusters Score -6459969 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 16228 members Entering Unmasked Estep Score: -6460117.000000 Penalty: 12520.229492 Iteration 19Q: 3 clusters Score -6460117 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10862 members Mstep: Class 2 contains 16601 members Entering Unmasked Estep Score: -6460227.000000 Penalty: 12520.229492 Iteration 20F: 3 clusters Score -6460227 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 16955 members Entering Unmasked Estep Score: -6460346.500000 Penalty: 12520.229492 Iteration 21Q: 3 clusters Score -6460346 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 17302 members Entering Unmasked Estep Score: -6460457.500000 Penalty: 12520.229492 Iteration 22Q: 3 clusters Score -6460458 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 17661 members Entering Unmasked Estep Score: -6460550.500000 Penalty: 12520.229492 Iteration 23Q: 3 clusters Score -6460550 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 17983 members Entering Unmasked Estep Score: -6460686.000000 Penalty: 12520.229492 Iteration 24Q: 3 clusters Score -6460686 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 18313 members Entering Unmasked Estep Score: -6460776.500000 Penalty: 12520.229492 Iteration 25Q: 3 clusters Score -6460776 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 18593 members Entering Unmasked Estep Score: -6460839.000000 Penalty: 12520.229492 Iteration 26Q: 3 clusters Score -6460839 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 18843 members Entering Unmasked Estep Score: -6460906.500000 Penalty: 12520.229492 Iteration 27Q: 3 clusters Score -6460906 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 19076 members Entering Unmasked Estep Score: -6460964.000000 Penalty: 12520.229492 Iteration 28Q: 3 clusters Score -6460964 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8198 members Mstep: Class 2 contains 19265 members Entering Unmasked Estep Score: -6460994.500000 Penalty: 12520.229492 Iteration 29Q: 3 clusters Score -6460994 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 19421 members Entering Unmasked Estep Score: -6461062.500000 Penalty: 12520.229492 Iteration 30Q: 3 clusters Score -6461062 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 19574 members Entering Unmasked Estep Score: -6461116.000000 Penalty: 12520.229492 Iteration 31Q: 3 clusters Score -6461116 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 19745 members Entering Unmasked Estep Score: -6461142.000000 Penalty: 12520.229492 Iteration 32Q: 3 clusters Score -6461142 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 19884 members Entering Unmasked Estep Score: -6461170.500000 Penalty: 12520.229492 Iteration 33Q: 3 clusters Score -6461170 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 20023 members Entering Unmasked Estep Score: -6461200.000000 Penalty: 12520.229492 Iteration 34Q: 3 clusters Score -6461200 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 20144 members Entering Unmasked Estep Score: -6461253.500000 Penalty: 12520.229492 Iteration 35Q: 3 clusters Score -6461254 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 20277 members Entering Unmasked Estep Score: -6461284.000000 Penalty: 12520.229492 Iteration 36Q: 3 clusters Score -6461284 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 20402 members Entering Unmasked Estep Score: -6461306.500000 Penalty: 12520.229492 Iteration 37Q: 3 clusters Score -6461306 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 20538 members Entering Unmasked Estep Score: -6461324.000000 Penalty: 12520.229492 Iteration 38Q: 3 clusters Score -6461324 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 20661 members Entering Unmasked Estep Score: -6461368.500000 Penalty: 12520.229492 Iteration 39Q: 3 clusters Score -6461368 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 20751 members Entering Unmasked Estep Score: -6461383.500000 Penalty: 12520.229492 Iteration 40F: 3 clusters Score -6461384 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 20854 members Entering Unmasked Estep Score: -6461423.000000 Penalty: 12520.229492 Iteration 41Q: 3 clusters Score -6461423 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 20943 members Entering Unmasked Estep Score: -6461440.500000 Penalty: 12520.229492 Iteration 42Q: 3 clusters Score -6461440 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 21039 members Entering Unmasked Estep Score: -6461462.500000 Penalty: 12520.229492 Iteration 43Q: 3 clusters Score -6461462 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 21131 members Entering Unmasked Estep Score: -6461497.000000 Penalty: 12520.229492 Iteration 44Q: 3 clusters Score -6461497 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 21220 members Entering Unmasked Estep Score: -6461497.500000 Penalty: 12520.229492 Iteration 45Q: 3 clusters Score -6461498 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -6461514.000000 Penalty: 12520.229492 Iteration 46Q: 3 clusters Score -6461514 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 21354 members Entering Unmasked Estep Score: -6461525.500000 Penalty: 12520.229492 Iteration 47Q: 3 clusters Score -6461526 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 21406 members Entering Unmasked Estep Score: -6461551.000000 Penalty: 12520.229492 Iteration 48Q: 3 clusters Score -6461551 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 21452 members Entering Unmasked Estep Score: -6461566.000000 Penalty: 12520.229492 Iteration 49Q: 3 clusters Score -6461566 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 21501 members Entering Unmasked Estep Score: -6461570.500000 Penalty: 12520.229492 Iteration 50Q: 3 clusters Score -6461570 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 21554 members Entering Unmasked Estep Score: -6461592.000000 Penalty: 12520.229492 Iteration 51Q: 3 clusters Score -6461592 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 21603 members Entering Unmasked Estep Score: -6461594.500000 Penalty: 12520.229492 Iteration 52Q: 3 clusters Score -6461594 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 21648 members Entering Unmasked Estep Score: -6461596.500000 Penalty: 12520.229492 Iteration 53Q: 3 clusters Score -6461596 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 21682 members Entering Unmasked Estep Score: -6461583.500000 Penalty: 12520.229492 Iteration 54Q: 3 clusters Score -6461584 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 21718 members Entering Unmasked Estep Score: -6461608.000000 Penalty: 12520.229492 Iteration 55Q: 3 clusters Score -6461608 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 21749 members Entering Unmasked Estep Score: -6461626.500000 Penalty: 12520.229492 Iteration 56Q: 3 clusters Score -6461626 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 21779 members Entering Unmasked Estep Score: -6461628.500000 Penalty: 12520.229492 Iteration 57Q: 3 clusters Score -6461628 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 21817 members Entering Unmasked Estep Score: -6461630.000000 Penalty: 12520.229492 Iteration 58Q: 3 clusters Score -6461630 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 21856 members Entering Unmasked Estep Score: -6461634.000000 Penalty: 12520.229492 Iteration 59Q: 3 clusters Score -6461634 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 21891 members Entering Unmasked Estep Score: -6461653.500000 Penalty: 12520.229492 Iteration 60F: 3 clusters Score -6461654 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 21914 members Entering Unmasked Estep Score: -6461655.500000 Penalty: 12520.229492 Iteration 61Q: 3 clusters Score -6461656 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 21936 members Entering Unmasked Estep Score: -6461652.500000 Penalty: 12520.229492 Iteration 62Q: 3 clusters Score -6461652 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 21956 members Entering Unmasked Estep Score: -6461658.000000 Penalty: 12520.229492 Iteration 63Q: 3 clusters Score -6461658 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 21980 members Entering Unmasked Estep Score: -6461664.500000 Penalty: 12520.229492 Iteration 64Q: 3 clusters Score -6461664 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 21997 members Entering Unmasked Estep Score: -6461669.500000 Penalty: 12520.229492 Iteration 65Q: 3 clusters Score -6461670 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 22015 members Entering Unmasked Estep Score: -6461666.500000 Penalty: 12520.229492 Iteration 66Q: 3 clusters Score -6461666 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 22024 members Entering Unmasked Estep Score: -6461681.000000 Penalty: 12520.229492 Iteration 67Q: 3 clusters Score -6461681 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 22033 members Entering Unmasked Estep Score: -6461676.000000 Penalty: 12520.229492 Iteration 68Q: 3 clusters Score -6461676 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 22045 members Entering Unmasked Estep Score: -6461677.000000 Penalty: 12520.229492 Iteration 69Q: 3 clusters Score -6461677 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 22051 members Entering Unmasked Estep Score: -6461667.000000 Penalty: 12520.229492 Iteration 70Q: 3 clusters Score -6461667 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 22059 members Entering Unmasked Estep Score: -6461682.500000 Penalty: 12520.229492 Iteration 71Q: 3 clusters Score -6461682 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 22063 members Entering Unmasked Estep Score: -6461675.500000 Penalty: 12520.229492 Iteration 72Q: 3 clusters Score -6461676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 22067 members Entering Unmasked Estep Score: -6461680.500000 Penalty: 12520.229492 Iteration 73Q: 3 clusters Score -6461680 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 22068 members Entering Unmasked Estep Score: -6461674.500000 Penalty: 12520.229492 Iteration 74Q: 3 clusters Score -6461674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 22069 members Entering Unmasked Estep Score: -6461677.500000 Penalty: 12520.229492 Iteration 75Q: 3 clusters Score -6461678 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 22069 members Entering Unmasked Estep Score: -6461677.500000 Penalty: 12520.229492 Iteration 76F: 3 clusters Score -6461678 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (19416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19416 members Entering Unmasked Estep Score: -4530074.500000 Penalty: 6047.734863 Iteration 0F: 2 clusters Score -4530074 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 9697 members Entering Unmasked Estep Score: -4513969.500000 Penalty: 12095.469727 Iteration 0F: 3 clusters Score -4513970 nChanged 7879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9722 members Mstep: Class 2 contains 9694 members Entering Unmasked Estep Score: -4518198.500000 Penalty: 12095.469727 Iteration 1F: 3 clusters Score -4518198 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -4518776.000000 Penalty: 12095.469727 Iteration 2F: 3 clusters Score -4518776 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -4519190.500000 Penalty: 12095.469727 Iteration 3Q: 3 clusters Score -4519190 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -4519535.500000 Penalty: 12095.469727 Iteration 4Q: 3 clusters Score -4519536 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -4519843.500000 Penalty: 12095.469727 Iteration 5Q: 3 clusters Score -4519844 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -4520134.500000 Penalty: 12095.469727 Iteration 6Q: 3 clusters Score -4520134 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -4520393.000000 Penalty: 12095.469727 Iteration 7Q: 3 clusters Score -4520393 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 9414 members Entering Unmasked Estep Score: -4520657.000000 Penalty: 12095.469727 Iteration 8Q: 3 clusters Score -4520657 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10149 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -4520870.000000 Penalty: 12095.469727 Iteration 9Q: 3 clusters Score -4520870 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -4521124.500000 Penalty: 12095.469727 Iteration 10Q: 3 clusters Score -4521124 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10600 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -4521348.500000 Penalty: 12095.469727 Iteration 11Q: 3 clusters Score -4521348 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10896 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -4521587.500000 Penalty: 12095.469727 Iteration 12Q: 3 clusters Score -4521588 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -4521797.500000 Penalty: 12095.469727 Iteration 13Q: 3 clusters Score -4521798 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -4522029.000000 Penalty: 12095.469727 Iteration 14Q: 3 clusters Score -4522029 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -4522266.000000 Penalty: 12095.469727 Iteration 15Q: 3 clusters Score -4522266 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12311 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -4522470.500000 Penalty: 12095.469727 Iteration 16Q: 3 clusters Score -4522470 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -4522694.000000 Penalty: 12095.469727 Iteration 17Q: 3 clusters Score -4522694 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -4522920.500000 Penalty: 12095.469727 Iteration 18Q: 3 clusters Score -4522920 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13450 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -4523093.000000 Penalty: 12095.469727 Iteration 19Q: 3 clusters Score -4523093 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13825 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -4523317.000000 Penalty: 12095.469727 Iteration 20F: 3 clusters Score -4523317 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14164 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -4523493.000000 Penalty: 12095.469727 Iteration 21Q: 3 clusters Score -4523493 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14468 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -4523628.500000 Penalty: 12095.469727 Iteration 22Q: 3 clusters Score -4523628 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14760 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -4523769.000000 Penalty: 12095.469727 Iteration 23Q: 3 clusters Score -4523769 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -4523893.500000 Penalty: 12095.469727 Iteration 24Q: 3 clusters Score -4523894 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15276 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -4524020.000000 Penalty: 12095.469727 Iteration 25Q: 3 clusters Score -4524020 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15524 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -4524169.000000 Penalty: 12095.469727 Iteration 26Q: 3 clusters Score -4524169 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15757 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -4524293.000000 Penalty: 12095.469727 Iteration 27Q: 3 clusters Score -4524293 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15979 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -4524418.500000 Penalty: 12095.469727 Iteration 28Q: 3 clusters Score -4524418 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16196 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -4524552.000000 Penalty: 12095.469727 Iteration 29Q: 3 clusters Score -4524552 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16397 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -4524701.500000 Penalty: 12095.469727 Iteration 30Q: 3 clusters Score -4524702 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16572 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -4524843.500000 Penalty: 12095.469727 Iteration 31Q: 3 clusters Score -4524844 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -4524970.500000 Penalty: 12095.469727 Iteration 32Q: 3 clusters Score -4524970 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16882 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -4525085.000000 Penalty: 12095.469727 Iteration 33Q: 3 clusters Score -4525085 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17015 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -4525204.500000 Penalty: 12095.469727 Iteration 34Q: 3 clusters Score -4525204 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17121 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -4525298.000000 Penalty: 12095.469727 Iteration 35Q: 3 clusters Score -4525298 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -4525340.500000 Penalty: 12095.469727 Iteration 36Q: 3 clusters Score -4525340 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17242 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -4525390.000000 Penalty: 12095.469727 Iteration 37Q: 3 clusters Score -4525390 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17283 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -4525420.500000 Penalty: 12095.469727 Iteration 38Q: 3 clusters Score -4525420 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17340 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -4525475.500000 Penalty: 12095.469727 Iteration 39Q: 3 clusters Score -4525476 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17378 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -4525504.000000 Penalty: 12095.469727 Iteration 40F: 3 clusters Score -4525504 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17405 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -4525511.500000 Penalty: 12095.469727 Iteration 41Q: 3 clusters Score -4525512 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17429 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -4525522.500000 Penalty: 12095.469727 Iteration 42Q: 3 clusters Score -4525522 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17446 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -4525535.000000 Penalty: 12095.469727 Iteration 43Q: 3 clusters Score -4525535 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17456 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -4525533.000000 Penalty: 12095.469727 Iteration 44Q: 3 clusters Score -4525533 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17465 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -4525538.500000 Penalty: 12095.469727 Iteration 45Q: 3 clusters Score -4525538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17471 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -4525537.500000 Penalty: 12095.469727 Iteration 46Q: 3 clusters Score -4525538 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17479 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -4525549.000000 Penalty: 12095.469727 Iteration 47Q: 3 clusters Score -4525549 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -4525561.000000 Penalty: 12095.469727 Iteration 48Q: 3 clusters Score -4525561 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17501 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -4525571.000000 Penalty: 12095.469727 Iteration 49Q: 3 clusters Score -4525571 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17516 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -4525581.500000 Penalty: 12095.469727 Iteration 50Q: 3 clusters Score -4525582 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17529 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -4525591.500000 Penalty: 12095.469727 Iteration 51Q: 3 clusters Score -4525592 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17537 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -4525598.000000 Penalty: 12095.469727 Iteration 52Q: 3 clusters Score -4525598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17543 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -4525594.000000 Penalty: 12095.469727 Iteration 53Q: 3 clusters Score -4525594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17550 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -4525600.500000 Penalty: 12095.469727 Iteration 54Q: 3 clusters Score -4525600 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -4525597.500000 Penalty: 12095.469727 Iteration 55Q: 3 clusters Score -4525598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -4525597.500000 Penalty: 12095.469727 Iteration 56F: 3 clusters Score -4525598 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (28171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28171 members Entering Unmasked Estep Score: -6436533.500000 Penalty: 6275.704590 Iteration 0F: 2 clusters Score -6436534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 14050 members Entering Unmasked Estep Score: -6414896.500000 Penalty: 12551.409180 Iteration 0F: 3 clusters Score -6414896 nChanged 11845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 14067 members Entering Unmasked Estep Score: -6421476.500000 Penalty: 12551.409180 Iteration 1F: 3 clusters Score -6421476 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14093 members Mstep: Class 2 contains 14078 members Entering Unmasked Estep Score: -6422817.500000 Penalty: 12551.409180 Iteration 2F: 3 clusters Score -6422818 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14008 members Mstep: Class 2 contains 14163 members Entering Unmasked Estep Score: -6424683.000000 Penalty: 12551.409180 Iteration 3F: 3 clusters Score -6424683 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13800 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -6427426.500000 Penalty: 12551.409180 Iteration 4F: 3 clusters Score -6427426 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13519 members Mstep: Class 2 contains 14652 members Entering Unmasked Estep Score: -6430189.500000 Penalty: 12551.409180 Iteration 5F: 3 clusters Score -6430190 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13172 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -6432296.500000 Penalty: 12551.409180 Iteration 6F: 3 clusters Score -6432296 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 15277 members Entering Unmasked Estep Score: -6433596.500000 Penalty: 12551.409180 Iteration 7F: 3 clusters Score -6433596 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12703 members Mstep: Class 2 contains 15468 members Entering Unmasked Estep Score: -6434310.000000 Penalty: 12551.409180 Iteration 8Q: 3 clusters Score -6434310 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 15606 members Entering Unmasked Estep Score: -6434725.000000 Penalty: 12551.409180 Iteration 9Q: 3 clusters Score -6434725 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12507 members Mstep: Class 2 contains 15664 members Entering Unmasked Estep Score: -6434882.000000 Penalty: 12551.409180 Iteration 10Q: 3 clusters Score -6434882 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 15658 members Entering Unmasked Estep Score: -6434972.500000 Penalty: 12551.409180 Iteration 11Q: 3 clusters Score -6434972 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12546 members Mstep: Class 2 contains 15625 members Entering Unmasked Estep Score: -6435011.000000 Penalty: 12551.409180 Iteration 12Q: 3 clusters Score -6435011 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Mstep: Class 2 contains 15602 members Entering Unmasked Estep Score: -6434999.000000 Penalty: 12551.409180 Iteration 13Q: 3 clusters Score -6434999 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 15581 members Entering Unmasked Estep Score: -6435021.500000 Penalty: 12551.409180 Iteration 14Q: 3 clusters Score -6435022 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12615 members Mstep: Class 2 contains 15556 members Entering Unmasked Estep Score: -6435050.500000 Penalty: 12551.409180 Iteration 15Q: 3 clusters Score -6435050 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 15532 members Entering Unmasked Estep Score: -6435058.000000 Penalty: 12551.409180 Iteration 16Q: 3 clusters Score -6435058 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12655 members Mstep: Class 2 contains 15516 members Entering Unmasked Estep Score: -6435055.000000 Penalty: 12551.409180 Iteration 17Q: 3 clusters Score -6435055 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 15503 members Entering Unmasked Estep Score: -6435061.000000 Penalty: 12551.409180 Iteration 18Q: 3 clusters Score -6435061 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 15479 members Entering Unmasked Estep Score: -6435074.500000 Penalty: 12551.409180 Iteration 19Q: 3 clusters Score -6435074 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 15454 members Entering Unmasked Estep Score: -6435060.500000 Penalty: 12551.409180 Iteration 20F: 3 clusters Score -6435060 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12752 members Mstep: Class 2 contains 15419 members Entering Unmasked Estep Score: -6435068.000000 Penalty: 12551.409180 Iteration 21Q: 3 clusters Score -6435068 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12781 members Mstep: Class 2 contains 15390 members Entering Unmasked Estep Score: -6435099.500000 Penalty: 12551.409180 Iteration 22Q: 3 clusters Score -6435100 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12805 members Mstep: Class 2 contains 15366 members Entering Unmasked Estep Score: -6435095.500000 Penalty: 12551.409180 Iteration 23Q: 3 clusters Score -6435096 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12824 members Mstep: Class 2 contains 15347 members Entering Unmasked Estep Score: -6435105.500000 Penalty: 12551.409180 Iteration 24Q: 3 clusters Score -6435106 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12835 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -6435100.500000 Penalty: 12551.409180 Iteration 25Q: 3 clusters Score -6435100 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 15334 members Entering Unmasked Estep Score: -6435093.500000 Penalty: 12551.409180 Iteration 26Q: 3 clusters Score -6435094 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12839 members Mstep: Class 2 contains 15332 members Entering Unmasked Estep Score: -6435108.500000 Penalty: 12551.409180 Iteration 27Q: 3 clusters Score -6435108 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12842 members Mstep: Class 2 contains 15329 members Entering Unmasked Estep Score: -6435107.000000 Penalty: 12551.409180 Iteration 28Q: 3 clusters Score -6435107 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12846 members Mstep: Class 2 contains 15325 members Entering Unmasked Estep Score: -6435110.500000 Penalty: 12551.409180 Iteration 29Q: 3 clusters Score -6435110 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 15320 members Entering Unmasked Estep Score: -6435104.500000 Penalty: 12551.409180 Iteration 30Q: 3 clusters Score -6435104 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12858 members Mstep: Class 2 contains 15313 members Entering Unmasked Estep Score: -6435109.500000 Penalty: 12551.409180 Iteration 31Q: 3 clusters Score -6435110 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12866 members Mstep: Class 2 contains 15305 members Entering Unmasked Estep Score: -6435098.000000 Penalty: 12551.409180 Iteration 32Q: 3 clusters Score -6435098 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 15296 members Entering Unmasked Estep Score: -6435092.000000 Penalty: 12551.409180 Iteration 33Q: 3 clusters Score -6435092 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12885 members Mstep: Class 2 contains 15286 members Entering Unmasked Estep Score: -6435095.000000 Penalty: 12551.409180 Iteration 34Q: 3 clusters Score -6435095 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 15277 members Entering Unmasked Estep Score: -6435102.000000 Penalty: 12551.409180 Iteration 35Q: 3 clusters Score -6435102 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12908 members Mstep: Class 2 contains 15263 members Entering Unmasked Estep Score: -6435113.500000 Penalty: 12551.409180 Iteration 36Q: 3 clusters Score -6435114 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 15254 members Entering Unmasked Estep Score: -6435125.500000 Penalty: 12551.409180 Iteration 37Q: 3 clusters Score -6435126 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12935 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -6435118.000000 Penalty: 12551.409180 Iteration 38Q: 3 clusters Score -6435118 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12954 members Mstep: Class 2 contains 15217 members Entering Unmasked Estep Score: -6435135.500000 Penalty: 12551.409180 Iteration 39Q: 3 clusters Score -6435136 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12982 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -6435117.000000 Penalty: 12551.409180 Iteration 40F: 3 clusters Score -6435117 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 15160 members Entering Unmasked Estep Score: -6435125.000000 Penalty: 12551.409180 Iteration 41Q: 3 clusters Score -6435125 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13041 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -6435138.500000 Penalty: 12551.409180 Iteration 42Q: 3 clusters Score -6435138 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13067 members Mstep: Class 2 contains 15104 members Entering Unmasked Estep Score: -6435143.500000 Penalty: 12551.409180 Iteration 43Q: 3 clusters Score -6435144 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13092 members Mstep: Class 2 contains 15079 members Entering Unmasked Estep Score: -6435148.500000 Penalty: 12551.409180 Iteration 44Q: 3 clusters Score -6435148 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13127 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -6435152.000000 Penalty: 12551.409180 Iteration 45Q: 3 clusters Score -6435152 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 15003 members Entering Unmasked Estep Score: -6435159.500000 Penalty: 12551.409180 Iteration 46Q: 3 clusters Score -6435160 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13203 members Mstep: Class 2 contains 14968 members Entering Unmasked Estep Score: -6435182.500000 Penalty: 12551.409180 Iteration 47Q: 3 clusters Score -6435182 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13233 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -6435174.500000 Penalty: 12551.409180 Iteration 48Q: 3 clusters Score -6435174 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -6435185.500000 Penalty: 12551.409180 Iteration 49Q: 3 clusters Score -6435186 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13323 members Mstep: Class 2 contains 14848 members Entering Unmasked Estep Score: -6435198.000000 Penalty: 12551.409180 Iteration 50Q: 3 clusters Score -6435198 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13357 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -6435203.500000 Penalty: 12551.409180 Iteration 51Q: 3 clusters Score -6435204 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13394 members Mstep: Class 2 contains 14777 members Entering Unmasked Estep Score: -6435209.000000 Penalty: 12551.409180 Iteration 52Q: 3 clusters Score -6435209 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 14747 members Entering Unmasked Estep Score: -6435208.000000 Penalty: 12551.409180 Iteration 53Q: 3 clusters Score -6435208 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 14714 members Entering Unmasked Estep Score: -6435221.000000 Penalty: 12551.409180 Iteration 54Q: 3 clusters Score -6435221 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13487 members Mstep: Class 2 contains 14684 members Entering Unmasked Estep Score: -6435237.000000 Penalty: 12551.409180 Iteration 55Q: 3 clusters Score -6435237 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13513 members Mstep: Class 2 contains 14658 members Entering Unmasked Estep Score: -6435242.500000 Penalty: 12551.409180 Iteration 56Q: 3 clusters Score -6435242 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13536 members Mstep: Class 2 contains 14635 members Entering Unmasked Estep Score: -6435244.500000 Penalty: 12551.409180 Iteration 57Q: 3 clusters Score -6435244 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 14610 members Entering Unmasked Estep Score: -6435255.500000 Penalty: 12551.409180 Iteration 58Q: 3 clusters Score -6435256 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 14597 members Entering Unmasked Estep Score: -6435260.000000 Penalty: 12551.409180 Iteration 59Q: 3 clusters Score -6435260 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13592 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -6435263.000000 Penalty: 12551.409180 Iteration 60F: 3 clusters Score -6435263 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13606 members Mstep: Class 2 contains 14565 members Entering Unmasked Estep Score: -6435288.000000 Penalty: 12551.409180 Iteration 61Q: 3 clusters Score -6435288 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -6435293.500000 Penalty: 12551.409180 Iteration 62Q: 3 clusters Score -6435294 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13634 members Mstep: Class 2 contains 14537 members Entering Unmasked Estep Score: -6435300.500000 Penalty: 12551.409180 Iteration 63Q: 3 clusters Score -6435300 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13645 members Mstep: Class 2 contains 14526 members Entering Unmasked Estep Score: -6435288.000000 Penalty: 12551.409180 Iteration 64Q: 3 clusters Score -6435288 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13655 members Mstep: Class 2 contains 14516 members Entering Unmasked Estep Score: -6435282.500000 Penalty: 12551.409180 Iteration 65Q: 3 clusters Score -6435282 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13661 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -6435281.500000 Penalty: 12551.409180 Iteration 66Q: 3 clusters Score -6435282 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 14504 members Entering Unmasked Estep Score: -6435280.000000 Penalty: 12551.409180 Iteration 67Q: 3 clusters Score -6435280 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13674 members Mstep: Class 2 contains 14497 members Entering Unmasked Estep Score: -6435278.000000 Penalty: 12551.409180 Iteration 68Q: 3 clusters Score -6435278 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13685 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -6435271.500000 Penalty: 12551.409180 Iteration 69Q: 3 clusters Score -6435272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13694 members Mstep: Class 2 contains 14477 members Entering Unmasked Estep Score: -6435277.500000 Penalty: 12551.409180 Iteration 70Q: 3 clusters Score -6435278 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13697 members Mstep: Class 2 contains 14474 members Entering Unmasked Estep Score: -6435279.500000 Penalty: 12551.409180 Iteration 71Q: 3 clusters Score -6435280 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 14469 members Entering Unmasked Estep Score: -6435282.000000 Penalty: 12551.409180 Iteration 72Q: 3 clusters Score -6435282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13705 members Mstep: Class 2 contains 14466 members Entering Unmasked Estep Score: -6435276.500000 Penalty: 12551.409180 Iteration 73Q: 3 clusters Score -6435276 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13708 members Mstep: Class 2 contains 14463 members Entering Unmasked Estep Score: -6435282.500000 Penalty: 12551.409180 Iteration 74Q: 3 clusters Score -6435282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 14461 members Entering Unmasked Estep Score: -6435276.000000 Penalty: 12551.409180 Iteration 75Q: 3 clusters Score -6435276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 14462 members Entering Unmasked Estep Score: -6435276.500000 Penalty: 12551.409180 Iteration 76Q: 3 clusters Score -6435276 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 14462 members Entering Unmasked Estep Score: -6435276.500000 Penalty: 12551.409180 Iteration 77F: 3 clusters Score -6435276 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Entering Unmasked Estep Score: -295869.812500 Penalty: 4415.267578 Iteration 0F: 2 clusters Score -295869.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -291614.781250 Penalty: 8830.535156 Iteration 0F: 3 clusters Score -291614.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -292202.000000 Penalty: 8830.535156 Iteration 1F: 3 clusters Score -292202 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -292397.250000 Penalty: 8830.535156 Iteration 2F: 3 clusters Score -292397.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -292520.125000 Penalty: 8830.535156 Iteration 3Q: 3 clusters Score -292520.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -292745.750000 Penalty: 8830.535156 Iteration 4Q: 3 clusters Score -292745.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -293350.750000 Penalty: 8830.535156 Iteration 5Q: 3 clusters Score -293350.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -293766.000000 Penalty: 8830.535156 Iteration 6F: 3 clusters Score -293766 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -293948.093750 Penalty: 8830.535156 Iteration 7Q: 3 clusters Score -293948.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -294147.562500 Penalty: 8830.535156 Iteration 8Q: 3 clusters Score -294147.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -294272.812500 Penalty: 8830.535156 Iteration 9Q: 3 clusters Score -294272.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -294395.843750 Penalty: 8830.535156 Iteration 10Q: 3 clusters Score -294395.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -294458.375000 Penalty: 8830.535156 Iteration 11Q: 3 clusters Score -294458.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -294482.625000 Penalty: 8830.535156 Iteration 12Q: 3 clusters Score -294482.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -294495.500000 Penalty: 8830.535156 Iteration 13Q: 3 clusters Score -294495.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -294500.312500 Penalty: 8830.535156 Iteration 14Q: 3 clusters Score -294500.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -294500.312500 Penalty: 8830.535156 Iteration 15F: 3 clusters Score -294500.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43347 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19416 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Entering Unmasked Estep ConsiderDeletion Score: -101712744.000000 Penalty: 175058.937500 Iteration 119Q: 23 clusters Score -1.017127e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30235 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43345 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19418 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Entering Unmasked Estep ConsiderDeletion Score: -101712776.000000 Penalty: 175058.937500 Iteration 120F: 23 clusters Score -1.017128e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30236 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117945 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43344 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19420 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Entering Unmasked Estep ConsiderDeletion Score: -101712768.000000 Penalty: 175058.937500 Iteration 121Q: 23 clusters Score -1.017128e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30236 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117947 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43342 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19420 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Entering Unmasked Estep ConsiderDeletion Score: -101712776.000000 Penalty: 175058.937500 Iteration 122Q: 23 clusters Score -1.017128e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30237 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117949 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43339 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19420 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Entering Unmasked Estep ConsiderDeletion Score: -101712728.000000 Penalty: 175058.937500 Iteration 123Q: 23 clusters Score -1.017127e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30237 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117949 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43339 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19420 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Entering Unmasked Estep ConsiderDeletion Score: -101712728.000000 Penalty: 175058.937500 Iteration 124F: 23 clusters Score -1.017127e+08 nChanged 0 Entering ConstructFrom: Score: -101712728.000000 Penalty: 175058.937500 Entering ConstructFrom: Trying to split cluster 1 (643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Entering Unmasked Estep Score: -132813.937500 Penalty: 3960.513428 Iteration 0F: 2 clusters Score -132813.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -129223.132812 Penalty: 7921.026855 Iteration 0F: 3 clusters Score -129223.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -129486.054688 Penalty: 7921.026855 Iteration 1F: 3 clusters Score -129486.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -129554.468750 Penalty: 7921.026855 Iteration 2Q: 3 clusters Score -129554.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -129615.164062 Penalty: 7921.026855 Iteration 3Q: 3 clusters Score -129615.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -129663.281250 Penalty: 7921.026855 Iteration 4Q: 3 clusters Score -129663.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -129704.085938 Penalty: 7921.026855 Iteration 5Q: 3 clusters Score -129704.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -129729.062500 Penalty: 7921.026855 Iteration 6Q: 3 clusters Score -129729.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -129756.992188 Penalty: 7921.026855 Iteration 7Q: 3 clusters Score -129757 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -129766.726562 Penalty: 7921.026855 Iteration 8Q: 3 clusters Score -129766.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -129780.125000 Penalty: 7921.026855 Iteration 9Q: 3 clusters Score -129780.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -129804.015625 Penalty: 7921.026855 Iteration 10Q: 3 clusters Score -129804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -129831.062500 Penalty: 7921.026855 Iteration 11Q: 3 clusters Score -129831.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -129891.054688 Penalty: 7921.026855 Iteration 12Q: 3 clusters Score -129891.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -130099.023438 Penalty: 7921.026855 Iteration 13Q: 3 clusters Score -130099 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -130269.085938 Penalty: 7921.026855 Iteration 14Q: 3 clusters Score -130269.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -130466.429688 Penalty: 7921.026855 Iteration 15Q: 3 clusters Score -130466.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -130591.890625 Penalty: 7921.026855 Iteration 16Q: 3 clusters Score -130591.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -130713.656250 Penalty: 7921.026855 Iteration 17Q: 3 clusters Score -130713.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -130824.078125 Penalty: 7921.026855 Iteration 18Q: 3 clusters Score -130824.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -130914.562500 Penalty: 7921.026855 Iteration 19Q: 3 clusters Score -130914.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -131116.578125 Penalty: 7921.026855 Iteration 20F: 3 clusters Score -131116.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -131325.843750 Penalty: 7921.026855 Iteration 21Q: 3 clusters Score -131325.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -131570.406250 Penalty: 7921.026855 Iteration 22Q: 3 clusters Score -131570.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -131698.046875 Penalty: 7921.026855 Iteration 23Q: 3 clusters Score -131698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -131779.546875 Penalty: 7921.026855 Iteration 24Q: 3 clusters Score -131779.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -131869.750000 Penalty: 7921.026855 Iteration 25Q: 3 clusters Score -131869.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -132014.000000 Penalty: 7921.026855 Iteration 26Q: 3 clusters Score -132014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -132022.671875 Penalty: 7921.026855 Iteration 27Q: 3 clusters Score -132022.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -132027.734375 Penalty: 7921.026855 Iteration 28Q: 3 clusters Score -132027.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -132027.734375 Penalty: 7921.026855 Iteration 29F: 3 clusters Score -132027.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (82495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82495 members Entering Unmasked Estep Score: -19624504.000000 Penalty: 6933.801758 Iteration 0F: 2 clusters Score -1.96245e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41133 members Mstep: Class 2 contains 41362 members Entering Unmasked Estep Score: -19570732.000000 Penalty: 13867.603516 Iteration 0F: 3 clusters Score -1.957073e+07 nChanged 37478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40237 members Mstep: Class 2 contains 42258 members Entering Unmasked Estep Score: -19591034.000000 Penalty: 13867.603516 Iteration 1F: 3 clusters Score -1.959103e+07 nChanged 3570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39715 members Mstep: Class 2 contains 42780 members Entering Unmasked Estep Score: -19592110.000000 Penalty: 13867.603516 Iteration 2Q: 3 clusters Score -1.959211e+07 nChanged 3181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39022 members Mstep: Class 2 contains 43473 members Entering Unmasked Estep Score: -19593148.000000 Penalty: 13867.603516 Iteration 3Q: 3 clusters Score -1.959315e+07 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38056 members Mstep: Class 2 contains 44439 members Entering Unmasked Estep Score: -19594040.000000 Penalty: 13867.603516 Iteration 4Q: 3 clusters Score -1.959404e+07 nChanged 2973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36799 members Mstep: Class 2 contains 45696 members Entering Unmasked Estep Score: -19595026.000000 Penalty: 13867.603516 Iteration 5Q: 3 clusters Score -1.959503e+07 nChanged 3188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35051 members Mstep: Class 2 contains 47444 members Entering Unmasked Estep Score: -19596448.000000 Penalty: 13867.603516 Iteration 6Q: 3 clusters Score -1.959645e+07 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32817 members Mstep: Class 2 contains 49678 members Entering Unmasked Estep Score: -19598230.000000 Penalty: 13867.603516 Iteration 7Q: 3 clusters Score -1.959823e+07 nChanged 3817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30050 members Mstep: Class 2 contains 52445 members Entering Unmasked Estep Score: -19600230.000000 Penalty: 13867.603516 Iteration 8Q: 3 clusters Score -1.960023e+07 nChanged 4107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26723 members Mstep: Class 2 contains 55772 members Entering Unmasked Estep Score: -19602582.000000 Penalty: 13867.603516 Iteration 9Q: 3 clusters Score -1.960258e+07 nChanged 4245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22978 members Mstep: Class 2 contains 59517 members Entering Unmasked Estep Score: -19605078.000000 Penalty: 13867.603516 Iteration 10F: 3 clusters Score -1.960508e+07 nChanged 4323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18963 members Mstep: Class 2 contains 63532 members Entering Unmasked Estep Score: -19607772.000000 Penalty: 13867.603516 Iteration 11F: 3 clusters Score -1.960777e+07 nChanged 4149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14950 members Mstep: Class 2 contains 67545 members Entering Unmasked Estep Score: -19610628.000000 Penalty: 13867.603516 Iteration 12F: 3 clusters Score -1.961063e+07 nChanged 3838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 71317 members Entering Unmasked Estep Score: -19613276.000000 Penalty: 13867.603516 Iteration 13Q: 3 clusters Score -1.961328e+07 nChanged 3257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 74544 members Entering Unmasked Estep Score: -19615768.000000 Penalty: 13867.603516 Iteration 14Q: 3 clusters Score -1.961577e+07 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 76996 members Entering Unmasked Estep Score: -19617254.000000 Penalty: 13867.603516 Iteration 15Q: 3 clusters Score -1.961725e+07 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 78710 members Entering Unmasked Estep Score: -19617982.000000 Penalty: 13867.603516 Iteration 16Q: 3 clusters Score -1.961798e+07 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 79752 members Entering Unmasked Estep Score: -19618352.000000 Penalty: 13867.603516 Iteration 17Q: 3 clusters Score -1.961835e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 80369 members Entering Unmasked Estep Score: -19618602.000000 Penalty: 13867.603516 Iteration 18Q: 3 clusters Score -1.96186e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 80719 members Entering Unmasked Estep Score: -19618720.000000 Penalty: 13867.603516 Iteration 19Q: 3 clusters Score -1.961872e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 80944 members Entering Unmasked Estep Score: -19618804.000000 Penalty: 13867.603516 Iteration 20F: 3 clusters Score -1.96188e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 81071 members Entering Unmasked Estep Score: -19618880.000000 Penalty: 13867.603516 Iteration 21Q: 3 clusters Score -1.961888e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 81160 members Entering Unmasked Estep Score: -19618948.000000 Penalty: 13867.603516 Iteration 22Q: 3 clusters Score -1.961895e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 81233 members Entering Unmasked Estep Score: -19619000.000000 Penalty: 13867.603516 Iteration 23Q: 3 clusters Score -1.9619e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 81276 members Entering Unmasked Estep Score: -19619010.000000 Penalty: 13867.603516 Iteration 24Q: 3 clusters Score -1.961901e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 81301 members Entering Unmasked Estep Score: -19619038.000000 Penalty: 13867.603516 Iteration 25Q: 3 clusters Score -1.961904e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 81321 members Entering Unmasked Estep Score: -19619040.000000 Penalty: 13867.603516 Iteration 26Q: 3 clusters Score -1.961904e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 81336 members Entering Unmasked Estep Score: -19619032.000000 Penalty: 13867.603516 Iteration 27Q: 3 clusters Score -1.961903e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 81349 members Entering Unmasked Estep Score: -19619074.000000 Penalty: 13867.603516 Iteration 28Q: 3 clusters Score -1.961907e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 81363 members Entering Unmasked Estep Score: -19619066.000000 Penalty: 13867.603516 Iteration 29Q: 3 clusters Score -1.961907e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 81365 members Entering Unmasked Estep Score: -19619096.000000 Penalty: 13867.603516 Iteration 30Q: 3 clusters Score -1.96191e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 81371 members Entering Unmasked Estep Score: -19619080.000000 Penalty: 13867.603516 Iteration 31Q: 3 clusters Score -1.961908e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 81378 members Entering Unmasked Estep Score: -19619092.000000 Penalty: 13867.603516 Iteration 32Q: 3 clusters Score -1.961909e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 81380 members Entering Unmasked Estep Score: -19619118.000000 Penalty: 13867.603516 Iteration 33Q: 3 clusters Score -1.961912e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 81381 members Entering Unmasked Estep Score: -19619126.000000 Penalty: 13867.603516 Iteration 34Q: 3 clusters Score -1.961913e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 81382 members Entering Unmasked Estep Score: -19619114.000000 Penalty: 13867.603516 Iteration 35Q: 3 clusters Score -1.961911e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 81391 members Entering Unmasked Estep Score: -19619152.000000 Penalty: 13867.603516 Iteration 36Q: 3 clusters Score -1.961915e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 81394 members Entering Unmasked Estep Score: -19619162.000000 Penalty: 13867.603516 Iteration 37Q: 3 clusters Score -1.961916e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 81402 members Entering Unmasked Estep Score: -19619144.000000 Penalty: 13867.603516 Iteration 38Q: 3 clusters Score -1.961914e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 81409 members Entering Unmasked Estep Score: -19619154.000000 Penalty: 13867.603516 Iteration 39Q: 3 clusters Score -1.961915e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 81418 members Entering Unmasked Estep Score: -19619166.000000 Penalty: 13867.603516 Iteration 40F: 3 clusters Score -1.961917e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 81424 members Entering Unmasked Estep Score: -19619170.000000 Penalty: 13867.603516 Iteration 41Q: 3 clusters Score -1.961917e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 81427 members Entering Unmasked Estep Score: -19619182.000000 Penalty: 13867.603516 Iteration 42Q: 3 clusters Score -1.961918e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 81425 members Entering Unmasked Estep Score: -19619172.000000 Penalty: 13867.603516 Iteration 43Q: 3 clusters Score -1.961917e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 81427 members Entering Unmasked Estep Score: -19619180.000000 Penalty: 13867.603516 Iteration 44Q: 3 clusters Score -1.961918e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 81428 members Entering Unmasked Estep Score: -19619186.000000 Penalty: 13867.603516 Iteration 45Q: 3 clusters Score -1.961919e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 81429 members Entering Unmasked Estep Score: -19619188.000000 Penalty: 13867.603516 Iteration 46Q: 3 clusters Score -1.961919e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 81432 members Entering Unmasked Estep Score: -19619182.000000 Penalty: 13867.603516 Iteration 47Q: 3 clusters Score -1.961918e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 81432 members Entering Unmasked Estep Score: -19619184.000000 Penalty: 13867.603516 Iteration 48Q: 3 clusters Score -1.961918e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 81432 members Entering Unmasked Estep Score: -19619184.000000 Penalty: 13867.603516 Iteration 49F: 3 clusters Score -1.961918e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Entering Unmasked Estep Score: -1573899.875000 Penalty: 5394.118164 Iteration 0F: 2 clusters Score -1573900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1565807.125000 Penalty: 10788.236328 Iteration 0F: 3 clusters Score -1565807 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -1567364.000000 Penalty: 10788.236328 Iteration 1F: 3 clusters Score -1567364 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1567870.250000 Penalty: 10788.236328 Iteration 2F: 3 clusters Score -1567870 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1568235.750000 Penalty: 10788.236328 Iteration 3F: 3 clusters Score -1568236 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1568486.500000 Penalty: 10788.236328 Iteration 4Q: 3 clusters Score -1568486 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -1568681.000000 Penalty: 10788.236328 Iteration 5Q: 3 clusters Score -1568681 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -1568821.125000 Penalty: 10788.236328 Iteration 6Q: 3 clusters Score -1568821 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1568926.000000 Penalty: 10788.236328 Iteration 7Q: 3 clusters Score -1568926 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1569026.125000 Penalty: 10788.236328 Iteration 8Q: 3 clusters Score -1569026 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -1569129.375000 Penalty: 10788.236328 Iteration 9Q: 3 clusters Score -1569129 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1569253.875000 Penalty: 10788.236328 Iteration 10Q: 3 clusters Score -1569254 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1569371.875000 Penalty: 10788.236328 Iteration 11Q: 3 clusters Score -1569372 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -1569483.000000 Penalty: 10788.236328 Iteration 12Q: 3 clusters Score -1569483 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1569604.250000 Penalty: 10788.236328 Iteration 13Q: 3 clusters Score -1569604 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1569735.625000 Penalty: 10788.236328 Iteration 14Q: 3 clusters Score -1569736 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1569816.750000 Penalty: 10788.236328 Iteration 15Q: 3 clusters Score -1569817 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -1569877.750000 Penalty: 10788.236328 Iteration 16Q: 3 clusters Score -1569878 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1569922.250000 Penalty: 10788.236328 Iteration 17Q: 3 clusters Score -1569922 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1569950.500000 Penalty: 10788.236328 Iteration 18Q: 3 clusters Score -1569950 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -1569972.500000 Penalty: 10788.236328 Iteration 19Q: 3 clusters Score -1569972 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1569992.375000 Penalty: 10788.236328 Iteration 20F: 3 clusters Score -1569992 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -1570012.375000 Penalty: 10788.236328 Iteration 21Q: 3 clusters Score -1570012 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1570033.125000 Penalty: 10788.236328 Iteration 22Q: 3 clusters Score -1570033 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1570045.625000 Penalty: 10788.236328 Iteration 23Q: 3 clusters Score -1570046 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1570061.750000 Penalty: 10788.236328 Iteration 24Q: 3 clusters Score -1570062 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1570072.625000 Penalty: 10788.236328 Iteration 25Q: 3 clusters Score -1570073 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1570085.250000 Penalty: 10788.236328 Iteration 26Q: 3 clusters Score -1570085 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1570101.000000 Penalty: 10788.236328 Iteration 27Q: 3 clusters Score -1570101 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1570117.875000 Penalty: 10788.236328 Iteration 28Q: 3 clusters Score -1570118 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -1570125.250000 Penalty: 10788.236328 Iteration 29Q: 3 clusters Score -1570125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -1570130.125000 Penalty: 10788.236328 Iteration 30Q: 3 clusters Score -1570130 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1570142.250000 Penalty: 10788.236328 Iteration 31Q: 3 clusters Score -1570142 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1570149.125000 Penalty: 10788.236328 Iteration 32Q: 3 clusters Score -1570149 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -1570151.125000 Penalty: 10788.236328 Iteration 33Q: 3 clusters Score -1570151 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -1570157.125000 Penalty: 10788.236328 Iteration 34Q: 3 clusters Score -1570157 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1570162.500000 Penalty: 10788.236328 Iteration 35Q: 3 clusters Score -1570162 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -1570170.750000 Penalty: 10788.236328 Iteration 36Q: 3 clusters Score -1570171 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1570178.750000 Penalty: 10788.236328 Iteration 37Q: 3 clusters Score -1570179 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1570189.875000 Penalty: 10788.236328 Iteration 38Q: 3 clusters Score -1570190 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -1570204.000000 Penalty: 10788.236328 Iteration 39Q: 3 clusters Score -1570204 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -1570241.125000 Penalty: 10788.236328 Iteration 40F: 3 clusters Score -1570241 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -1570317.500000 Penalty: 10788.236328 Iteration 41Q: 3 clusters Score -1570318 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1570420.000000 Penalty: 10788.236328 Iteration 42Q: 3 clusters Score -1570420 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1570485.000000 Penalty: 10788.236328 Iteration 43Q: 3 clusters Score -1570485 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -1570517.125000 Penalty: 10788.236328 Iteration 44Q: 3 clusters Score -1570517 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -1570544.250000 Penalty: 10788.236328 Iteration 45Q: 3 clusters Score -1570544 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1570559.375000 Penalty: 10788.236328 Iteration 46Q: 3 clusters Score -1570559 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1570574.500000 Penalty: 10788.236328 Iteration 47Q: 3 clusters Score -1570574 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1570589.625000 Penalty: 10788.236328 Iteration 48Q: 3 clusters Score -1570590 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -1570604.375000 Penalty: 10788.236328 Iteration 49Q: 3 clusters Score -1570604 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -1570610.375000 Penalty: 10788.236328 Iteration 50Q: 3 clusters Score -1570610 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1570609.750000 Penalty: 10788.236328 Iteration 51Q: 3 clusters Score -1570610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1570611.625000 Penalty: 10788.236328 Iteration 52Q: 3 clusters Score -1570612 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1570611.625000 Penalty: 10788.236328 Iteration 53F: 3 clusters Score -1570612 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Entering Unmasked Estep Score: -233605.156250 Penalty: 4307.482422 Iteration 0F: 2 clusters Score -233605.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -229390.796875 Penalty: 8614.964844 Iteration 0F: 3 clusters Score -229390.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -230109.593750 Penalty: 8614.964844 Iteration 1F: 3 clusters Score -230109.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -230978.640625 Penalty: 8614.964844 Iteration 2F: 3 clusters Score -230978.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -231478.000000 Penalty: 8614.964844 Iteration 3F: 3 clusters Score -231478 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -231781.187500 Penalty: 8614.964844 Iteration 4Q: 3 clusters Score -231781.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -232254.281250 Penalty: 8614.964844 Iteration 5Q: 3 clusters Score -232254.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -232797.937500 Penalty: 8614.964844 Iteration 6Q: 3 clusters Score -232797.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -233067.640625 Penalty: 8614.964844 Iteration 7Q: 3 clusters Score -233067.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -233244.343750 Penalty: 8614.964844 Iteration 8Q: 3 clusters Score -233244.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -233387.375000 Penalty: 8614.964844 Iteration 9Q: 3 clusters Score -233387.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -233607.984375 Penalty: 8614.964844 Iteration 10Q: 3 clusters Score -233608 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -233927.250000 Penalty: 8614.964844 Iteration 11Q: 3 clusters Score -233927.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -234242.890625 Penalty: 8614.964844 Iteration 12Q: 3 clusters Score -234242.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -234547.625000 Penalty: 8614.964844 Iteration 13Q: 3 clusters Score -234547.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -234725.453125 Penalty: 8614.964844 Iteration 14Q: 3 clusters Score -234725.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -234824.203125 Penalty: 8614.964844 Iteration 15Q: 3 clusters Score -234824.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -234913.984375 Penalty: 8614.964844 Iteration 16Q: 3 clusters Score -234914 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -235023.671875 Penalty: 8614.964844 Iteration 17Q: 3 clusters Score -235023.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -235050.062500 Penalty: 8614.964844 Iteration 18Q: 3 clusters Score -235050.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -235068.515625 Penalty: 8614.964844 Iteration 19Q: 3 clusters Score -235068.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -235092.453125 Penalty: 8614.964844 Iteration 20F: 3 clusters Score -235092.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -235114.562500 Penalty: 8614.964844 Iteration 21Q: 3 clusters Score -235114.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -235148.187500 Penalty: 8614.964844 Iteration 22Q: 3 clusters Score -235148.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -235159.890625 Penalty: 8614.964844 Iteration 23Q: 3 clusters Score -235159.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -235164.703125 Penalty: 8614.964844 Iteration 24Q: 3 clusters Score -235164.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -235170.000000 Penalty: 8614.964844 Iteration 25Q: 3 clusters Score -235170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -235181.687500 Penalty: 8614.964844 Iteration 26Q: 3 clusters Score -235181.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -235188.171875 Penalty: 8614.964844 Iteration 27Q: 3 clusters Score -235188.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -235193.453125 Penalty: 8614.964844 Iteration 28Q: 3 clusters Score -235193.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -235193.453125 Penalty: 8614.964844 Iteration 29F: 3 clusters Score -235193.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 430 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30237 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117949 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43339 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19420 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Mstep: Class 23 contains 703 members Entering Unmasked Estep Score: -101710776.000000 Penalty: 183016.156250 Splitting cluster 4 changes total score from -101712728.000000 to -101710776.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Entering Unmasked Estep Score: -37053.285156 Penalty: 3286.660156 Iteration 0F: 2 clusters Score -37053.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -34878.980469 Penalty: 6573.320312 Iteration 0F: 3 clusters Score -34878.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -34947.621094 Penalty: 6573.320312 Iteration 1Q: 3 clusters Score -34947.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -34947.621094 Penalty: 6573.320312 Iteration 2F: 3 clusters Score -34947.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (10852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10852 members Entering Unmasked Estep Score: -2412252.000000 Penalty: 5691.414062 Iteration 0F: 2 clusters Score -2412252 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -2401462.500000 Penalty: 11382.828125 Iteration 0F: 3 clusters Score -2401462 nChanged 4090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -2403983.500000 Penalty: 11382.828125 Iteration 1F: 3 clusters Score -2403984 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -2404645.250000 Penalty: 11382.828125 Iteration 2F: 3 clusters Score -2404645 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -2405162.250000 Penalty: 11382.828125 Iteration 3F: 3 clusters Score -2405162 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -2405577.500000 Penalty: 11382.828125 Iteration 4F: 3 clusters Score -2405578 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -2405893.250000 Penalty: 11382.828125 Iteration 5Q: 3 clusters Score -2405893 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -2406141.250000 Penalty: 11382.828125 Iteration 6Q: 3 clusters Score -2406141 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -2406345.250000 Penalty: 11382.828125 Iteration 7Q: 3 clusters Score -2406345 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -2406514.000000 Penalty: 11382.828125 Iteration 8Q: 3 clusters Score -2406514 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -2406671.750000 Penalty: 11382.828125 Iteration 9Q: 3 clusters Score -2406672 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -2406803.500000 Penalty: 11382.828125 Iteration 10Q: 3 clusters Score -2406804 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -2406928.500000 Penalty: 11382.828125 Iteration 11Q: 3 clusters Score -2406928 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -2407025.000000 Penalty: 11382.828125 Iteration 12Q: 3 clusters Score -2407025 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -2407109.000000 Penalty: 11382.828125 Iteration 13Q: 3 clusters Score -2407109 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -2407194.250000 Penalty: 11382.828125 Iteration 14Q: 3 clusters Score -2407194 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -2407269.250000 Penalty: 11382.828125 Iteration 15Q: 3 clusters Score -2407269 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -2407342.250000 Penalty: 11382.828125 Iteration 16Q: 3 clusters Score -2407342 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -2407412.000000 Penalty: 11382.828125 Iteration 17Q: 3 clusters Score -2407412 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -2407468.500000 Penalty: 11382.828125 Iteration 18Q: 3 clusters Score -2407468 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -2407535.500000 Penalty: 11382.828125 Iteration 19Q: 3 clusters Score -2407536 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -2407597.500000 Penalty: 11382.828125 Iteration 20F: 3 clusters Score -2407598 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -2407652.000000 Penalty: 11382.828125 Iteration 21Q: 3 clusters Score -2407652 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -2407704.250000 Penalty: 11382.828125 Iteration 22Q: 3 clusters Score -2407704 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -2407759.000000 Penalty: 11382.828125 Iteration 23Q: 3 clusters Score -2407759 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -2407812.500000 Penalty: 11382.828125 Iteration 24Q: 3 clusters Score -2407812 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -2407858.750000 Penalty: 11382.828125 Iteration 25Q: 3 clusters Score -2407859 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 7970 members Entering Unmasked Estep Score: -2407917.750000 Penalty: 11382.828125 Iteration 26Q: 3 clusters Score -2407918 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -2407943.750000 Penalty: 11382.828125 Iteration 27Q: 3 clusters Score -2407944 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -2407966.000000 Penalty: 11382.828125 Iteration 28Q: 3 clusters Score -2407966 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -2408009.250000 Penalty: 11382.828125 Iteration 29Q: 3 clusters Score -2408009 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 8228 members Entering Unmasked Estep Score: -2408044.250000 Penalty: 11382.828125 Iteration 30Q: 3 clusters Score -2408044 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -2408081.250000 Penalty: 11382.828125 Iteration 31Q: 3 clusters Score -2408081 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -2408109.750000 Penalty: 11382.828125 Iteration 32Q: 3 clusters Score -2408110 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -2408133.750000 Penalty: 11382.828125 Iteration 33Q: 3 clusters Score -2408134 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -2408155.250000 Penalty: 11382.828125 Iteration 34Q: 3 clusters Score -2408155 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 8504 members Entering Unmasked Estep Score: -2408172.000000 Penalty: 11382.828125 Iteration 35Q: 3 clusters Score -2408172 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -2408175.250000 Penalty: 11382.828125 Iteration 36Q: 3 clusters Score -2408175 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 8548 members Entering Unmasked Estep Score: -2408191.000000 Penalty: 11382.828125 Iteration 37Q: 3 clusters Score -2408191 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -2408202.500000 Penalty: 11382.828125 Iteration 38Q: 3 clusters Score -2408202 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -2408225.250000 Penalty: 11382.828125 Iteration 39Q: 3 clusters Score -2408225 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -2408235.500000 Penalty: 11382.828125 Iteration 40F: 3 clusters Score -2408236 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -2408252.000000 Penalty: 11382.828125 Iteration 41Q: 3 clusters Score -2408252 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -2408263.000000 Penalty: 11382.828125 Iteration 42Q: 3 clusters Score -2408263 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -2408277.500000 Penalty: 11382.828125 Iteration 43Q: 3 clusters Score -2408278 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 8766 members Entering Unmasked Estep Score: -2408288.000000 Penalty: 11382.828125 Iteration 44Q: 3 clusters Score -2408288 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -2408304.500000 Penalty: 11382.828125 Iteration 45Q: 3 clusters Score -2408304 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -2408316.500000 Penalty: 11382.828125 Iteration 46Q: 3 clusters Score -2408316 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 8846 members Entering Unmasked Estep Score: -2408325.250000 Penalty: 11382.828125 Iteration 47Q: 3 clusters Score -2408325 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 8872 members Entering Unmasked Estep Score: -2408337.500000 Penalty: 11382.828125 Iteration 48Q: 3 clusters Score -2408338 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 8898 members Entering Unmasked Estep Score: -2408355.000000 Penalty: 11382.828125 Iteration 49Q: 3 clusters Score -2408355 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -2408365.250000 Penalty: 11382.828125 Iteration 50Q: 3 clusters Score -2408365 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -2408388.000000 Penalty: 11382.828125 Iteration 51Q: 3 clusters Score -2408388 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 8976 members Entering Unmasked Estep Score: -2408394.500000 Penalty: 11382.828125 Iteration 52Q: 3 clusters Score -2408394 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -2408407.500000 Penalty: 11382.828125 Iteration 53Q: 3 clusters Score -2408408 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -2408428.250000 Penalty: 11382.828125 Iteration 54Q: 3 clusters Score -2408428 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 9045 members Entering Unmasked Estep Score: -2408434.750000 Penalty: 11382.828125 Iteration 55Q: 3 clusters Score -2408435 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -2408445.750000 Penalty: 11382.828125 Iteration 56Q: 3 clusters Score -2408446 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -2408454.000000 Penalty: 11382.828125 Iteration 57Q: 3 clusters Score -2408454 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -2408457.500000 Penalty: 11382.828125 Iteration 58Q: 3 clusters Score -2408458 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -2408462.000000 Penalty: 11382.828125 Iteration 59Q: 3 clusters Score -2408462 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -2408460.500000 Penalty: 11382.828125 Iteration 60F: 3 clusters Score -2408460 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -2408462.500000 Penalty: 11382.828125 Iteration 61Q: 3 clusters Score -2408462 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -2408466.500000 Penalty: 11382.828125 Iteration 62Q: 3 clusters Score -2408466 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 9127 members Entering Unmasked Estep Score: -2408473.000000 Penalty: 11382.828125 Iteration 63Q: 3 clusters Score -2408473 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 9132 members Entering Unmasked Estep Score: -2408473.750000 Penalty: 11382.828125 Iteration 64Q: 3 clusters Score -2408474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 9133 members Entering Unmasked Estep Score: -2408472.500000 Penalty: 11382.828125 Iteration 65Q: 3 clusters Score -2408472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -2408477.000000 Penalty: 11382.828125 Iteration 66Q: 3 clusters Score -2408477 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 9138 members Entering Unmasked Estep Score: -2408479.250000 Penalty: 11382.828125 Iteration 67Q: 3 clusters Score -2408479 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -2408482.000000 Penalty: 11382.828125 Iteration 68Q: 3 clusters Score -2408482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 9146 members Entering Unmasked Estep Score: -2408481.750000 Penalty: 11382.828125 Iteration 69Q: 3 clusters Score -2408482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -2408484.000000 Penalty: 11382.828125 Iteration 70Q: 3 clusters Score -2408484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -2408492.500000 Penalty: 11382.828125 Iteration 71Q: 3 clusters Score -2408492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -2408490.750000 Penalty: 11382.828125 Iteration 72Q: 3 clusters Score -2408491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -2408492.250000 Penalty: 11382.828125 Iteration 73Q: 3 clusters Score -2408492 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -2408491.250000 Penalty: 11382.828125 Iteration 74Q: 3 clusters Score -2408491 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -2408495.500000 Penalty: 11382.828125 Iteration 75Q: 3 clusters Score -2408496 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -2408500.500000 Penalty: 11382.828125 Iteration 76Q: 3 clusters Score -2408500 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -2408505.250000 Penalty: 11382.828125 Iteration 77Q: 3 clusters Score -2408505 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -2408507.500000 Penalty: 11382.828125 Iteration 78Q: 3 clusters Score -2408508 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -2408511.750000 Penalty: 11382.828125 Iteration 79Q: 3 clusters Score -2408512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -2408518.250000 Penalty: 11382.828125 Iteration 80F: 3 clusters Score -2408518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 9217 members Entering Unmasked Estep Score: -2408520.750000 Penalty: 11382.828125 Iteration 81Q: 3 clusters Score -2408521 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -2408525.000000 Penalty: 11382.828125 Iteration 82Q: 3 clusters Score -2408525 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 9236 members Entering Unmasked Estep Score: -2408534.000000 Penalty: 11382.828125 Iteration 83Q: 3 clusters Score -2408534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -2408537.500000 Penalty: 11382.828125 Iteration 84Q: 3 clusters Score -2408538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -2408539.500000 Penalty: 11382.828125 Iteration 85Q: 3 clusters Score -2408540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 9252 members Entering Unmasked Estep Score: -2408541.250000 Penalty: 11382.828125 Iteration 86Q: 3 clusters Score -2408541 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -2408541.000000 Penalty: 11382.828125 Iteration 87Q: 3 clusters Score -2408541 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -2408538.750000 Penalty: 11382.828125 Iteration 88Q: 3 clusters Score -2408539 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -2408547.750000 Penalty: 11382.828125 Iteration 89Q: 3 clusters Score -2408548 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -2408551.750000 Penalty: 11382.828125 Iteration 90Q: 3 clusters Score -2408552 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -2408558.750000 Penalty: 11382.828125 Iteration 91Q: 3 clusters Score -2408559 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -2408561.000000 Penalty: 11382.828125 Iteration 92Q: 3 clusters Score -2408561 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -2408560.500000 Penalty: 11382.828125 Iteration 93Q: 3 clusters Score -2408560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -2408565.750000 Penalty: 11382.828125 Iteration 94Q: 3 clusters Score -2408566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -2408562.000000 Penalty: 11382.828125 Iteration 95Q: 3 clusters Score -2408562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -2408565.250000 Penalty: 11382.828125 Iteration 96Q: 3 clusters Score -2408565 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -2408569.000000 Penalty: 11382.828125 Iteration 97Q: 3 clusters Score -2408569 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -2408567.500000 Penalty: 11382.828125 Iteration 98Q: 3 clusters Score -2408568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -2408566.750000 Penalty: 11382.828125 Iteration 99Q: 3 clusters Score -2408567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 9316 members Entering Unmasked Estep Score: -2408567.500000 Penalty: 11382.828125 Iteration 100F: 3 clusters Score -2408568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -2408569.000000 Penalty: 11382.828125 Iteration 101Q: 3 clusters Score -2408569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -2408570.750000 Penalty: 11382.828125 Iteration 102Q: 3 clusters Score -2408571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -2408570.500000 Penalty: 11382.828125 Iteration 103Q: 3 clusters Score -2408570 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -2408570.500000 Penalty: 11382.828125 Iteration 104F: 3 clusters Score -2408570 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Entering Unmasked Estep Score: -2319030.250000 Penalty: 5632.759766 Iteration 0F: 2 clusters Score -2319030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -2308899.500000 Penalty: 11265.519531 Iteration 0F: 3 clusters Score -2308900 nChanged 3645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -2311145.750000 Penalty: 11265.519531 Iteration 1F: 3 clusters Score -2311146 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -2311785.250000 Penalty: 11265.519531 Iteration 2F: 3 clusters Score -2311785 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -2312357.250000 Penalty: 11265.519531 Iteration 3F: 3 clusters Score -2312357 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -2312981.000000 Penalty: 11265.519531 Iteration 4F: 3 clusters Score -2312981 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -2313793.250000 Penalty: 11265.519531 Iteration 5F: 3 clusters Score -2313793 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -2314581.500000 Penalty: 11265.519531 Iteration 6F: 3 clusters Score -2314582 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -2315103.000000 Penalty: 11265.519531 Iteration 7F: 3 clusters Score -2315103 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -2315447.500000 Penalty: 11265.519531 Iteration 8Q: 3 clusters Score -2315448 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -2315678.000000 Penalty: 11265.519531 Iteration 9Q: 3 clusters Score -2315678 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -2315820.250000 Penalty: 11265.519531 Iteration 10Q: 3 clusters Score -2315820 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -2315917.250000 Penalty: 11265.519531 Iteration 11Q: 3 clusters Score -2315917 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -2315991.500000 Penalty: 11265.519531 Iteration 12Q: 3 clusters Score -2315992 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -2316027.000000 Penalty: 11265.519531 Iteration 13Q: 3 clusters Score -2316027 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -2316060.000000 Penalty: 11265.519531 Iteration 14Q: 3 clusters Score -2316060 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -2316074.750000 Penalty: 11265.519531 Iteration 15Q: 3 clusters Score -2316075 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -2316084.500000 Penalty: 11265.519531 Iteration 16Q: 3 clusters Score -2316084 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -2316090.000000 Penalty: 11265.519531 Iteration 17Q: 3 clusters Score -2316090 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7439 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -2316091.500000 Penalty: 11265.519531 Iteration 18Q: 3 clusters Score -2316092 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -2316093.750000 Penalty: 11265.519531 Iteration 19Q: 3 clusters Score -2316094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -2316104.750000 Penalty: 11265.519531 Iteration 20F: 3 clusters Score -2316105 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -2316104.750000 Penalty: 11265.519531 Iteration 21Q: 3 clusters Score -2316105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -2316100.500000 Penalty: 11265.519531 Iteration 22Q: 3 clusters Score -2316100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -2316105.750000 Penalty: 11265.519531 Iteration 23Q: 3 clusters Score -2316106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -2316105.750000 Penalty: 11265.519531 Iteration 24F: 3 clusters Score -2316106 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Entering Unmasked Estep Score: -1140369.250000 Penalty: 5194.069824 Iteration 0F: 2 clusters Score -1140369 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -1133387.250000 Penalty: 10388.139648 Iteration 0F: 3 clusters Score -1133387 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -1134444.500000 Penalty: 10388.139648 Iteration 1F: 3 clusters Score -1134444 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -1134743.500000 Penalty: 10388.139648 Iteration 2F: 3 clusters Score -1134744 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1134924.500000 Penalty: 10388.139648 Iteration 3Q: 3 clusters Score -1134924 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1135083.875000 Penalty: 10388.139648 Iteration 4Q: 3 clusters Score -1135084 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -1135222.000000 Penalty: 10388.139648 Iteration 5Q: 3 clusters Score -1135222 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1135354.000000 Penalty: 10388.139648 Iteration 6Q: 3 clusters Score -1135354 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1135461.500000 Penalty: 10388.139648 Iteration 7Q: 3 clusters Score -1135462 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1135582.875000 Penalty: 10388.139648 Iteration 8Q: 3 clusters Score -1135583 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -1135714.750000 Penalty: 10388.139648 Iteration 9Q: 3 clusters Score -1135715 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1135833.625000 Penalty: 10388.139648 Iteration 10Q: 3 clusters Score -1135834 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -1135931.375000 Penalty: 10388.139648 Iteration 11Q: 3 clusters Score -1135931 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -1136009.375000 Penalty: 10388.139648 Iteration 12Q: 3 clusters Score -1136009 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1136077.625000 Penalty: 10388.139648 Iteration 13Q: 3 clusters Score -1136078 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1136148.750000 Penalty: 10388.139648 Iteration 14Q: 3 clusters Score -1136149 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1136223.625000 Penalty: 10388.139648 Iteration 15Q: 3 clusters Score -1136224 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -1136306.625000 Penalty: 10388.139648 Iteration 16Q: 3 clusters Score -1136307 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1136413.875000 Penalty: 10388.139648 Iteration 17Q: 3 clusters Score -1136414 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -1136529.375000 Penalty: 10388.139648 Iteration 18Q: 3 clusters Score -1136529 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1136648.125000 Penalty: 10388.139648 Iteration 19Q: 3 clusters Score -1136648 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1136745.500000 Penalty: 10388.139648 Iteration 20F: 3 clusters Score -1136746 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -1136803.750000 Penalty: 10388.139648 Iteration 21Q: 3 clusters Score -1136804 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1136849.625000 Penalty: 10388.139648 Iteration 22Q: 3 clusters Score -1136850 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1136888.375000 Penalty: 10388.139648 Iteration 23Q: 3 clusters Score -1136888 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1136920.125000 Penalty: 10388.139648 Iteration 24Q: 3 clusters Score -1136920 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1136938.875000 Penalty: 10388.139648 Iteration 25Q: 3 clusters Score -1136939 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1136952.000000 Penalty: 10388.139648 Iteration 26Q: 3 clusters Score -1136952 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1136962.375000 Penalty: 10388.139648 Iteration 27Q: 3 clusters Score -1136962 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1136973.625000 Penalty: 10388.139648 Iteration 28Q: 3 clusters Score -1136974 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1136980.250000 Penalty: 10388.139648 Iteration 29Q: 3 clusters Score -1136980 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1136984.125000 Penalty: 10388.139648 Iteration 30Q: 3 clusters Score -1136984 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1136988.000000 Penalty: 10388.139648 Iteration 31Q: 3 clusters Score -1136988 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1136991.500000 Penalty: 10388.139648 Iteration 32Q: 3 clusters Score -1136992 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1136995.750000 Penalty: 10388.139648 Iteration 33Q: 3 clusters Score -1136996 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1137000.625000 Penalty: 10388.139648 Iteration 34Q: 3 clusters Score -1137001 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -1137004.250000 Penalty: 10388.139648 Iteration 35Q: 3 clusters Score -1137004 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1137007.625000 Penalty: 10388.139648 Iteration 36Q: 3 clusters Score -1137008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1137012.250000 Penalty: 10388.139648 Iteration 37Q: 3 clusters Score -1137012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1137014.750000 Penalty: 10388.139648 Iteration 38Q: 3 clusters Score -1137015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1137014.125000 Penalty: 10388.139648 Iteration 39Q: 3 clusters Score -1137014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1137015.750000 Penalty: 10388.139648 Iteration 40F: 3 clusters Score -1137016 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Entering Unmasked Estep Score: -760013.875000 Penalty: 4983.438477 Iteration 0F: 2 clusters Score -760013.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -754340.750000 Penalty: 9966.876953 Iteration 0F: 3 clusters Score -754340.8 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -755712.750000 Penalty: 9966.876953 Iteration 1F: 3 clusters Score -755712.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -757311.437500 Penalty: 9966.876953 Iteration 2F: 3 clusters Score -757311.4 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -759225.812500 Penalty: 9966.876953 Iteration 3F: 3 clusters Score -759225.8 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -760615.812500 Penalty: 9966.876953 Iteration 4F: 3 clusters Score -760615.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -761623.000000 Penalty: 9966.876953 Iteration 5F: 3 clusters Score -761623 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -761789.562500 Penalty: 9966.876953 Iteration 6Q: 3 clusters Score -761789.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -761834.187500 Penalty: 9966.876953 Iteration 7Q: 3 clusters Score -761834.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -761861.750000 Penalty: 9966.876953 Iteration 8Q: 3 clusters Score -761861.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -761875.500000 Penalty: 9966.876953 Iteration 9Q: 3 clusters Score -761875.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -761880.000000 Penalty: 9966.876953 Iteration 10Q: 3 clusters Score -761880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -761883.250000 Penalty: 9966.876953 Iteration 11Q: 3 clusters Score -761883.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -761883.250000 Penalty: 9966.876953 Iteration 12F: 3 clusters Score -761883.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 2808 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30237 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 40087 members Mstep: Class 15 contains 117949 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43339 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19420 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Mstep: Class 23 contains 608 members Entering Unmasked Estep Score: -101711896.000000 Penalty: 183016.156250 Splitting cluster 9 changes total score from -101712728.000000 to -101711896.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (2659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Entering Unmasked Estep Score: -606215.562500 Penalty: 4829.994629 Iteration 0F: 2 clusters Score -606215.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -600886.625000 Penalty: 9659.989258 Iteration 0F: 3 clusters Score -600886.6 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -601807.687500 Penalty: 9659.989258 Iteration 1F: 3 clusters Score -601807.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -602306.875000 Penalty: 9659.989258 Iteration 2F: 3 clusters Score -602306.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -603201.750000 Penalty: 9659.989258 Iteration 3F: 3 clusters Score -603201.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -603739.000000 Penalty: 9659.989258 Iteration 4F: 3 clusters Score -603739 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -604106.000000 Penalty: 9659.989258 Iteration 5F: 3 clusters Score -604106 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -604362.000000 Penalty: 9659.989258 Iteration 6F: 3 clusters Score -604362 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -604592.250000 Penalty: 9659.989258 Iteration 7Q: 3 clusters Score -604592.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -604809.000000 Penalty: 9659.989258 Iteration 8Q: 3 clusters Score -604809 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -604993.500000 Penalty: 9659.989258 Iteration 9Q: 3 clusters Score -604993.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -605099.000000 Penalty: 9659.989258 Iteration 10Q: 3 clusters Score -605099 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -605179.250000 Penalty: 9659.989258 Iteration 11Q: 3 clusters Score -605179.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -605222.312500 Penalty: 9659.989258 Iteration 12Q: 3 clusters Score -605222.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -605238.125000 Penalty: 9659.989258 Iteration 13Q: 3 clusters Score -605238.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -605247.062500 Penalty: 9659.989258 Iteration 14Q: 3 clusters Score -605247.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -605260.500000 Penalty: 9659.989258 Iteration 15Q: 3 clusters Score -605260.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -605273.625000 Penalty: 9659.989258 Iteration 16Q: 3 clusters Score -605273.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -605280.937500 Penalty: 9659.989258 Iteration 17Q: 3 clusters Score -605280.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -605290.687500 Penalty: 9659.989258 Iteration 18Q: 3 clusters Score -605290.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -605292.500000 Penalty: 9659.989258 Iteration 19Q: 3 clusters Score -605292.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -605293.750000 Penalty: 9659.989258 Iteration 20F: 3 clusters Score -605293.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Entering Unmasked Estep Score: -383299.250000 Penalty: 4581.416992 Iteration 0F: 2 clusters Score -383299.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -378538.593750 Penalty: 9162.833984 Iteration 0F: 3 clusters Score -378538.6 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -379235.218750 Penalty: 9162.833984 Iteration 1F: 3 clusters Score -379235.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -379579.406250 Penalty: 9162.833984 Iteration 2F: 3 clusters Score -379579.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -379886.593750 Penalty: 9162.833984 Iteration 3F: 3 clusters Score -379886.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -380186.093750 Penalty: 9162.833984 Iteration 4Q: 3 clusters Score -380186.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -380491.406250 Penalty: 9162.833984 Iteration 5Q: 3 clusters Score -380491.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -380781.593750 Penalty: 9162.833984 Iteration 6Q: 3 clusters Score -380781.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -380988.156250 Penalty: 9162.833984 Iteration 7Q: 3 clusters Score -380988.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -381152.500000 Penalty: 9162.833984 Iteration 8Q: 3 clusters Score -381152.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -381255.812500 Penalty: 9162.833984 Iteration 9Q: 3 clusters Score -381255.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -381364.125000 Penalty: 9162.833984 Iteration 10Q: 3 clusters Score -381364.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -381433.625000 Penalty: 9162.833984 Iteration 11Q: 3 clusters Score -381433.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -381513.906250 Penalty: 9162.833984 Iteration 12Q: 3 clusters Score -381513.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -381571.812500 Penalty: 9162.833984 Iteration 13Q: 3 clusters Score -381571.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -381614.906250 Penalty: 9162.833984 Iteration 14Q: 3 clusters Score -381614.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -381643.937500 Penalty: 9162.833984 Iteration 15Q: 3 clusters Score -381643.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -381687.562500 Penalty: 9162.833984 Iteration 16Q: 3 clusters Score -381687.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -381752.218750 Penalty: 9162.833984 Iteration 17Q: 3 clusters Score -381752.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -381812.218750 Penalty: 9162.833984 Iteration 18Q: 3 clusters Score -381812.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -381835.343750 Penalty: 9162.833984 Iteration 19Q: 3 clusters Score -381835.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -381850.750000 Penalty: 9162.833984 Iteration 20F: 3 clusters Score -381850.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -381870.687500 Penalty: 9162.833984 Iteration 21Q: 3 clusters Score -381870.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -381880.625000 Penalty: 9162.833984 Iteration 22Q: 3 clusters Score -381880.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -381883.843750 Penalty: 9162.833984 Iteration 23Q: 3 clusters Score -381883.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -381886.562500 Penalty: 9162.833984 Iteration 24Q: 3 clusters Score -381886.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -381886.562500 Penalty: 9162.833984 Iteration 25F: 3 clusters Score -381886.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (30237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30237 members Entering Unmasked Estep Score: -7010763.000000 Penalty: 6319.053711 Iteration 0F: 2 clusters Score -7010763 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15104 members Mstep: Class 2 contains 15133 members Entering Unmasked Estep Score: -6987566.000000 Penalty: 12638.107422 Iteration 0F: 3 clusters Score -6987566 nChanged 12878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15086 members Mstep: Class 2 contains 15151 members Entering Unmasked Estep Score: -6994366.500000 Penalty: 12638.107422 Iteration 1F: 3 clusters Score -6994366 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 15134 members Entering Unmasked Estep Score: -6995243.500000 Penalty: 12638.107422 Iteration 2F: 3 clusters Score -6995244 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15178 members Mstep: Class 2 contains 15059 members Entering Unmasked Estep Score: -6995889.500000 Penalty: 12638.107422 Iteration 3F: 3 clusters Score -6995890 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15289 members Mstep: Class 2 contains 14948 members Entering Unmasked Estep Score: -6996426.000000 Penalty: 12638.107422 Iteration 4Q: 3 clusters Score -6996426 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 14846 members Entering Unmasked Estep Score: -6996883.500000 Penalty: 12638.107422 Iteration 5Q: 3 clusters Score -6996884 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15529 members Mstep: Class 2 contains 14708 members Entering Unmasked Estep Score: -6997464.000000 Penalty: 12638.107422 Iteration 6Q: 3 clusters Score -6997464 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15629 members Mstep: Class 2 contains 14608 members Entering Unmasked Estep Score: -6998119.000000 Penalty: 12638.107422 Iteration 7Q: 3 clusters Score -6998119 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15627 members Mstep: Class 2 contains 14610 members Entering Unmasked Estep Score: -6998639.500000 Penalty: 12638.107422 Iteration 8Q: 3 clusters Score -6998640 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15561 members Mstep: Class 2 contains 14676 members Entering Unmasked Estep Score: -6999159.000000 Penalty: 12638.107422 Iteration 9Q: 3 clusters Score -6999159 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15389 members Mstep: Class 2 contains 14848 members Entering Unmasked Estep Score: -6999707.500000 Penalty: 12638.107422 Iteration 10Q: 3 clusters Score -6999708 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15115 members Mstep: Class 2 contains 15122 members Entering Unmasked Estep Score: -7000254.000000 Penalty: 12638.107422 Iteration 11Q: 3 clusters Score -7000254 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14775 members Mstep: Class 2 contains 15462 members Entering Unmasked Estep Score: -7000816.500000 Penalty: 12638.107422 Iteration 12Q: 3 clusters Score -7000816 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14345 members Mstep: Class 2 contains 15892 members Entering Unmasked Estep Score: -7001404.500000 Penalty: 12638.107422 Iteration 13Q: 3 clusters Score -7001404 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13801 members Mstep: Class 2 contains 16436 members Entering Unmasked Estep Score: -7002053.500000 Penalty: 12638.107422 Iteration 14Q: 3 clusters Score -7002054 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 17064 members Entering Unmasked Estep Score: -7002752.500000 Penalty: 12638.107422 Iteration 15Q: 3 clusters Score -7002752 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 17793 members Entering Unmasked Estep Score: -7003480.000000 Penalty: 12638.107422 Iteration 16Q: 3 clusters Score -7003480 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 18528 members Entering Unmasked Estep Score: -7004178.000000 Penalty: 12638.107422 Iteration 17Q: 3 clusters Score -7004178 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10987 members Mstep: Class 2 contains 19250 members Entering Unmasked Estep Score: -7004798.500000 Penalty: 12638.107422 Iteration 18Q: 3 clusters Score -7004798 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 19890 members Entering Unmasked Estep Score: -7005349.000000 Penalty: 12638.107422 Iteration 19Q: 3 clusters Score -7005349 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 20461 members Entering Unmasked Estep Score: -7005744.000000 Penalty: 12638.107422 Iteration 20F: 3 clusters Score -7005744 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 20888 members Entering Unmasked Estep Score: -7006033.500000 Penalty: 12638.107422 Iteration 21Q: 3 clusters Score -7006034 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 21241 members Entering Unmasked Estep Score: -7006219.000000 Penalty: 12638.107422 Iteration 22Q: 3 clusters Score -7006219 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 21541 members Entering Unmasked Estep Score: -7006358.500000 Penalty: 12638.107422 Iteration 23Q: 3 clusters Score -7006358 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 21809 members Entering Unmasked Estep Score: -7006522.000000 Penalty: 12638.107422 Iteration 24Q: 3 clusters Score -7006522 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 22054 members Entering Unmasked Estep Score: -7006671.000000 Penalty: 12638.107422 Iteration 25Q: 3 clusters Score -7006671 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 22273 members Entering Unmasked Estep Score: -7006743.000000 Penalty: 12638.107422 Iteration 26Q: 3 clusters Score -7006743 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 22479 members Entering Unmasked Estep Score: -7006845.000000 Penalty: 12638.107422 Iteration 27Q: 3 clusters Score -7006845 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 22638 members Entering Unmasked Estep Score: -7006929.500000 Penalty: 12638.107422 Iteration 28Q: 3 clusters Score -7006930 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 22773 members Entering Unmasked Estep Score: -7006987.500000 Penalty: 12638.107422 Iteration 29Q: 3 clusters Score -7006988 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 22883 members Entering Unmasked Estep Score: -7006999.000000 Penalty: 12638.107422 Iteration 30Q: 3 clusters Score -7006999 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 22963 members Entering Unmasked Estep Score: -7007053.500000 Penalty: 12638.107422 Iteration 31Q: 3 clusters Score -7007054 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 23021 members Entering Unmasked Estep Score: -7007066.000000 Penalty: 12638.107422 Iteration 32Q: 3 clusters Score -7007066 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 23076 members Entering Unmasked Estep Score: -7007082.500000 Penalty: 12638.107422 Iteration 33Q: 3 clusters Score -7007082 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 23130 members Entering Unmasked Estep Score: -7007096.500000 Penalty: 12638.107422 Iteration 34Q: 3 clusters Score -7007096 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 23172 members Entering Unmasked Estep Score: -7007111.000000 Penalty: 12638.107422 Iteration 35Q: 3 clusters Score -7007111 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 23219 members Entering Unmasked Estep Score: -7007123.000000 Penalty: 12638.107422 Iteration 36Q: 3 clusters Score -7007123 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 23249 members Entering Unmasked Estep Score: -7007147.000000 Penalty: 12638.107422 Iteration 37Q: 3 clusters Score -7007147 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 23278 members Entering Unmasked Estep Score: -7007164.000000 Penalty: 12638.107422 Iteration 38Q: 3 clusters Score -7007164 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 23298 members Entering Unmasked Estep Score: -7007160.000000 Penalty: 12638.107422 Iteration 39Q: 3 clusters Score -7007160 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 23317 members Entering Unmasked Estep Score: -7007170.000000 Penalty: 12638.107422 Iteration 40F: 3 clusters Score -7007170 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 23329 members Entering Unmasked Estep Score: -7007161.000000 Penalty: 12638.107422 Iteration 41Q: 3 clusters Score -7007161 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6898 members Mstep: Class 2 contains 23339 members Entering Unmasked Estep Score: -7007181.500000 Penalty: 12638.107422 Iteration 42Q: 3 clusters Score -7007182 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 23351 members Entering Unmasked Estep Score: -7007181.000000 Penalty: 12638.107422 Iteration 43Q: 3 clusters Score -7007181 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 23362 members Entering Unmasked Estep Score: -7007188.000000 Penalty: 12638.107422 Iteration 44Q: 3 clusters Score -7007188 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 23376 members Entering Unmasked Estep Score: -7007188.500000 Penalty: 12638.107422 Iteration 45Q: 3 clusters Score -7007188 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 23388 members Entering Unmasked Estep Score: -7007187.500000 Penalty: 12638.107422 Iteration 46Q: 3 clusters Score -7007188 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 23401 members Entering Unmasked Estep Score: -7007193.500000 Penalty: 12638.107422 Iteration 47Q: 3 clusters Score -7007194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 23410 members Entering Unmasked Estep Score: -7007185.000000 Penalty: 12638.107422 Iteration 48Q: 3 clusters Score -7007185 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 23418 members Entering Unmasked Estep Score: -7007191.000000 Penalty: 12638.107422 Iteration 49Q: 3 clusters Score -7007191 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 23425 members Entering Unmasked Estep Score: -7007205.000000 Penalty: 12638.107422 Iteration 50Q: 3 clusters Score -7007205 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 23431 members Entering Unmasked Estep Score: -7007198.000000 Penalty: 12638.107422 Iteration 51Q: 3 clusters Score -7007198 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 23435 members Entering Unmasked Estep Score: -7007197.000000 Penalty: 12638.107422 Iteration 52Q: 3 clusters Score -7007197 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 23439 members Entering Unmasked Estep Score: -7007195.000000 Penalty: 12638.107422 Iteration 53Q: 3 clusters Score -7007195 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 23445 members Entering Unmasked Estep Score: -7007202.500000 Penalty: 12638.107422 Iteration 54Q: 3 clusters Score -7007202 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 23451 members Entering Unmasked Estep Score: -7007201.500000 Penalty: 12638.107422 Iteration 55Q: 3 clusters Score -7007202 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 23459 members Entering Unmasked Estep Score: -7007204.500000 Penalty: 12638.107422 Iteration 56Q: 3 clusters Score -7007204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 23460 members Entering Unmasked Estep Score: -7007207.500000 Penalty: 12638.107422 Iteration 57Q: 3 clusters Score -7007208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 23461 members Entering Unmasked Estep Score: -7007203.000000 Penalty: 12638.107422 Iteration 58Q: 3 clusters Score -7007203 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 23465 members Entering Unmasked Estep Score: -7007198.000000 Penalty: 12638.107422 Iteration 59Q: 3 clusters Score -7007198 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 23473 members Entering Unmasked Estep Score: -7007200.500000 Penalty: 12638.107422 Iteration 60F: 3 clusters Score -7007200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 23479 members Entering Unmasked Estep Score: -7007209.500000 Penalty: 12638.107422 Iteration 61Q: 3 clusters Score -7007210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 23480 members Entering Unmasked Estep Score: -7007212.500000 Penalty: 12638.107422 Iteration 62Q: 3 clusters Score -7007212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 23481 members Entering Unmasked Estep Score: -7007211.000000 Penalty: 12638.107422 Iteration 63Q: 3 clusters Score -7007211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 23483 members Entering Unmasked Estep Score: -7007214.500000 Penalty: 12638.107422 Iteration 64Q: 3 clusters Score -7007214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 23485 members Entering Unmasked Estep Score: -7007221.000000 Penalty: 12638.107422 Iteration 65Q: 3 clusters Score -7007221 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 23486 members Entering Unmasked Estep Score: -7007216.000000 Penalty: 12638.107422 Iteration 66Q: 3 clusters Score -7007216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 23488 members Entering Unmasked Estep Score: -7007218.000000 Penalty: 12638.107422 Iteration 67Q: 3 clusters Score -7007218 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 23488 members Entering Unmasked Estep Score: -7007218.000000 Penalty: 12638.107422 Iteration 68F: 3 clusters Score -7007218 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Entering Unmasked Estep Score: -139376.203125 Penalty: 4004.610596 Iteration 0F: 2 clusters Score -139376.2 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 351 members Entering Unmasked Estep Score: -136032.281250 Penalty: 8009.221191 Iteration 0F: 3 clusters Score -136032.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -136428.656250 Penalty: 8009.221191 Iteration 1F: 3 clusters Score -136428.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -136578.484375 Penalty: 8009.221191 Iteration 2F: 3 clusters Score -136578.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -136691.640625 Penalty: 8009.221191 Iteration 3Q: 3 clusters Score -136691.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -136748.187500 Penalty: 8009.221191 Iteration 4Q: 3 clusters Score -136748.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -136801.890625 Penalty: 8009.221191 Iteration 5Q: 3 clusters Score -136801.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -136851.171875 Penalty: 8009.221191 Iteration 6Q: 3 clusters Score -136851.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -136899.593750 Penalty: 8009.221191 Iteration 7Q: 3 clusters Score -136899.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -136964.250000 Penalty: 8009.221191 Iteration 8Q: 3 clusters Score -136964.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -136978.500000 Penalty: 8009.221191 Iteration 9Q: 3 clusters Score -136978.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -136990.203125 Penalty: 8009.221191 Iteration 10Q: 3 clusters Score -136990.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -137000.531250 Penalty: 8009.221191 Iteration 11Q: 3 clusters Score -137000.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -137022.000000 Penalty: 8009.221191 Iteration 12Q: 3 clusters Score -137022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -137024.000000 Penalty: 8009.221191 Iteration 13F: 3 clusters Score -137024 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -137065.906250 Penalty: 8009.221191 Iteration 14Q: 3 clusters Score -137065.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -137065.906250 Penalty: 8009.221191 Iteration 15F: 3 clusters Score -137065.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (40087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40087 members Entering Unmasked Estep Score: -9370641.000000 Penalty: 6491.769531 Iteration 0F: 2 clusters Score -9370641 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20071 members Mstep: Class 2 contains 20016 members Entering Unmasked Estep Score: -9341358.000000 Penalty: 12983.539062 Iteration 0F: 3 clusters Score -9341358 nChanged 17372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20035 members Mstep: Class 2 contains 20052 members Entering Unmasked Estep Score: -9350971.000000 Penalty: 12983.539062 Iteration 1F: 3 clusters Score -9350971 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 20167 members Entering Unmasked Estep Score: -9352905.000000 Penalty: 12983.539062 Iteration 2F: 3 clusters Score -9352905 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19438 members Mstep: Class 2 contains 20649 members Entering Unmasked Estep Score: -9354819.000000 Penalty: 12983.539062 Iteration 3F: 3 clusters Score -9354819 nChanged 2779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18647 members Mstep: Class 2 contains 21440 members Entering Unmasked Estep Score: -9356956.000000 Penalty: 12983.539062 Iteration 4F: 3 clusters Score -9356956 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17386 members Mstep: Class 2 contains 22701 members Entering Unmasked Estep Score: -9359443.000000 Penalty: 12983.539062 Iteration 5F: 3 clusters Score -9359443 nChanged 2905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15717 members Mstep: Class 2 contains 24370 members Entering Unmasked Estep Score: -9361954.000000 Penalty: 12983.539062 Iteration 6F: 3 clusters Score -9361954 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13872 members Mstep: Class 2 contains 26215 members Entering Unmasked Estep Score: -9364585.000000 Penalty: 12983.539062 Iteration 7F: 3 clusters Score -9364585 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 27899 members Entering Unmasked Estep Score: -9366897.000000 Penalty: 12983.539062 Iteration 8F: 3 clusters Score -9366897 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 29097 members Entering Unmasked Estep Score: -9368326.000000 Penalty: 12983.539062 Iteration 9Q: 3 clusters Score -9368326 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10145 members Mstep: Class 2 contains 29942 members Entering Unmasked Estep Score: -9369114.000000 Penalty: 12983.539062 Iteration 10Q: 3 clusters Score -9369114 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9490 members Mstep: Class 2 contains 30597 members Entering Unmasked Estep Score: -9369557.000000 Penalty: 12983.539062 Iteration 11Q: 3 clusters Score -9369557 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8924 members Mstep: Class 2 contains 31163 members Entering Unmasked Estep Score: -9369950.000000 Penalty: 12983.539062 Iteration 12Q: 3 clusters Score -9369950 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 31618 members Entering Unmasked Estep Score: -9370198.000000 Penalty: 12983.539062 Iteration 13Q: 3 clusters Score -9370198 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 31962 members Entering Unmasked Estep Score: -9370355.000000 Penalty: 12983.539062 Iteration 14Q: 3 clusters Score -9370355 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 32255 members Entering Unmasked Estep Score: -9370487.000000 Penalty: 12983.539062 Iteration 15Q: 3 clusters Score -9370487 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 32482 members Entering Unmasked Estep Score: -9370550.000000 Penalty: 12983.539062 Iteration 16Q: 3 clusters Score -9370550 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 32677 members Entering Unmasked Estep Score: -9370601.000000 Penalty: 12983.539062 Iteration 17Q: 3 clusters Score -9370601 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7258 members Mstep: Class 2 contains 32829 members Entering Unmasked Estep Score: -9370650.000000 Penalty: 12983.539062 Iteration 18Q: 3 clusters Score -9370650 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 32924 members Entering Unmasked Estep Score: -9370684.000000 Penalty: 12983.539062 Iteration 19Q: 3 clusters Score -9370684 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 32993 members Entering Unmasked Estep Score: -9370703.000000 Penalty: 12983.539062 Iteration 20F: 3 clusters Score -9370703 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 33049 members Entering Unmasked Estep Score: -9370720.000000 Penalty: 12983.539062 Iteration 21Q: 3 clusters Score -9370720 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 33092 members Entering Unmasked Estep Score: -9370717.000000 Penalty: 12983.539062 Iteration 22Q: 3 clusters Score -9370717 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 33125 members Entering Unmasked Estep Score: -9370739.000000 Penalty: 12983.539062 Iteration 23Q: 3 clusters Score -9370739 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 33154 members Entering Unmasked Estep Score: -9370738.000000 Penalty: 12983.539062 Iteration 24Q: 3 clusters Score -9370738 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 33172 members Entering Unmasked Estep Score: -9370738.000000 Penalty: 12983.539062 Iteration 25Q: 3 clusters Score -9370738 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 33183 members Entering Unmasked Estep Score: -9370748.000000 Penalty: 12983.539062 Iteration 26Q: 3 clusters Score -9370748 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 33195 members Entering Unmasked Estep Score: -9370752.000000 Penalty: 12983.539062 Iteration 27Q: 3 clusters Score -9370752 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 33202 members Entering Unmasked Estep Score: -9370737.000000 Penalty: 12983.539062 Iteration 28Q: 3 clusters Score -9370737 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 33206 members Entering Unmasked Estep Score: -9370740.000000 Penalty: 12983.539062 Iteration 29Q: 3 clusters Score -9370740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 33208 members Entering Unmasked Estep Score: -9370748.000000 Penalty: 12983.539062 Iteration 30Q: 3 clusters Score -9370748 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 33210 members Entering Unmasked Estep Score: -9370745.000000 Penalty: 12983.539062 Iteration 31Q: 3 clusters Score -9370745 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 33211 members Entering Unmasked Estep Score: -9370750.000000 Penalty: 12983.539062 Iteration 32Q: 3 clusters Score -9370750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 33212 members Entering Unmasked Estep Score: -9370752.000000 Penalty: 12983.539062 Iteration 33Q: 3 clusters Score -9370752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 33215 members Entering Unmasked Estep Score: -9370755.000000 Penalty: 12983.539062 Iteration 34Q: 3 clusters Score -9370755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 33218 members Entering Unmasked Estep Score: -9370744.000000 Penalty: 12983.539062 Iteration 35Q: 3 clusters Score -9370744 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 33223 members Entering Unmasked Estep Score: -9370751.000000 Penalty: 12983.539062 Iteration 36Q: 3 clusters Score -9370751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 33230 members Entering Unmasked Estep Score: -9370750.000000 Penalty: 12983.539062 Iteration 37Q: 3 clusters Score -9370750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 33238 members Entering Unmasked Estep Score: -9370756.000000 Penalty: 12983.539062 Iteration 38Q: 3 clusters Score -9370756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 33240 members Entering Unmasked Estep Score: -9370752.000000 Penalty: 12983.539062 Iteration 39Q: 3 clusters Score -9370752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 33241 members Entering Unmasked Estep Score: -9370753.000000 Penalty: 12983.539062 Iteration 40F: 3 clusters Score -9370753 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 33243 members Entering Unmasked Estep Score: -9370759.000000 Penalty: 12983.539062 Iteration 41Q: 3 clusters Score -9370759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 33244 members Entering Unmasked Estep Score: -9370759.000000 Penalty: 12983.539062 Iteration 42Q: 3 clusters Score -9370759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 33245 members Entering Unmasked Estep Score: -9370760.000000 Penalty: 12983.539062 Iteration 43Q: 3 clusters Score -9370760 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 33247 members Entering Unmasked Estep Score: -9370763.000000 Penalty: 12983.539062 Iteration 44Q: 3 clusters Score -9370763 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 33248 members Entering Unmasked Estep Score: -9370757.000000 Penalty: 12983.539062 Iteration 45Q: 3 clusters Score -9370757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 33249 members Entering Unmasked Estep Score: -9370763.000000 Penalty: 12983.539062 Iteration 46Q: 3 clusters Score -9370763 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 33251 members Entering Unmasked Estep Score: -9370758.000000 Penalty: 12983.539062 Iteration 47Q: 3 clusters Score -9370758 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 33255 members Entering Unmasked Estep Score: -9370760.000000 Penalty: 12983.539062 Iteration 48Q: 3 clusters Score -9370760 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 33257 members Entering Unmasked Estep Score: -9370760.000000 Penalty: 12983.539062 Iteration 49Q: 3 clusters Score -9370760 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 33259 members Entering Unmasked Estep Score: -9370756.000000 Penalty: 12983.539062 Iteration 50Q: 3 clusters Score -9370756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 33260 members Entering Unmasked Estep Score: -9370761.000000 Penalty: 12983.539062 Iteration 51Q: 3 clusters Score -9370761 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 33260 members Entering Unmasked Estep Score: -9370761.000000 Penalty: 12983.539062 Iteration 52F: 3 clusters Score -9370761 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 82495 members Mstep: Class 3 contains 6679 members Mstep: Class 4 contains 1133 members Mstep: Class 5 contains 214 members Mstep: Class 6 contains 10852 members Mstep: Class 7 contains 9861 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 3416 members Mstep: Class 10 contains 2659 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 30237 members Mstep: Class 13 contains 691 members Mstep: Class 14 contains 6827 members Mstep: Class 15 contains 117949 members Mstep: Class 16 contains 826 members Mstep: Class 17 contains 4523 members Mstep: Class 18 contains 43339 members Mstep: Class 19 contains 27463 members Mstep: Class 20 contains 19420 members Mstep: Class 21 contains 28171 members Mstep: Class 22 contains 1351 members Mstep: Class 23 contains 33260 members Entering Unmasked Estep Score: -101711672.000000 Penalty: 183016.156250 Splitting cluster 14 changes total score from -101712728.000000 to -101711672.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (117949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117949 members Entering Unmasked Estep Score: -27759350.000000 Penalty: 7152.779297 Iteration 0F: 2 clusters Score -2.775935e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58970 members Mstep: Class 2 contains 58979 members Entering Unmasked Estep Score: -27680296.000000 Penalty: 14305.558594 Iteration 0F: 3 clusters Score -2.76803e+07 nChanged 54326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59468 members Mstep: Class 2 contains 58481 members Entering Unmasked Estep Score: -27710278.000000 Penalty: 14305.558594 Iteration 1F: 3 clusters Score -2.771028e+07 nChanged 4592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59850 members Mstep: Class 2 contains 58099 members Entering Unmasked Estep Score: -27711526.000000 Penalty: 14305.558594 Iteration 2Q: 3 clusters Score -2.771153e+07 nChanged 4373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60479 members Mstep: Class 2 contains 57470 members Entering Unmasked Estep Score: -27712744.000000 Penalty: 14305.558594 Iteration 3Q: 3 clusters Score -2.771274e+07 nChanged 4246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61383 members Mstep: Class 2 contains 56566 members Entering Unmasked Estep Score: -27713952.000000 Penalty: 14305.558594 Iteration 4Q: 3 clusters Score -2.771395e+07 nChanged 4276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62753 members Mstep: Class 2 contains 55196 members Entering Unmasked Estep Score: -27715292.000000 Penalty: 14305.558594 Iteration 5Q: 3 clusters Score -2.771529e+07 nChanged 4565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64640 members Mstep: Class 2 contains 53309 members Entering Unmasked Estep Score: -27716942.000000 Penalty: 14305.558594 Iteration 6Q: 3 clusters Score -2.771694e+07 nChanged 4868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67124 members Mstep: Class 2 contains 50825 members Entering Unmasked Estep Score: -27718756.000000 Penalty: 14305.558594 Iteration 7Q: 3 clusters Score -2.771876e+07 nChanged 5374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70592 members Mstep: Class 2 contains 47357 members Entering Unmasked Estep Score: -27721074.000000 Penalty: 14305.558594 Iteration 8Q: 3 clusters Score -2.772107e+07 nChanged 5948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75126 members Mstep: Class 2 contains 42823 members Entering Unmasked Estep Score: -27724046.000000 Penalty: 14305.558594 Iteration 9F: 3 clusters Score -2.772405e+07 nChanged 6611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80807 members Mstep: Class 2 contains 37142 members Entering Unmasked Estep Score: -27727946.000000 Penalty: 14305.558594 Iteration 10F: 3 clusters Score -2.772795e+07 nChanged 7192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87469 members Mstep: Class 2 contains 30480 members Entering Unmasked Estep Score: -27732688.000000 Penalty: 14305.558594 Iteration 11F: 3 clusters Score -2.773269e+07 nChanged 7406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94661 members Mstep: Class 2 contains 23288 members Entering Unmasked Estep Score: -27738076.000000 Penalty: 14305.558594 Iteration 12F: 3 clusters Score -2.773808e+07 nChanged 6942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101493 members Mstep: Class 2 contains 16456 members Entering Unmasked Estep Score: -27743662.000000 Penalty: 14305.558594 Iteration 13F: 3 clusters Score -2.774366e+07 nChanged 5579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107012 members Mstep: Class 2 contains 10937 members Entering Unmasked Estep Score: -27747762.000000 Penalty: 14305.558594 Iteration 14Q: 3 clusters Score -2.774776e+07 nChanged 3825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110805 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -27750532.000000 Penalty: 14305.558594 Iteration 15Q: 3 clusters Score -2.775053e+07 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113057 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -27752062.000000 Penalty: 14305.558594 Iteration 16Q: 3 clusters Score -2.775206e+07 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114362 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -27752740.000000 Penalty: 14305.558594 Iteration 17Q: 3 clusters Score -2.775274e+07 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115135 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -27753204.000000 Penalty: 14305.558594 Iteration 18Q: 3 clusters Score -2.77532e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115575 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -27753418.000000 Penalty: 14305.558594 Iteration 19Q: 3 clusters Score -2.775342e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115820 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -27753516.000000 Penalty: 14305.558594 Iteration 20F: 3 clusters Score -2.775352e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115973 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -27753624.000000 Penalty: 14305.558594 Iteration 21Q: 3 clusters Score -2.775362e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116080 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -27753648.000000 Penalty: 14305.558594 Iteration 22Q: 3 clusters Score -2.775365e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116162 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -27753698.000000 Penalty: 14305.558594 Iteration 23Q: 3 clusters Score -2.77537e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116211 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -27753742.000000 Penalty: 14305.558594 Iteration 24Q: 3 clusters Score -2.775374e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116250 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -27753734.000000 Penalty: 14305.558594 Iteration 25Q: 3 clusters Score -2.775373e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116288 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -27753768.000000 Penalty: 14305.558594 Iteration 26Q: 3 clusters Score -2.775377e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116316 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -27753782.000000 Penalty: 14305.558594 Iteration 27Q: 3 clusters Score -2.775378e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116344 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -27753802.000000 Penalty: 14305.558594 Iteration 28Q: 3 clusters Score -2.77538e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116362 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -27753766.000000 Penalty: 14305.558594 Iteration 29Q: 3 clusters Score -2.775377e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116376 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -27753802.000000 Penalty: 14305.558594 Iteration 30Q: 3 clusters Score -2.77538e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116391 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -27753788.000000 Penalty: 14305.558594 Iteration 31Q: 3 clusters Score -2.775379e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116402 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -27753820.000000 Penalty: 14305.558594 Iteration 32Q: 3 clusters Score -2.775382e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116415 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -27753788.000000 Penalty: 14305.558594 Iteration 33Q: 3 clusters Score -2.775379e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116431 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -27753830.000000 Penalty: 14305.558594 Iteration 34Q: 3 clusters Score -2.775383e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116436 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -27753794.000000 Penalty: 14305.558594 Iteration 35Q: 3 clusters Score -2.775379e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116442 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -27753810.000000 Penalty: 14305.558594 Iteration 36Q: 3 clusters Score -2.775381e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116446 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -27753804.000000 Penalty: 14305.558594 Iteration 37Q: 3 clusters Score -2.77538e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116452 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -27753828.000000 Penalty: 14305.558594 Iteration 38Q: 3 clusters Score -2.775383e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116454 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -27753826.000000 Penalty: 14305.558594 Iteration 39Q: 3 clusters Score -2.775383e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116456 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -27753820.000000 Penalty: 14305.558594 Iteration 40F: 3 clusters Score -2.775382e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116457 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -27753814.000000 Penalty: 14305.558594 Iteration 41Q: 3 clusters Score -2.775381e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116460 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -27753840.000000 Penalty: 14305.558594 Iteration 42Q: 3 clusters Score -2.775384e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116462 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -27753850.000000 Penalty: 14305.558594 Iteration 43Q: 3 clusters Score -2.775385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116466 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -27753848.000000 Penalty: 14305.558594 Iteration 44Q: 3 clusters Score -2.775385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116466 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -27753848.000000 Penalty: 14305.558594 Iteration 45Q: 3 clusters Score -2.775385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116466 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -27753846.000000 Penalty: 14305.558594 Iteration 46Q: 3 clusters Score -2.775385e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116467 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -27753844.000000 Penalty: 14305.558594 Iteration 47Q: 3 clusters Score -2.775384e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116468 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -27753840.000000 Penalty: 14305.558594 Iteration 48Q: 3 clusters Score -2.775384e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116470 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -27753842.000000 Penalty: 14305.558594 Iteration 49Q: 3 clusters Score -2.775384e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116472 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -27753836.000000 Penalty: 14305.558594 Iteration 50Q: 3 clusters Score -2.775384e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116473 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -27753836.000000 Penalty: 14305.558594 Iteration 51Q: 3 clusters Score -2.775384e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116473 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -27753836.000000 Penalty: 14305.558594 Iteration 52F: 3 clusters Score -2.775384e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Entering Unmasked Estep Score: -180146.953125 Penalty: 4113.914062 Iteration 0F: 2 clusters Score -180147 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -176327.640625 Penalty: 8227.828125 Iteration 0F: 3 clusters Score -176327.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -176729.078125 Penalty: 8227.828125 Iteration 1F: 3 clusters Score -176729.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -177125.312500 Penalty: 8227.828125 Iteration 2F: 3 clusters Score -177125.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -177291.546875 Penalty: 8227.828125 Iteration 3Q: 3 clusters Score -177291.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -177419.140625 Penalty: 8227.828125 Iteration 4Q: 3 clusters Score -177419.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -177512.234375 Penalty: 8227.828125 Iteration 5Q: 3 clusters Score -177512.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -177702.218750 Penalty: 8227.828125 Iteration 6Q: 3 clusters Score -177702.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -177900.609375 Penalty: 8227.828125 Iteration 7Q: 3 clusters Score -177900.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -178049.656250 Penalty: 8227.828125 Iteration 8Q: 3 clusters Score -178049.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -178157.843750 Penalty: 8227.828125 Iteration 9Q: 3 clusters Score -178157.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -178231.390625 Penalty: 8227.828125 Iteration 10Q: 3 clusters Score -178231.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -178272.109375 Penalty: 8227.828125 Iteration 11Q: 3 clusters Score -178272.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -178280.562500 Penalty: 8227.828125 Iteration 12Q: 3 clusters Score -178280.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -178281.328125 Penalty: 8227.828125 Iteration 13F: 3 clusters Score -178281.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -178293.593750 Penalty: 8227.828125 Iteration 14Q: 3 clusters Score -178293.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -178319.906250 Penalty: 8227.828125 Iteration 15Q: 3 clusters Score -178319.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -178435.406250 Penalty: 8227.828125 Iteration 16Q: 3 clusters Score -178435.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -178688.640625 Penalty: 8227.828125 Iteration 17Q: 3 clusters Score -178688.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -178713.656250 Penalty: 8227.828125 Iteration 18Q: 3 clusters Score -178713.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -178734.281250 Penalty: 8227.828125 Iteration 19Q: 3 clusters Score -178734.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -178740.593750 Penalty: 8227.828125 Iteration 20F: 3 clusters Score -178740.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -178749.828125 Penalty: 8227.828125 Iteration 21Q: 3 clusters Score -178749.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -178749.828125 Penalty: 8227.828125 Iteration 22F: 3 clusters Score -178749.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -1051111.750000 Penalty: 5155.370117 Iteration 0F: 2 clusters Score -1051112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1044324.187500 Penalty: 10310.740234 Iteration 0F: 3 clusters Score -1044324 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1045357.687500 Penalty: 10310.740234 Iteration 1F: 3 clusters Score -1045358 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1045728.187500 Penalty: 10310.740234 Iteration 2F: 3 clusters Score -1045728 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1045942.750000 Penalty: 10310.740234 Iteration 3Q: 3 clusters Score -1045943 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1046140.625000 Penalty: 10310.740234 Iteration 4Q: 3 clusters Score -1046141 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -1046303.187500 Penalty: 10310.740234 Iteration 5Q: 3 clusters Score -1046303 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -1046445.937500 Penalty: 10310.740234 Iteration 6Q: 3 clusters Score -1046446 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1046576.250000 Penalty: 10310.740234 Iteration 7Q: 3 clusters Score -1046576 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1046707.875000 Penalty: 10310.740234 Iteration 8Q: 3 clusters Score -1046708 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -1046844.500000 Penalty: 10310.740234 Iteration 9Q: 3 clusters Score -1046844 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1046986.250000 Penalty: 10310.740234 Iteration 10Q: 3 clusters Score -1046986 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1047124.125000 Penalty: 10310.740234 Iteration 11Q: 3 clusters Score -1047124 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1047265.375000 Penalty: 10310.740234 Iteration 12Q: 3 clusters Score -1047265 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1047384.687500 Penalty: 10310.740234 Iteration 13Q: 3 clusters Score -1047385 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -1047493.875000 Penalty: 10310.740234 Iteration 14Q: 3 clusters Score -1047494 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -1047607.875000 Penalty: 10310.740234 Iteration 15Q: 3 clusters Score -1047608 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1047729.125000 Penalty: 10310.740234 Iteration 16Q: 3 clusters Score -1047729 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1047815.437500 Penalty: 10310.740234 Iteration 17Q: 3 clusters Score -1047815 nChanged 58 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: -1047872.500000 Penalty: 10310.740234 Iteration 18Q: 3 clusters Score -1047872 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1047923.937500 Penalty: 10310.740234 Iteration 19Q: 3 clusters Score -1047924 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1047966.125000 Penalty: 10310.740234 Iteration 20F: 3 clusters Score -1047966 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -1047989.812500 Penalty: 10310.740234 Iteration 21Q: 3 clusters Score -1047990 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1048006.312500 Penalty: 10310.740234 Iteration 22Q: 3 clusters Score -1048006 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -1048021.687500 Penalty: 10310.740234 Iteration 23Q: 3 clusters Score -1048022 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1048032.625000 Penalty: 10310.740234 Iteration 24Q: 3 clusters Score -1048033 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1048043.062500 Penalty: 10310.740234 Iteration 25Q: 3 clusters Score -1048043 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1048052.937500 Penalty: 10310.740234 Iteration 26Q: 3 clusters Score -1048053 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -1048059.375000 Penalty: 10310.740234 Iteration 27Q: 3 clusters Score -1048059 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1048066.250000 Penalty: 10310.740234 Iteration 28Q: 3 clusters Score -1048066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1048073.000000 Penalty: 10310.740234 Iteration 29Q: 3 clusters Score -1048073 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -1048081.375000 Penalty: 10310.740234 Iteration 30Q: 3 clusters Score -1048081 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1048087.500000 Penalty: 10310.740234 Iteration 31Q: 3 clusters Score -1048088 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: -1048097.437500 Penalty: 10310.740234 Iteration 32Q: 3 clusters Score -1048097 nChanged 14 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: -1048106.437500 Penalty: 10310.740234 Iteration 33Q: 3 clusters Score -1048106 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -1048112.312500 Penalty: 10310.740234 Iteration 34Q: 3 clusters Score -1048112 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1048121.875000 Penalty: 10310.740234 Iteration 35Q: 3 clusters Score -1048122 nChanged 16 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: -1048133.812500 Penalty: 10310.740234 Iteration 36Q: 3 clusters Score -1048134 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1048145.812500 Penalty: 10310.740234 Iteration 37Q: 3 clusters Score -1048146 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1048157.250000 Penalty: 10310.740234 Iteration 38Q: 3 clusters Score -1048157 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1048167.875000 Penalty: 10310.740234 Iteration 39Q: 3 clusters Score -1048168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1048173.500000 Penalty: 10310.740234 Iteration 40F: 3 clusters Score -1048174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -1048175.500000 Penalty: 10310.740234 Iteration 41Q: 3 clusters Score -1048176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1048176.937500 Penalty: 10310.740234 Iteration 42Q: 3 clusters Score -1048177 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1048179.562500 Penalty: 10310.740234 Iteration 43Q: 3 clusters Score -1048180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1048182.937500 Penalty: 10310.740234 Iteration 44Q: 3 clusters Score -1048183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1048182.437500 Penalty: 10310.740234 Iteration 45Q: 3 clusters Score -1048182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1048184.875000 Penalty: 10310.740234 Iteration 46Q: 3 clusters Score -1048185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1048186.750000 Penalty: 10310.740234 Iteration 47Q: 3 clusters Score -1048187 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1048187.187500 Penalty: 10310.740234 Iteration 48Q: 3 clusters Score -1048187 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1048187.812500 Penalty: 10310.740234 Iteration 49Q: 3 clusters Score -1048188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1048187.812500 Penalty: 10310.740234 Iteration 50F: 3 clusters Score -1048188 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (43339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43339 members Entering Unmasked Estep Score: -10310607.000000 Penalty: 6539.544922 Iteration 0F: 2 clusters Score -1.031061e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21540 members Mstep: Class 2 contains 21799 members Entering Unmasked Estep Score: -10279186.000000 Penalty: 13079.089844 Iteration 0F: 3 clusters Score -1.027919e+07 nChanged 18924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 22315 members Entering Unmasked Estep Score: -10289429.000000 Penalty: 13079.089844 Iteration 1F: 3 clusters Score -1.028943e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20690 members Mstep: Class 2 contains 22649 members Entering Unmasked Estep Score: -10290430.000000 Penalty: 13079.089844 Iteration 2F: 3 clusters Score -1.029043e+07 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20271 members Mstep: Class 2 contains 23068 members Entering Unmasked Estep Score: -10291363.000000 Penalty: 13079.089844 Iteration 3F: 3 clusters Score -1.029136e+07 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19771 members Mstep: Class 2 contains 23568 members Entering Unmasked Estep Score: -10292248.000000 Penalty: 13079.089844 Iteration 4Q: 3 clusters Score -1.029225e+07 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19188 members Mstep: Class 2 contains 24151 members Entering Unmasked Estep Score: -10293120.000000 Penalty: 13079.089844 Iteration 5Q: 3 clusters Score -1.029312e+07 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18407 members Mstep: Class 2 contains 24932 members Entering Unmasked Estep Score: -10294041.000000 Penalty: 13079.089844 Iteration 6Q: 3 clusters Score -1.029404e+07 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17445 members Mstep: Class 2 contains 25894 members Entering Unmasked Estep Score: -10295121.000000 Penalty: 13079.089844 Iteration 7Q: 3 clusters Score -1.029512e+07 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16340 members Mstep: Class 2 contains 26999 members Entering Unmasked Estep Score: -10296479.000000 Penalty: 13079.089844 Iteration 8Q: 3 clusters Score -1.029648e+07 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15161 members Mstep: Class 2 contains 28178 members Entering Unmasked Estep Score: -10298267.000000 Penalty: 13079.089844 Iteration 9F: 3 clusters Score -1.029827e+07 nChanged 2384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13949 members Mstep: Class 2 contains 29390 members Entering Unmasked Estep Score: -10300725.000000 Penalty: 13079.089844 Iteration 10F: 3 clusters Score -1.030072e+07 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 30761 members Entering Unmasked Estep Score: -10302877.000000 Penalty: 13079.089844 Iteration 11F: 3 clusters Score -1.030288e+07 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 32190 members Entering Unmasked Estep Score: -10304434.000000 Penalty: 13079.089844 Iteration 12F: 3 clusters Score -1.030443e+07 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 33586 members Entering Unmasked Estep Score: -10305757.000000 Penalty: 13079.089844 Iteration 13Q: 3 clusters Score -1.030576e+07 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 34861 members Entering Unmasked Estep Score: -10306764.000000 Penalty: 13079.089844 Iteration 14Q: 3 clusters Score -1.030676e+07 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 35938 members Entering Unmasked Estep Score: -10307631.000000 Penalty: 13079.089844 Iteration 15Q: 3 clusters Score -1.030763e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 36795 members Entering Unmasked Estep Score: -10308151.000000 Penalty: 13079.089844 Iteration 16Q: 3 clusters Score -1.030815e+07 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 37522 members Entering Unmasked Estep Score: -10308666.000000 Penalty: 13079.089844 Iteration 17Q: 3 clusters Score -1.030867e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 38058 members Entering Unmasked Estep Score: -10308982.000000 Penalty: 13079.089844 Iteration 18Q: 3 clusters Score -1.030898e+07 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 38513 members Entering Unmasked Estep Score: -10309327.000000 Penalty: 13079.089844 Iteration 19Q: 3 clusters Score -1.030933e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 38894 members Entering Unmasked Estep Score: -10309647.000000 Penalty: 13079.089844 Iteration 20F: 3 clusters Score -1.030965e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 39184 members Entering Unmasked Estep Score: -10309871.000000 Penalty: 13079.089844 Iteration 21Q: 3 clusters Score -1.030987e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 39369 members Entering Unmasked Estep Score: -10309941.000000 Penalty: 13079.089844 Iteration 22Q: 3 clusters Score -1.030994e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 39502 members Entering Unmasked Estep Score: -10309975.000000 Penalty: 13079.089844 Iteration 23Q: 3 clusters Score -1.030998e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 39599 members Entering Unmasked Estep Score: -10310013.000000 Penalty: 13079.089844 Iteration 24Q: 3 clusters Score -1.031001e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 39667 members Entering Unmasked Estep Score: -10310011.000000 Penalty: 13079.089844 Iteration 25Q: 3 clusters Score -1.031001e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 39719 members Entering Unmasked Estep Score: -10310054.000000 Penalty: 13079.089844 Iteration 26Q: 3 clusters Score -1.031005e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 39753 members Entering Unmasked Estep Score: -10310046.000000 Penalty: 13079.089844 Iteration 27Q: 3 clusters Score -1.031005e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 39785 members Entering Unmasked Estep Score: -10310033.000000 Penalty: 13079.089844 Iteration 28Q: 3 clusters Score -1.031003e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 39801 members Entering Unmasked Estep Score: -10310040.000000 Penalty: 13079.089844 Iteration 29Q: 3 clusters Score -1.031004e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 39814 members Entering Unmasked Estep Score: -10310045.000000 Penalty: 13079.089844 Iteration 30Q: 3 clusters Score -1.031004e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 39825 members Entering Unmasked Estep Score: -10310056.000000 Penalty: 13079.089844 Iteration 31Q: 3 clusters Score -1.031006e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 39833 members Entering Unmasked Estep Score: -10310068.000000 Penalty: 13079.089844 Iteration 32Q: 3 clusters Score -1.031007e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 39842 members Entering Unmasked Estep Score: -10310066.000000 Penalty: 13079.089844 Iteration 33Q: 3 clusters Score -1.031007e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 39847 members Entering Unmasked Estep Score: -10310065.000000 Penalty: 13079.089844 Iteration 34Q: 3 clusters Score -1.031006e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 39849 members Entering Unmasked Estep Score: -10310063.000000 Penalty: 13079.089844 Iteration 35Q: 3 clusters Score -1.031006e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 39853 members Entering Unmasked Estep Score: -10310061.000000 Penalty: 13079.089844 Iteration 36Q: 3 clusters Score -1.031006e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 39855 members Entering Unmasked Estep Score: -10310058.000000 Penalty: 13079.089844 Iteration 37Q: 3 clusters Score -1.031006e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 39856 members Entering Unmasked Estep Score: -10310052.000000 Penalty: 13079.089844 Iteration 38Q: 3 clusters Score -1.031005e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 39857 members Entering Unmasked Estep Score: -10310056.000000 Penalty: 13079.089844 Iteration 39Q: 3 clusters Score -1.031006e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 39857 members Entering Unmasked Estep Score: -10310056.000000 Penalty: 13079.089844 Iteration 40F: 3 clusters Score -1.031006e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (27463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27463 members Entering Unmasked Estep Score: -6465475.000000 Penalty: 6260.114746 Iteration 0F: 2 clusters Score -6465475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -6444323.500000 Penalty: 12520.229492 Iteration 0F: 3 clusters Score -6444324 nChanged 11487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13621 members Mstep: Class 2 contains 13842 members Entering Unmasked Estep Score: -6450348.000000 Penalty: 12520.229492 Iteration 1F: 3 clusters Score -6450348 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13504 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -6451046.000000 Penalty: 12520.229492 Iteration 2F: 3 clusters Score -6451046 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -6451514.500000 Penalty: 12520.229492 Iteration 3Q: 3 clusters Score -6451514 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13236 members Mstep: Class 2 contains 14227 members Entering Unmasked Estep Score: -6451900.500000 Penalty: 12520.229492 Iteration 4Q: 3 clusters Score -6451900 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13017 members Mstep: Class 2 contains 14446 members Entering Unmasked Estep Score: -6452237.500000 Penalty: 12520.229492 Iteration 5Q: 3 clusters Score -6452238 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12728 members Mstep: Class 2 contains 14735 members Entering Unmasked Estep Score: -6452538.500000 Penalty: 12520.229492 Iteration 6Q: 3 clusters Score -6452538 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12358 members Mstep: Class 2 contains 15105 members Entering Unmasked Estep Score: -6452931.500000 Penalty: 12520.229492 Iteration 7Q: 3 clusters Score -6452932 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -6453479.500000 Penalty: 12520.229492 Iteration 8Q: 3 clusters Score -6453480 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11252 members Mstep: Class 2 contains 16211 members Entering Unmasked Estep Score: -6454127.000000 Penalty: 12520.229492 Iteration 9Q: 3 clusters Score -6454127 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 16820 members Entering Unmasked Estep Score: -6454916.000000 Penalty: 12520.229492 Iteration 10Q: 3 clusters Score -6454916 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 17467 members Entering Unmasked Estep Score: -6455805.000000 Penalty: 12520.229492 Iteration 11Q: 3 clusters Score -6455805 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 17997 members Entering Unmasked Estep Score: -6456637.000000 Penalty: 12520.229492 Iteration 12Q: 3 clusters Score -6456637 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 18366 members Entering Unmasked Estep Score: -6457240.500000 Penalty: 12520.229492 Iteration 13Q: 3 clusters Score -6457240 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 18555 members Entering Unmasked Estep Score: -6457705.000000 Penalty: 12520.229492 Iteration 14Q: 3 clusters Score -6457705 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 18684 members Entering Unmasked Estep Score: -6457981.000000 Penalty: 12520.229492 Iteration 15Q: 3 clusters Score -6457981 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 18698 members Entering Unmasked Estep Score: -6458198.500000 Penalty: 12520.229492 Iteration 16Q: 3 clusters Score -6458198 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8805 members Mstep: Class 2 contains 18658 members Entering Unmasked Estep Score: -6458372.500000 Penalty: 12520.229492 Iteration 17Q: 3 clusters Score -6458372 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 18585 members Entering Unmasked Estep Score: -6458491.000000 Penalty: 12520.229492 Iteration 18Q: 3 clusters Score -6458491 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 18497 members Entering Unmasked Estep Score: -6458574.000000 Penalty: 12520.229492 Iteration 19Q: 3 clusters Score -6458574 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 18408 members Entering Unmasked Estep Score: -6458659.500000 Penalty: 12520.229492 Iteration 20F: 3 clusters Score -6458660 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 18327 members Entering Unmasked Estep Score: -6458710.500000 Penalty: 12520.229492 Iteration 21Q: 3 clusters Score -6458710 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 18261 members Entering Unmasked Estep Score: -6458766.000000 Penalty: 12520.229492 Iteration 22Q: 3 clusters Score -6458766 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 18214 members Entering Unmasked Estep Score: -6458824.000000 Penalty: 12520.229492 Iteration 23Q: 3 clusters Score -6458824 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 18150 members Entering Unmasked Estep Score: -6458849.000000 Penalty: 12520.229492 Iteration 24Q: 3 clusters Score -6458849 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 18091 members Entering Unmasked Estep Score: -6458879.500000 Penalty: 12520.229492 Iteration 25Q: 3 clusters Score -6458880 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 18033 members Entering Unmasked Estep Score: -6458893.000000 Penalty: 12520.229492 Iteration 26Q: 3 clusters Score -6458893 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 17983 members Entering Unmasked Estep Score: -6458893.500000 Penalty: 12520.229492 Iteration 27Q: 3 clusters Score -6458894 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 17933 members Entering Unmasked Estep Score: -6458931.500000 Penalty: 12520.229492 Iteration 28Q: 3 clusters Score -6458932 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 17886 members Entering Unmasked Estep Score: -6458952.000000 Penalty: 12520.229492 Iteration 29Q: 3 clusters Score -6458952 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 17850 members Entering Unmasked Estep Score: -6458965.500000 Penalty: 12520.229492 Iteration 30Q: 3 clusters Score -6458966 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 17805 members Entering Unmasked Estep Score: -6458990.000000 Penalty: 12520.229492 Iteration 31Q: 3 clusters Score -6458990 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9702 members Mstep: Class 2 contains 17761 members Entering Unmasked Estep Score: -6458984.500000 Penalty: 12520.229492 Iteration 32Q: 3 clusters Score -6458984 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 17717 members Entering Unmasked Estep Score: -6458994.000000 Penalty: 12520.229492 Iteration 33Q: 3 clusters Score -6458994 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 17671 members Entering Unmasked Estep Score: -6458995.500000 Penalty: 12520.229492 Iteration 34Q: 3 clusters Score -6458996 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 17628 members Entering Unmasked Estep Score: -6459002.500000 Penalty: 12520.229492 Iteration 35Q: 3 clusters Score -6459002 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 17596 members Entering Unmasked Estep Score: -6459026.000000 Penalty: 12520.229492 Iteration 36Q: 3 clusters Score -6459026 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 17550 members Entering Unmasked Estep Score: -6459018.000000 Penalty: 12520.229492 Iteration 37Q: 3 clusters Score -6459018 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 17511 members Entering Unmasked Estep Score: -6459035.000000 Penalty: 12520.229492 Iteration 38Q: 3 clusters Score -6459035 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 17472 members Entering Unmasked Estep Score: -6459056.500000 Penalty: 12520.229492 Iteration 39Q: 3 clusters Score -6459056 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 17446 members Entering Unmasked Estep Score: -6459059.500000 Penalty: 12520.229492 Iteration 40F: 3 clusters Score -6459060 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 17416 members Entering Unmasked Estep Score: -6459063.500000 Penalty: 12520.229492 Iteration 41Q: 3 clusters Score -6459064 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 17401 members Entering Unmasked Estep Score: -6459065.500000 Penalty: 12520.229492 Iteration 42Q: 3 clusters Score -6459066 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 17388 members Entering Unmasked Estep Score: -6459061.500000 Penalty: 12520.229492 Iteration 43Q: 3 clusters Score -6459062 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 17372 members Entering Unmasked Estep Score: -6459068.000000 Penalty: 12520.229492 Iteration 44Q: 3 clusters Score -6459068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 17358 members Entering Unmasked Estep Score: -6459072.500000 Penalty: 12520.229492 Iteration 45Q: 3 clusters Score -6459072 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 17349 members Entering Unmasked Estep Score: -6459085.000000 Penalty: 12520.229492 Iteration 46Q: 3 clusters Score -6459085 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10135 members Mstep: Class 2 contains 17328 members Entering Unmasked Estep Score: -6459094.500000 Penalty: 12520.229492 Iteration 47Q: 3 clusters Score -6459094 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10147 members Mstep: Class 2 contains 17316 members Entering Unmasked Estep Score: -6459107.500000 Penalty: 12520.229492 Iteration 48Q: 3 clusters Score -6459108 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10162 members Mstep: Class 2 contains 17301 members Entering Unmasked Estep Score: -6459099.000000 Penalty: 12520.229492 Iteration 49Q: 3 clusters Score -6459099 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 17291 members Entering Unmasked Estep Score: -6459111.000000 Penalty: 12520.229492 Iteration 50Q: 3 clusters Score -6459111 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 17283 members Entering Unmasked Estep Score: -6459105.000000 Penalty: 12520.229492 Iteration 51Q: 3 clusters Score -6459105 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 17268 members Entering Unmasked Estep Score: -6459100.000000 Penalty: 12520.229492 Iteration 52Q: 3 clusters Score -6459100 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 17256 members Entering Unmasked Estep Score: -6459099.000000 Penalty: 12520.229492 Iteration 53Q: 3 clusters Score -6459099 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 17244 members Entering Unmasked Estep Score: -6459113.000000 Penalty: 12520.229492 Iteration 54Q: 3 clusters Score -6459113 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 17230 members Entering Unmasked Estep Score: -6459126.000000 Penalty: 12520.229492 Iteration 55Q: 3 clusters Score -6459126 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10242 members Mstep: Class 2 contains 17221 members Entering Unmasked Estep Score: -6459124.500000 Penalty: 12520.229492 Iteration 56Q: 3 clusters Score -6459124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 17213 members Entering Unmasked Estep Score: -6459114.000000 Penalty: 12520.229492 Iteration 57Q: 3 clusters Score -6459114 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -6459123.000000 Penalty: 12520.229492 Iteration 58Q: 3 clusters Score -6459123 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 17188 members Entering Unmasked Estep Score: -6459127.000000 Penalty: 12520.229492 Iteration 59Q: 3 clusters Score -6459127 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 17177 members Entering Unmasked Estep Score: -6459128.000000 Penalty: 12520.229492 Iteration 60F: 3 clusters Score -6459128 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 17163 members Entering Unmasked Estep Score: -6459119.000000 Penalty: 12520.229492 Iteration 61Q: 3 clusters Score -6459119 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 17148 members Entering Unmasked Estep Score: -6459125.500000 Penalty: 12520.229492 Iteration 62Q: 3 clusters Score -6459126 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 17140 members Entering Unmasked Estep Score: -6459141.500000 Penalty: 12520.229492 Iteration 63Q: 3 clusters Score -6459142 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 17133 members Entering Unmasked Estep Score: -6459146.000000 Penalty: 12520.229492 Iteration 64Q: 3 clusters Score -6459146 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 17126 members Entering Unmasked Estep Score: -6459142.500000 Penalty: 12520.229492 Iteration 65Q: 3 clusters Score -6459142 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -6459149.000000 Penalty: 12520.229492 Iteration 66Q: 3 clusters Score -6459149 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 17124 members Entering Unmasked Estep Score: -6459145.500000 Penalty: 12520.229492 Iteration 67Q: 3 clusters Score -6459146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 17121 members Entering Unmasked Estep Score: -6459149.000000 Penalty: 12520.229492 Iteration 68Q: 3 clusters Score -6459149 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -6459153.000000 Penalty: 12520.229492 Iteration 69Q: 3 clusters Score -6459153 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -6459153.000000 Penalty: 12520.229492 Iteration 70F: 3 clusters Score -6459153 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (19420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19420 members Entering Unmasked Estep Score: -4531022.500000 Penalty: 6047.860840 Iteration 0F: 2 clusters Score -4531022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -4514896.000000 Penalty: 12095.721680 Iteration 0F: 3 clusters Score -4514896 nChanged 7786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -4519086.500000 Penalty: 12095.721680 Iteration 1F: 3 clusters Score -4519086 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 9157 members Entering Unmasked Estep Score: -4519709.500000 Penalty: 12095.721680 Iteration 2F: 3 clusters Score -4519710 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10460 members Mstep: Class 2 contains 8960 members Entering Unmasked Estep Score: -4520198.500000 Penalty: 12095.721680 Iteration 3Q: 3 clusters Score -4520198 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -4520701.000000 Penalty: 12095.721680 Iteration 4Q: 3 clusters Score -4520701 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 8381 members Entering Unmasked Estep Score: -4521222.500000 Penalty: 12095.721680 Iteration 5Q: 3 clusters Score -4521222 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11416 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -4521650.000000 Penalty: 12095.721680 Iteration 6Q: 3 clusters Score -4521650 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11881 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -4522101.000000 Penalty: 12095.721680 Iteration 7Q: 3 clusters Score -4522101 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -4522565.500000 Penalty: 12095.721680 Iteration 8Q: 3 clusters Score -4522566 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -4523029.500000 Penalty: 12095.721680 Iteration 9Q: 3 clusters Score -4523030 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -4523547.500000 Penalty: 12095.721680 Iteration 10Q: 3 clusters Score -4523548 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14451 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -4524066.000000 Penalty: 12095.721680 Iteration 11Q: 3 clusters Score -4524066 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15081 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -4524526.000000 Penalty: 12095.721680 Iteration 12Q: 3 clusters Score -4524526 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15576 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -4524869.000000 Penalty: 12095.721680 Iteration 13Q: 3 clusters Score -4524869 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15976 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -4525137.500000 Penalty: 12095.721680 Iteration 14Q: 3 clusters Score -4525138 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16301 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -4525347.500000 Penalty: 12095.721680 Iteration 15Q: 3 clusters Score -4525348 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16556 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -4525511.500000 Penalty: 12095.721680 Iteration 16Q: 3 clusters Score -4525512 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16775 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -4525679.000000 Penalty: 12095.721680 Iteration 17Q: 3 clusters Score -4525679 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16948 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -4525805.000000 Penalty: 12095.721680 Iteration 18Q: 3 clusters Score -4525805 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17112 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -4525927.000000 Penalty: 12095.721680 Iteration 19Q: 3 clusters Score -4525927 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17249 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -4526036.500000 Penalty: 12095.721680 Iteration 20F: 3 clusters Score -4526036 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17348 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -4526139.000000 Penalty: 12095.721680 Iteration 21Q: 3 clusters Score -4526139 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17436 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -4526263.500000 Penalty: 12095.721680 Iteration 22Q: 3 clusters Score -4526264 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17514 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -4526379.500000 Penalty: 12095.721680 Iteration 23Q: 3 clusters Score -4526380 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17594 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -4526482.000000 Penalty: 12095.721680 Iteration 24Q: 3 clusters Score -4526482 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17671 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -4526535.000000 Penalty: 12095.721680 Iteration 25Q: 3 clusters Score -4526535 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17706 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -4526576.000000 Penalty: 12095.721680 Iteration 26Q: 3 clusters Score -4526576 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17722 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -4526586.500000 Penalty: 12095.721680 Iteration 27Q: 3 clusters Score -4526586 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17743 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -4526605.000000 Penalty: 12095.721680 Iteration 28Q: 3 clusters Score -4526605 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17754 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -4526612.000000 Penalty: 12095.721680 Iteration 29Q: 3 clusters Score -4526612 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17763 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -4526615.000000 Penalty: 12095.721680 Iteration 30Q: 3 clusters Score -4526615 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17773 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -4526627.000000 Penalty: 12095.721680 Iteration 31Q: 3 clusters Score -4526627 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17779 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -4526625.000000 Penalty: 12095.721680 Iteration 32Q: 3 clusters Score -4526625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17781 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -4526623.000000 Penalty: 12095.721680 Iteration 33Q: 3 clusters Score -4526623 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17785 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -4526626.000000 Penalty: 12095.721680 Iteration 34Q: 3 clusters Score -4526626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17786 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -4526623.500000 Penalty: 12095.721680 Iteration 35Q: 3 clusters Score -4526624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17787 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -4526624.000000 Penalty: 12095.721680 Iteration 36Q: 3 clusters Score -4526624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17788 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -4526625.500000 Penalty: 12095.721680 Iteration 37Q: 3 clusters Score -4526626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17789 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -4526626.500000 Penalty: 12095.721680 Iteration 38Q: 3 clusters Score -4526626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17788 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -4526632.500000 Penalty: 12095.721680 Iteration 39Q: 3 clusters Score -4526632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17788 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -4526632.500000 Penalty: 12095.721680 Iteration 40F: 3 clusters Score -4526632 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (28171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28171 members Entering Unmasked Estep Score: -6436533.500000 Penalty: 6275.704590 Iteration 0F: 2 clusters Score -6436534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 14055 members Entering Unmasked Estep Score: -6415029.500000 Penalty: 12551.409180 Iteration 0F: 3 clusters Score -6415030 nChanged 11769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -6422593.500000 Penalty: 12551.409180 Iteration 1F: 3 clusters Score -6422594 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14364 members Mstep: Class 2 contains 13807 members Entering Unmasked Estep Score: -6425373.000000 Penalty: 12551.409180 Iteration 2F: 3 clusters Score -6425373 nChanged 2596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14226 members Mstep: Class 2 contains 13945 members Entering Unmasked Estep Score: -6428375.500000 Penalty: 12551.409180 Iteration 3F: 3 clusters Score -6428376 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -6430625.500000 Penalty: 12551.409180 Iteration 4F: 3 clusters Score -6430626 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13632 members Mstep: Class 2 contains 14539 members Entering Unmasked Estep Score: -6432050.000000 Penalty: 12551.409180 Iteration 5F: 3 clusters Score -6432050 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13376 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -6432960.500000 Penalty: 12551.409180 Iteration 6F: 3 clusters Score -6432960 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13177 members Mstep: Class 2 contains 14994 members Entering Unmasked Estep Score: -6433500.500000 Penalty: 12551.409180 Iteration 7Q: 3 clusters Score -6433500 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 15177 members Entering Unmasked Estep Score: -6433873.500000 Penalty: 12551.409180 Iteration 8Q: 3 clusters Score -6433874 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 15326 members Entering Unmasked Estep Score: -6434088.000000 Penalty: 12551.409180 Iteration 9Q: 3 clusters Score -6434088 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12714 members Mstep: Class 2 contains 15457 members Entering Unmasked Estep Score: -6434240.500000 Penalty: 12551.409180 Iteration 10Q: 3 clusters Score -6434240 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12608 members Mstep: Class 2 contains 15563 members Entering Unmasked Estep Score: -6434357.000000 Penalty: 12551.409180 Iteration 11Q: 3 clusters Score -6434357 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 15681 members Entering Unmasked Estep Score: -6434515.500000 Penalty: 12551.409180 Iteration 12Q: 3 clusters Score -6434516 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 15797 members Entering Unmasked Estep Score: -6434662.500000 Penalty: 12551.409180 Iteration 13Q: 3 clusters Score -6434662 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12260 members Mstep: Class 2 contains 15911 members Entering Unmasked Estep Score: -6434797.000000 Penalty: 12551.409180 Iteration 14Q: 3 clusters Score -6434797 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Mstep: Class 2 contains 16021 members Entering Unmasked Estep Score: -6434907.000000 Penalty: 12551.409180 Iteration 15Q: 3 clusters Score -6434907 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12096 members Mstep: Class 2 contains 16075 members Entering Unmasked Estep Score: -6434956.500000 Penalty: 12551.409180 Iteration 16Q: 3 clusters Score -6434956 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 16095 members Entering Unmasked Estep Score: -6434966.000000 Penalty: 12551.409180 Iteration 17Q: 3 clusters Score -6434966 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 16113 members Entering Unmasked Estep Score: -6435007.000000 Penalty: 12551.409180 Iteration 18Q: 3 clusters Score -6435007 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 16126 members Entering Unmasked Estep Score: -6435024.500000 Penalty: 12551.409180 Iteration 19Q: 3 clusters Score -6435024 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 16142 members Entering Unmasked Estep Score: -6435019.000000 Penalty: 12551.409180 Iteration 20F: 3 clusters Score -6435019 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 16136 members Entering Unmasked Estep Score: -6435038.500000 Penalty: 12551.409180 Iteration 21Q: 3 clusters Score -6435038 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 16128 members Entering Unmasked Estep Score: -6435036.000000 Penalty: 12551.409180 Iteration 22Q: 3 clusters Score -6435036 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12052 members Mstep: Class 2 contains 16119 members Entering Unmasked Estep Score: -6435037.000000 Penalty: 12551.409180 Iteration 23Q: 3 clusters Score -6435037 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 16114 members Entering Unmasked Estep Score: -6435047.000000 Penalty: 12551.409180 Iteration 24Q: 3 clusters Score -6435047 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 16116 members Entering Unmasked Estep Score: -6435052.000000 Penalty: 12551.409180 Iteration 25Q: 3 clusters Score -6435052 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 16111 members Entering Unmasked Estep Score: -6435061.000000 Penalty: 12551.409180 Iteration 26Q: 3 clusters Score -6435061 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12067 members Mstep: Class 2 contains 16104 members Entering Unmasked Estep Score: -6435060.500000 Penalty: 12551.409180 Iteration 27Q: 3 clusters Score -6435060 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12073 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -6435067.000000 Penalty: 12551.409180 Iteration 28Q: 3 clusters Score -6435067 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 16092 members Entering Unmasked Estep Score: -6435063.000000 Penalty: 12551.409180 Iteration 29Q: 3 clusters Score -6435063 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 16086 members Entering Unmasked Estep Score: -6435051.000000 Penalty: 12551.409180 Iteration 30Q: 3 clusters Score -6435051 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12096 members Mstep: Class 2 contains 16075 members Entering Unmasked Estep Score: -6435057.000000 Penalty: 12551.409180 Iteration 31Q: 3 clusters Score -6435057 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 16059 members Entering Unmasked Estep Score: -6435052.000000 Penalty: 12551.409180 Iteration 32Q: 3 clusters Score -6435052 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 16043 members Entering Unmasked Estep Score: -6435059.000000 Penalty: 12551.409180 Iteration 33Q: 3 clusters Score -6435059 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12138 members Mstep: Class 2 contains 16033 members Entering Unmasked Estep Score: -6435061.500000 Penalty: 12551.409180 Iteration 34Q: 3 clusters Score -6435062 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 16022 members Entering Unmasked Estep Score: -6435076.000000 Penalty: 12551.409180 Iteration 35Q: 3 clusters Score -6435076 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12158 members Mstep: Class 2 contains 16013 members Entering Unmasked Estep Score: -6435070.500000 Penalty: 12551.409180 Iteration 36Q: 3 clusters Score -6435070 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 16006 members Entering Unmasked Estep Score: -6435073.000000 Penalty: 12551.409180 Iteration 37Q: 3 clusters Score -6435073 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -6435054.000000 Penalty: 12551.409180 Iteration 38Q: 3 clusters Score -6435054 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 15999 members Entering Unmasked Estep Score: -6435050.500000 Penalty: 12551.409180 Iteration 39Q: 3 clusters Score -6435050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12171 members Mstep: Class 2 contains 16000 members Entering Unmasked Estep Score: -6435051.000000 Penalty: 12551.409180 Iteration 40F: 3 clusters Score -6435051 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 16001 members Entering Unmasked Estep Score: -6435062.500000 Penalty: 12551.409180 Iteration 41Q: 3 clusters Score -6435062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12171 members Mstep: Class 2 contains 16000 members Entering Unmasked Estep Score: -6435056.500000 Penalty: 12551.409180 Iteration 42Q: 3 clusters Score -6435056 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -6435051.500000 Penalty: 12551.409180 Iteration 43Q: 3 clusters Score -6435052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 16003 members Entering Unmasked Estep Score: -6435051.500000 Penalty: 12551.409180 Iteration 44Q: 3 clusters Score -6435052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 16003 members Entering Unmasked Estep Score: -6435052.500000 Penalty: 12551.409180 Iteration 45Q: 3 clusters Score -6435052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -6435052.500000 Penalty: 12551.409180 Iteration 46Q: 3 clusters Score -6435052 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -6435052.500000 Penalty: 12551.409180 Iteration 47F: 3 clusters Score -6435052 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Entering Unmasked Estep Score: -295869.812500 Penalty: 4415.267578 Iteration 0F: 2 clusters Score -295869.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -291623.875000 Penalty: 8830.535156 Iteration 0F: 3 clusters Score -291623.9 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -292176.312500 Penalty: 8830.535156 Iteration 1F: 3 clusters Score -292176.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -292366.406250 Penalty: 8830.535156 Iteration 2F: 3 clusters Score -292366.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -292490.781250 Penalty: 8830.535156 Iteration 3Q: 3 clusters Score -292490.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -292550.156250 Penalty: 8830.535156 Iteration 4Q: 3 clusters Score -292550.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -292615.968750 Penalty: 8830.535156 Iteration 5Q: 3 clusters Score -292616 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -292706.906250 Penalty: 8830.535156 Iteration 6Q: 3 clusters Score -292706.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -292847.312500 Penalty: 8830.535156 Iteration 7Q: 3 clusters Score -292847.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -292989.468750 Penalty: 8830.535156 Iteration 8Q: 3 clusters Score -292989.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -293093.031250 Penalty: 8830.535156 Iteration 9Q: 3 clusters Score -293093 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -293236.937500 Penalty: 8830.535156 Iteration 10Q: 3 clusters Score -293236.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -293308.437500 Penalty: 8830.535156 Iteration 11Q: 3 clusters Score -293308.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -293357.000000 Penalty: 8830.535156 Iteration 12Q: 3 clusters Score -293357 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -293386.718750 Penalty: 8830.535156 Iteration 13Q: 3 clusters Score -293386.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -293405.656250 Penalty: 8830.535156 Iteration 14Q: 3 clusters Score -293405.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -293428.750000 Penalty: 8830.535156 Iteration 15Q: 3 clusters Score -293428.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -293454.406250 Penalty: 8830.535156 Iteration 16Q: 3 clusters Score -293454.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -293486.156250 Penalty: 8830.535156 Iteration 17Q: 3 clusters Score -293486.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -293517.218750 Penalty: 8830.535156 Iteration 18Q: 3 clusters Score -293517.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -293551.812500 Penalty: 8830.535156 Iteration 19Q: 3 clusters Score -293551.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -293590.937500 Penalty: 8830.535156 Iteration 20F: 3 clusters Score -293590.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -293640.218750 Penalty: 8830.535156 Iteration 21Q: 3 clusters Score -293640.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -293665.968750 Penalty: 8830.535156 Iteration 22Q: 3 clusters Score -293666 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -293686.875000 Penalty: 8830.535156 Iteration 23Q: 3 clusters Score -293686.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -293704.250000 Penalty: 8830.535156 Iteration 24Q: 3 clusters Score -293704.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -293725.500000 Penalty: 8830.535156 Iteration 25Q: 3 clusters Score -293725.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -293739.000000 Penalty: 8830.535156 Iteration 26Q: 3 clusters Score -293739 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -293750.437500 Penalty: 8830.535156 Iteration 27Q: 3 clusters Score -293750.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -293757.468750 Penalty: 8830.535156 Iteration 28Q: 3 clusters Score -293757.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -293760.125000 Penalty: 8830.535156 Iteration 29Q: 3 clusters Score -293760.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -293765.968750 Penalty: 8830.535156 Iteration 30Q: 3 clusters Score -293766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -293773.812500 Penalty: 8830.535156 Iteration 31Q: 3 clusters Score -293773.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -293777.250000 Penalty: 8830.535156 Iteration 32Q: 3 clusters Score -293777.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -293783.062500 Penalty: 8830.535156 Iteration 33Q: 3 clusters Score -293783.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -293791.093750 Penalty: 8830.535156 Iteration 34Q: 3 clusters Score -293791.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -293804.718750 Penalty: 8830.535156 Iteration 35Q: 3 clusters Score -293804.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -293813.312500 Penalty: 8830.535156 Iteration 36Q: 3 clusters Score -293813.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -293834.437500 Penalty: 8830.535156 Iteration 37Q: 3 clusters Score -293834.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -293856.968750 Penalty: 8830.535156 Iteration 38Q: 3 clusters Score -293857 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -293880.812500 Penalty: 8830.535156 Iteration 39Q: 3 clusters Score -293880.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -293901.343750 Penalty: 8830.535156 Iteration 40F: 3 clusters Score -293901.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -293915.125000 Penalty: 8830.535156 Iteration 41Q: 3 clusters Score -293915.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -293940.625000 Penalty: 8830.535156 Iteration 42Q: 3 clusters Score -293940.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -293960.281250 Penalty: 8830.535156 Iteration 43Q: 3 clusters Score -293960.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -293978.312500 Penalty: 8830.535156 Iteration 44Q: 3 clusters Score -293978.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -294017.656250 Penalty: 8830.535156 Iteration 45Q: 3 clusters Score -294017.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -294055.125000 Penalty: 8830.535156 Iteration 46Q: 3 clusters Score -294055.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -294079.750000 Penalty: 8830.535156 Iteration 47Q: 3 clusters Score -294079.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -294100.781250 Penalty: 8830.535156 Iteration 48Q: 3 clusters Score -294100.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -294112.656250 Penalty: 8830.535156 Iteration 49Q: 3 clusters Score -294112.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -294129.250000 Penalty: 8830.535156 Iteration 50Q: 3 clusters Score -294129.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -294147.906250 Penalty: 8830.535156 Iteration 51Q: 3 clusters Score -294147.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -294156.218750 Penalty: 8830.535156 Iteration 52Q: 3 clusters Score -294156.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -294159.000000 Penalty: 8830.535156 Iteration 53Q: 3 clusters Score -294159 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -294164.625000 Penalty: 8830.535156 Iteration 54Q: 3 clusters Score -294164.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -294167.593750 Penalty: 8830.535156 Iteration 55Q: 3 clusters Score -294167.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -294169.406250 Penalty: 8830.535156 Iteration 56Q: 3 clusters Score -294169.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -294171.375000 Penalty: 8830.535156 Iteration 57Q: 3 clusters Score -294171.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -294178.687500 Penalty: 8830.535156 Iteration 58Q: 3 clusters Score -294178.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -294179.843750 Penalty: 8830.535156 Iteration 59Q: 3 clusters Score -294179.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -294181.531250 Penalty: 8830.535156 Iteration 60F: 3 clusters Score -294181.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -294183.406250 Penalty: 8830.535156 Iteration 61Q: 3 clusters Score -294183.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -294187.906250 Penalty: 8830.535156 Iteration 62Q: 3 clusters Score -294187.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -294189.656250 Penalty: 8830.535156 Iteration 63Q: 3 clusters Score -294189.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -294198.562500 Penalty: 8830.535156 Iteration 64Q: 3 clusters Score -294198.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -294207.718750 Penalty: 8830.535156 Iteration 65Q: 3 clusters Score -294207.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -294208.531250 Penalty: 8830.535156 Iteration 66Q: 3 clusters Score -294208.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -294214.562500 Penalty: 8830.535156 Iteration 67Q: 3 clusters Score -294214.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -294225.687500 Penalty: 8830.535156 Iteration 68Q: 3 clusters Score -294225.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -294231.468750 Penalty: 8830.535156 Iteration 69Q: 3 clusters Score -294231.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -294237.562500 Penalty: 8830.535156 Iteration 70Q: 3 clusters Score -294237.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -294241.062500 Penalty: 8830.535156 Iteration 71Q: 3 clusters Score -294241.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -294242.812500 Penalty: 8830.535156 Iteration 72Q: 3 clusters Score -294242.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -294245.531250 Penalty: 8830.535156 Iteration 73Q: 3 clusters Score -294245.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -294247.281250 Penalty: 8830.535156 Iteration 74Q: 3 clusters Score -294247.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -294248.687500 Penalty: 8830.535156 Iteration 75Q: 3 clusters Score -294248.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -294248.687500 Penalty: 8830.535156 Iteration 76F: 3 clusters Score -294248.7 nChanged 0 --- Evaluating fit on full set of 1315857 points --- Entering Unmasked Estep Score: -304899488.000000 Penalty: 189862.718750 21->23 Clusters: Score -304899488.000000, best is -304935296.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 438619 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20788 members Mstep: Class 2 contains 20855 members Mstep: Class 3 contains 20911 members Mstep: Class 4 contains 21027 members Mstep: Class 5 contains 20945 members Mstep: Class 6 contains 21007 members Mstep: Class 7 contains 20750 members Mstep: Class 8 contains 20838 members Mstep: Class 9 contains 20926 members Mstep: Class 10 contains 21122 members Mstep: Class 11 contains 20819 members Mstep: Class 12 contains 20996 members Mstep: Class 13 contains 20775 members Mstep: Class 14 contains 20851 members Mstep: Class 15 contains 20644 members Mstep: Class 16 contains 20884 members Mstep: Class 17 contains 21115 members Mstep: Class 18 contains 20753 members Mstep: Class 19 contains 20789 members Mstep: Class 20 contains 20993 members Mstep: Class 21 contains 20831 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 246.323792 but Gain 7957.218750 Score: -96396112.000000 Penalty: 159144.484375 Iteration 0F: 21 clusters Score -9.639611e+07 nChanged 412969 Entering Unmasked Mstep Mstep: Class 0 contains 1692 members Mstep: Class 1 contains 15918 members Mstep: Class 2 contains 5455 members Mstep: Class 3 contains 11017 members Mstep: Class 4 contains 9020 members Mstep: Class 5 contains 18164 members Mstep: Class 6 contains 91768 members Mstep: Class 8 contains 12168 members Mstep: Class 9 contains 27833 members Mstep: Class 10 contains 10503 members Mstep: Class 11 contains 10526 members Mstep: Class 12 contains 39831 members Mstep: Class 13 contains 9247 members Mstep: Class 14 contains 12334 members Mstep: Class 15 contains 5087 members Mstep: Class 16 contains 5172 members Mstep: Class 17 contains 46020 members Mstep: Class 18 contains 15952 members Mstep: Class 19 contains 19597 members Mstep: Class 20 contains 62832 members Mstep: Class 21 contains 8483 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1473.641724 but Gain 7957.218750 Score: -99961352.000000 Penalty: 151187.265625 Iteration 1F: 20 clusters Score -9.996135e+07 nChanged 195878 Entering Unmasked Mstep Mstep: Class 0 contains 984 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 2235 members Mstep: Class 3 contains 8983 members Mstep: Class 4 contains 1934 members Mstep: Class 5 contains 20861 members Mstep: Class 6 contains 122292 members Mstep: Class 8 contains 14479 members Mstep: Class 9 contains 20939 members Mstep: Class 11 contains 11290 members Mstep: Class 12 contains 48918 members Mstep: Class 13 contains 6354 members Mstep: Class 14 contains 7787 members Mstep: Class 15 contains 1631 members Mstep: Class 16 contains 6455 members Mstep: Class 17 contains 38721 members Mstep: Class 18 contains 29622 members Mstep: Class 19 contains 6148 members Mstep: Class 20 contains 82386 members Mstep: Class 21 contains 2293 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 4750.426758 but Gain 7957.234375 Score: -100849192.000000 Penalty: 143230.031250 Iteration 2F: 19 clusters Score -1.008492e+08 nChanged 134732 Entering Unmasked Mstep Mstep: Class 0 contains 775 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2829 members Mstep: Class 3 contains 5102 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 33253 members Mstep: Class 6 contains 93237 members Mstep: Class 8 contains 18988 members Mstep: Class 9 contains 19356 members Mstep: Class 11 contains 14039 members Mstep: Class 12 contains 61599 members Mstep: Class 13 contains 4426 members Mstep: Class 14 contains 3732 members Mstep: Class 16 contains 7249 members Mstep: Class 17 contains 42369 members Mstep: Class 18 contains 42020 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 82693 members Mstep: Class 21 contains 1898 members Entering Unmasked Estep ConsiderDeletion Score: -101190928.000000 Penalty: 143230.031250 Iteration 3F: 19 clusters Score -1.011909e+08 nChanged 88756 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3213 members Mstep: Class 3 contains 5010 members Mstep: Class 4 contains 942 members Mstep: Class 5 contains 39972 members Mstep: Class 6 contains 65798 members Mstep: Class 8 contains 24244 members Mstep: Class 9 contains 17912 members Mstep: Class 11 contains 14441 members Mstep: Class 12 contains 80042 members Mstep: Class 13 contains 5185 members Mstep: Class 14 contains 1924 members Mstep: Class 16 contains 8349 members Mstep: Class 17 contains 45339 members Mstep: Class 18 contains 39308 members Mstep: Class 19 contains 1510 members Mstep: Class 20 contains 81518 members Mstep: Class 21 contains 2372 members Entering Unmasked Estep ConsiderDeletion Score: -101414160.000000 Penalty: 143230.031250 Iteration 4F: 19 clusters Score -1.014142e+08 nChanged 61532 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 3626 members Mstep: Class 3 contains 5819 members Mstep: Class 4 contains 928 members Mstep: Class 5 contains 42080 members Mstep: Class 6 contains 50001 members Mstep: Class 8 contains 27693 members Mstep: Class 9 contains 16657 members Mstep: Class 11 contains 14542 members Mstep: Class 12 contains 96500 members Mstep: Class 13 contains 6825 members Mstep: Class 14 contains 1178 members Mstep: Class 16 contains 9262 members Mstep: Class 17 contains 46071 members Mstep: Class 18 contains 32787 members Mstep: Class 19 contains 1412 members Mstep: Class 20 contains 79344 members Mstep: Class 21 contains 2457 members Entering Unmasked Estep ConsiderDeletion Score: -101487064.000000 Penalty: 143230.031250 Iteration 5F: 19 clusters Score -1.014871e+08 nChanged 42305 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 3886 members Mstep: Class 3 contains 6854 members Mstep: Class 4 contains 907 members Mstep: Class 5 contains 42485 members Mstep: Class 6 contains 41532 members Mstep: Class 8 contains 29701 members Mstep: Class 9 contains 16645 members Mstep: Class 11 contains 14669 members Mstep: Class 12 contains 107372 members Mstep: Class 13 contains 8440 members Mstep: Class 14 contains 956 members Mstep: Class 16 contains 9906 members Mstep: Class 17 contains 44608 members Mstep: Class 18 contains 28268 members Mstep: Class 19 contains 1566 members Mstep: Class 20 contains 76925 members Mstep: Class 21 contains 2464 members Entering Unmasked Estep ConsiderDeletion Score: -101531568.000000 Penalty: 143230.031250 Iteration 6F: 19 clusters Score -1.015316e+08 nChanged 29990 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 4020 members Mstep: Class 3 contains 7867 members Mstep: Class 4 contains 913 members Mstep: Class 5 contains 42117 members Mstep: Class 6 contains 38186 members Mstep: Class 8 contains 30713 members Mstep: Class 9 contains 17896 members Mstep: Class 11 contains 14993 members Mstep: Class 12 contains 113426 members Mstep: Class 13 contains 9671 members Mstep: Class 14 contains 860 members Mstep: Class 16 contains 10396 members Mstep: Class 17 contains 41544 members Mstep: Class 18 contains 26010 members Mstep: Class 19 contains 1600 members Mstep: Class 20 contains 74530 members Mstep: Class 21 contains 2464 members Entering Unmasked Estep ConsiderDeletion Score: -101559984.000000 Penalty: 143230.031250 Iteration 7F: 19 clusters Score -1.0156e+08 nChanged 22227 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 4117 members Mstep: Class 3 contains 8618 members Mstep: Class 4 contains 934 members Mstep: Class 5 contains 41440 members Mstep: Class 6 contains 37576 members Mstep: Class 8 contains 31108 members Mstep: Class 9 contains 19693 members Mstep: Class 11 contains 15503 members Mstep: Class 12 contains 116818 members Mstep: Class 13 contains 10395 members Mstep: Class 14 contains 785 members Mstep: Class 16 contains 10748 members Mstep: Class 17 contains 37909 members Mstep: Class 18 contains 24848 members Mstep: Class 19 contains 1588 members Mstep: Class 20 contains 72687 members Mstep: Class 21 contains 2461 members Entering Unmasked Estep ConsiderDeletion Score: -101578112.000000 Penalty: 143230.031250 Iteration 8F: 19 clusters Score -1.015781e+08 nChanged 16977 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 4187 members Mstep: Class 3 contains 9164 members Mstep: Class 4 contains 951 members Mstep: Class 5 contains 40684 members Mstep: Class 6 contains 37666 members Mstep: Class 8 contains 31325 members Mstep: Class 9 contains 21578 members Mstep: Class 11 contains 16113 members Mstep: Class 12 contains 118724 members Mstep: Class 13 contains 10889 members Mstep: Class 14 contains 706 members Mstep: Class 16 contains 11063 members Mstep: Class 17 contains 35067 members Mstep: Class 18 contains 24172 members Mstep: Class 19 contains 1574 members Mstep: Class 20 contains 70933 members Mstep: Class 21 contains 2460 members Entering Unmasked Estep ConsiderDeletion Score: -101591632.000000 Penalty: 143230.031250 Iteration 9Q: 19 clusters Score -1.015916e+08 nChanged 13130 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4236 members Mstep: Class 3 contains 9533 members Mstep: Class 4 contains 965 members Mstep: Class 5 contains 40055 members Mstep: Class 6 contains 37496 members Mstep: Class 8 contains 31397 members Mstep: Class 9 contains 22900 members Mstep: Class 11 contains 16757 members Mstep: Class 12 contains 120054 members Mstep: Class 13 contains 11431 members Mstep: Class 14 contains 643 members Mstep: Class 16 contains 11343 members Mstep: Class 17 contains 33677 members Mstep: Class 18 contains 23729 members Mstep: Class 19 contains 1562 members Mstep: Class 20 contains 69046 members Mstep: Class 21 contains 2458 members Entering Unmasked Estep ConsiderDeletion Score: -101602448.000000 Penalty: 143230.031250 Iteration 10Q: 19 clusters Score -1.016024e+08 nChanged 10723 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 4268 members Mstep: Class 3 contains 9800 members Mstep: Class 4 contains 976 members Mstep: Class 5 contains 39530 members Mstep: Class 6 contains 37051 members Mstep: Class 8 contains 31432 members Mstep: Class 9 contains 23837 members Mstep: Class 11 contains 17457 members Mstep: Class 12 contains 120787 members Mstep: Class 13 contains 12180 members Mstep: Class 14 contains 603 members Mstep: Class 16 contains 11572 members Mstep: Class 17 contains 33405 members Mstep: Class 18 contains 23426 members Mstep: Class 19 contains 1559 members Mstep: Class 20 contains 66974 members Mstep: Class 21 contains 2453 members Entering Unmasked Estep ConsiderDeletion Score: -101609080.000000 Penalty: 143230.031250 Iteration 11Q: 19 clusters Score -1.016091e+08 nChanged 9036 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 4282 members Mstep: Class 3 contains 10039 members Mstep: Class 4 contains 987 members Mstep: Class 5 contains 38913 members Mstep: Class 6 contains 36537 members Mstep: Class 8 contains 31467 members Mstep: Class 9 contains 24627 members Mstep: Class 11 contains 18227 members Mstep: Class 12 contains 121310 members Mstep: Class 13 contains 12959 members Mstep: Class 14 contains 585 members Mstep: Class 16 contains 11795 members Mstep: Class 17 contains 33272 members Mstep: Class 18 contains 23202 members Mstep: Class 19 contains 1559 members Mstep: Class 20 contains 65125 members Mstep: Class 21 contains 2447 members Entering Unmasked Estep ConsiderDeletion Score: -101613272.000000 Penalty: 143230.031250 Iteration 12Q: 19 clusters Score -1.016133e+08 nChanged 7598 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 4292 members Mstep: Class 3 contains 10269 members Mstep: Class 4 contains 993 members Mstep: Class 5 contains 38302 members Mstep: Class 6 contains 35986 members Mstep: Class 8 contains 31471 members Mstep: Class 9 contains 25461 members Mstep: Class 11 contains 18998 members Mstep: Class 12 contains 121547 members Mstep: Class 13 contains 13732 members Mstep: Class 14 contains 576 members Mstep: Class 16 contains 12008 members Mstep: Class 17 contains 33059 members Mstep: Class 18 contains 23062 members Mstep: Class 19 contains 1560 members Mstep: Class 20 contains 63601 members Mstep: Class 21 contains 2446 members Entering Unmasked Estep ConsiderDeletion Score: -101616904.000000 Penalty: 143230.031250 Iteration 13Q: 19 clusters Score -1.016169e+08 nChanged 6559 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 4301 members Mstep: Class 3 contains 10421 members Mstep: Class 4 contains 999 members Mstep: Class 5 contains 37706 members Mstep: Class 6 contains 35422 members Mstep: Class 8 contains 31441 members Mstep: Class 9 contains 26353 members Mstep: Class 11 contains 19683 members Mstep: Class 12 contains 121621 members Mstep: Class 13 contains 14515 members Mstep: Class 14 contains 566 members Mstep: Class 16 contains 12170 members Mstep: Class 17 contains 32868 members Mstep: Class 18 contains 22972 members Mstep: Class 19 contains 1565 members Mstep: Class 20 contains 62334 members Mstep: Class 21 contains 2444 members Entering Unmasked Estep ConsiderDeletion Score: -101620032.000000 Penalty: 143230.031250 Iteration 14Q: 19 clusters Score -1.0162e+08 nChanged 5968 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 4306 members Mstep: Class 3 contains 10507 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 37140 members Mstep: Class 6 contains 34822 members Mstep: Class 8 contains 31372 members Mstep: Class 9 contains 27330 members Mstep: Class 11 contains 20258 members Mstep: Class 12 contains 121667 members Mstep: Class 13 contains 15321 members Mstep: Class 14 contains 550 members Mstep: Class 16 contains 12317 members Mstep: Class 17 contains 32705 members Mstep: Class 18 contains 22901 members Mstep: Class 19 contains 1569 members Mstep: Class 20 contains 61187 members Mstep: Class 21 contains 2445 members Entering Unmasked Estep ConsiderDeletion Score: -101622760.000000 Penalty: 143230.031250 Iteration 15Q: 19 clusters Score -1.016228e+08 nChanged 5471 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 4314 members Mstep: Class 3 contains 10518 members Mstep: Class 4 contains 1012 members Mstep: Class 5 contains 36616 members Mstep: Class 6 contains 34278 members Mstep: Class 8 contains 31271 members Mstep: Class 9 contains 28246 members Mstep: Class 11 contains 20761 members Mstep: Class 12 contains 121703 members Mstep: Class 13 contains 16096 members Mstep: Class 14 contains 545 members Mstep: Class 16 contains 12412 members Mstep: Class 17 contains 32581 members Mstep: Class 18 contains 22808 members Mstep: Class 19 contains 1566 members Mstep: Class 20 contains 60235 members Mstep: Class 21 contains 2444 members Entering Unmasked Estep ConsiderDeletion Score: -101625128.000000 Penalty: 143230.031250 Iteration 16Q: 19 clusters Score -1.016251e+08 nChanged 5104 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 4321 members Mstep: Class 3 contains 10509 members Mstep: Class 4 contains 1020 members Mstep: Class 5 contains 36058 members Mstep: Class 6 contains 33789 members Mstep: Class 8 contains 31134 members Mstep: Class 9 contains 29193 members Mstep: Class 11 contains 21173 members Mstep: Class 12 contains 121666 members Mstep: Class 13 contains 16841 members Mstep: Class 14 contains 543 members Mstep: Class 16 contains 12481 members Mstep: Class 17 contains 32558 members Mstep: Class 18 contains 22700 members Mstep: Class 19 contains 1559 members Mstep: Class 20 contains 59418 members Mstep: Class 21 contains 2443 members Entering Unmasked Estep ConsiderDeletion Score: -101627592.000000 Penalty: 143230.031250 Iteration 17Q: 19 clusters Score -1.016276e+08 nChanged 4771 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 4327 members Mstep: Class 3 contains 10457 members Mstep: Class 4 contains 1023 members Mstep: Class 5 contains 35456 members Mstep: Class 6 contains 33327 members Mstep: Class 8 contains 30995 members Mstep: Class 9 contains 30081 members Mstep: Class 11 contains 21555 members Mstep: Class 12 contains 121694 members Mstep: Class 13 contains 17549 members Mstep: Class 14 contains 538 members Mstep: Class 16 contains 12526 members Mstep: Class 17 contains 32588 members Mstep: Class 18 contains 22580 members Mstep: Class 19 contains 1556 members Mstep: Class 20 contains 58712 members Mstep: Class 21 contains 2443 members Entering Unmasked Estep ConsiderDeletion Score: -101630104.000000 Penalty: 143230.031250 Iteration 18Q: 19 clusters Score -1.016301e+08 nChanged 4607 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 10349 members Mstep: Class 4 contains 1024 members Mstep: Class 5 contains 34799 members Mstep: Class 6 contains 32933 members Mstep: Class 8 contains 30882 members Mstep: Class 9 contains 30987 members Mstep: Class 11 contains 21847 members Mstep: Class 12 contains 121705 members Mstep: Class 13 contains 18226 members Mstep: Class 14 contains 532 members Mstep: Class 16 contains 12543 members Mstep: Class 17 contains 32745 members Mstep: Class 18 contains 22457 members Mstep: Class 19 contains 1556 members Mstep: Class 20 contains 58047 members Mstep: Class 21 contains 2443 members Entering Unmasked Estep ConsiderDeletion Score: -101632272.000000 Penalty: 143230.031250 Iteration 19Q: 19 clusters Score -1.016323e+08 nChanged 4428 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 4333 members Mstep: Class 3 contains 10252 members Mstep: Class 4 contains 1024 members Mstep: Class 5 contains 34189 members Mstep: Class 6 contains 32562 members Mstep: Class 8 contains 30757 members Mstep: Class 9 contains 31974 members Mstep: Class 11 contains 22058 members Mstep: Class 12 contains 121587 members Mstep: Class 13 contains 18830 members Mstep: Class 14 contains 528 members Mstep: Class 16 contains 12541 members Mstep: Class 17 contains 32983 members Mstep: Class 18 contains 22351 members Mstep: Class 19 contains 1556 members Mstep: Class 20 contains 57437 members Mstep: Class 21 contains 2443 members Entering Unmasked Estep ConsiderDeletion Score: -101635048.000000 Penalty: 143230.031250 Iteration 20F: 19 clusters Score -1.01635e+08 nChanged 4258 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 10275 members Mstep: Class 4 contains 1027 members Mstep: Class 5 contains 33461 members Mstep: Class 6 contains 32320 members Mstep: Class 8 contains 30631 members Mstep: Class 9 contains 32919 members Mstep: Class 11 contains 22238 members Mstep: Class 12 contains 121430 members Mstep: Class 13 contains 19329 members Mstep: Class 14 contains 524 members Mstep: Class 16 contains 12520 members Mstep: Class 17 contains 33308 members Mstep: Class 18 contains 22257 members Mstep: Class 19 contains 1555 members Mstep: Class 20 contains 56835 members Mstep: Class 21 contains 2440 members Entering Unmasked Estep ConsiderDeletion Score: -101637024.000000 Penalty: 143230.031250 Iteration 21Q: 19 clusters Score -1.01637e+08 nChanged 3858 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4340 members Mstep: Class 3 contains 10336 members Mstep: Class 4 contains 1033 members Mstep: Class 5 contains 32757 members Mstep: Class 6 contains 32137 members Mstep: Class 8 contains 30514 members Mstep: Class 9 contains 33809 members Mstep: Class 11 contains 22353 members Mstep: Class 12 contains 121303 members Mstep: Class 13 contains 19703 members Mstep: Class 14 contains 520 members Mstep: Class 16 contains 12519 members Mstep: Class 17 contains 33650 members Mstep: Class 18 contains 22181 members Mstep: Class 19 contains 1554 members Mstep: Class 20 contains 56260 members Mstep: Class 21 contains 2434 members Entering Unmasked Estep ConsiderDeletion Score: -101638416.000000 Penalty: 143230.031250 Iteration 22Q: 19 clusters Score -1.016384e+08 nChanged 3385 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4338 members Mstep: Class 3 contains 10463 members Mstep: Class 4 contains 1042 members Mstep: Class 5 contains 32135 members Mstep: Class 6 contains 32015 members Mstep: Class 8 contains 30414 members Mstep: Class 9 contains 34645 members Mstep: Class 11 contains 22440 members Mstep: Class 12 contains 121142 members Mstep: Class 13 contains 19947 members Mstep: Class 14 contains 516 members Mstep: Class 16 contains 12510 members Mstep: Class 17 contains 34003 members Mstep: Class 18 contains 22119 members Mstep: Class 19 contains 1552 members Mstep: Class 20 contains 55695 members Mstep: Class 21 contains 2427 members Entering Unmasked Estep ConsiderDeletion Score: -101639376.000000 Penalty: 143230.031250 Iteration 23Q: 19 clusters Score -1.016394e+08 nChanged 2988 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 10599 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 31545 members Mstep: Class 6 contains 31973 members Mstep: Class 8 contains 30303 members Mstep: Class 9 contains 35401 members Mstep: Class 11 contains 22519 members Mstep: Class 12 contains 121006 members Mstep: Class 13 contains 20146 members Mstep: Class 14 contains 516 members Mstep: Class 16 contains 12479 members Mstep: Class 17 contains 34323 members Mstep: Class 18 contains 22056 members Mstep: Class 19 contains 1550 members Mstep: Class 20 contains 55178 members Mstep: Class 21 contains 2423 members Entering Unmasked Estep ConsiderDeletion Score: -101640112.000000 Penalty: 143230.031250 Iteration 24Q: 19 clusters Score -1.016401e+08 nChanged 2759 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 10767 members Mstep: Class 4 contains 1056 members Mstep: Class 5 contains 30980 members Mstep: Class 6 contains 31969 members Mstep: Class 8 contains 30191 members Mstep: Class 9 contains 36135 members Mstep: Class 11 contains 22582 members Mstep: Class 12 contains 120827 members Mstep: Class 13 contains 20339 members Mstep: Class 14 contains 516 members Mstep: Class 16 contains 12444 members Mstep: Class 17 contains 34675 members Mstep: Class 18 contains 22004 members Mstep: Class 19 contains 1549 members Mstep: Class 20 contains 54614 members Mstep: Class 21 contains 2419 members Entering Unmasked Estep ConsiderDeletion Score: -101640744.000000 Penalty: 143230.031250 Iteration 25Q: 19 clusters Score -1.016407e+08 nChanged 2656 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 10918 members Mstep: Class 4 contains 1060 members Mstep: Class 5 contains 30433 members Mstep: Class 6 contains 31984 members Mstep: Class 8 contains 30045 members Mstep: Class 9 contains 36855 members Mstep: Class 11 contains 22629 members Mstep: Class 12 contains 120674 members Mstep: Class 13 contains 20514 members Mstep: Class 14 contains 518 members Mstep: Class 16 contains 12420 members Mstep: Class 17 contains 35062 members Mstep: Class 18 contains 21951 members Mstep: Class 19 contains 1549 members Mstep: Class 20 contains 54040 members Mstep: Class 21 contains 2415 members Entering Unmasked Estep ConsiderDeletion Score: -101641208.000000 Penalty: 143230.031250 Iteration 26Q: 19 clusters Score -1.016412e+08 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4336 members Mstep: Class 3 contains 11039 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 29847 members Mstep: Class 6 contains 32037 members Mstep: Class 8 contains 29909 members Mstep: Class 9 contains 37638 members Mstep: Class 11 contains 22676 members Mstep: Class 12 contains 120497 members Mstep: Class 13 contains 20626 members Mstep: Class 14 contains 521 members Mstep: Class 16 contains 12390 members Mstep: Class 17 contains 35445 members Mstep: Class 18 contains 21907 members Mstep: Class 19 contains 1546 members Mstep: Class 20 contains 53515 members Mstep: Class 21 contains 2413 members Entering Unmasked Estep ConsiderDeletion Score: -101641944.000000 Penalty: 143230.031250 Iteration 27Q: 19 clusters Score -1.016419e+08 nChanged 2722 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 11140 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 29313 members Mstep: Class 6 contains 32025 members Mstep: Class 8 contains 29754 members Mstep: Class 9 contains 38461 members Mstep: Class 11 contains 22711 members Mstep: Class 12 contains 120346 members Mstep: Class 13 contains 20733 members Mstep: Class 14 contains 524 members Mstep: Class 16 contains 12371 members Mstep: Class 17 contains 35849 members Mstep: Class 18 contains 21853 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 52969 members Mstep: Class 21 contains 2413 members Entering Unmasked Estep ConsiderDeletion Score: -101642816.000000 Penalty: 143230.031250 Iteration 28Q: 19 clusters Score -1.016428e+08 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 11209 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 28788 members Mstep: Class 6 contains 31977 members Mstep: Class 8 contains 29569 members Mstep: Class 9 contains 39409 members Mstep: Class 11 contains 22749 members Mstep: Class 12 contains 120168 members Mstep: Class 13 contains 20825 members Mstep: Class 14 contains 529 members Mstep: Class 16 contains 12357 members Mstep: Class 17 contains 36283 members Mstep: Class 18 contains 21803 members Mstep: Class 19 contains 1544 members Mstep: Class 20 contains 52383 members Mstep: Class 21 contains 2414 members Entering Unmasked Estep ConsiderDeletion Score: -101644160.000000 Penalty: 143230.031250 Iteration 29Q: 19 clusters Score -1.016442e+08 nChanged 3105 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4335 members Mstep: Class 3 contains 11298 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 28245 members Mstep: Class 6 contains 31927 members Mstep: Class 8 contains 29401 members Mstep: Class 9 contains 40407 members Mstep: Class 11 contains 22778 members Mstep: Class 12 contains 119941 members Mstep: Class 13 contains 20915 members Mstep: Class 14 contains 527 members Mstep: Class 16 contains 12335 members Mstep: Class 17 contains 36723 members Mstep: Class 18 contains 21751 members Mstep: Class 19 contains 1544 members Mstep: Class 20 contains 51801 members Mstep: Class 21 contains 2414 members Entering Unmasked Estep ConsiderDeletion Score: -101645056.000000 Penalty: 143230.031250 Iteration 30Q: 19 clusters Score -1.016451e+08 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4332 members Mstep: Class 3 contains 11374 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 27755 members Mstep: Class 6 contains 31956 members Mstep: Class 8 contains 29236 members Mstep: Class 9 contains 41313 members Mstep: Class 11 contains 22790 members Mstep: Class 12 contains 119735 members Mstep: Class 13 contains 20975 members Mstep: Class 14 contains 524 members Mstep: Class 16 contains 12310 members Mstep: Class 17 contains 37180 members Mstep: Class 18 contains 21683 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 51220 members Mstep: Class 21 contains 2414 members Entering Unmasked Estep ConsiderDeletion Score: -101645984.000000 Penalty: 143230.031250 Iteration 31Q: 19 clusters Score -1.01646e+08 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 11433 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 27234 members Mstep: Class 6 contains 32102 members Mstep: Class 8 contains 29085 members Mstep: Class 9 contains 42091 members Mstep: Class 11 contains 22820 members Mstep: Class 12 contains 119546 members Mstep: Class 13 contains 21042 members Mstep: Class 14 contains 514 members Mstep: Class 16 contains 12293 members Mstep: Class 17 contains 37648 members Mstep: Class 18 contains 21631 members Mstep: Class 19 contains 1544 members Mstep: Class 20 contains 50614 members Mstep: Class 21 contains 2414 members Entering Unmasked Estep ConsiderDeletion Score: -101646792.000000 Penalty: 143230.031250 Iteration 32Q: 19 clusters Score -1.016468e+08 nChanged 2580 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4333 members Mstep: Class 3 contains 11473 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 26761 members Mstep: Class 6 contains 32316 members Mstep: Class 8 contains 28951 members Mstep: Class 9 contains 42765 members Mstep: Class 11 contains 22822 members Mstep: Class 12 contains 119368 members Mstep: Class 13 contains 21109 members Mstep: Class 14 contains 503 members Mstep: Class 16 contains 12274 members Mstep: Class 17 contains 38162 members Mstep: Class 18 contains 21579 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 49966 members Mstep: Class 21 contains 2415 members Entering Unmasked Estep ConsiderDeletion Score: -101647368.000000 Penalty: 143230.031250 Iteration 33Q: 19 clusters Score -1.016474e+08 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4334 members Mstep: Class 3 contains 11512 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 26383 members Mstep: Class 6 contains 32542 members Mstep: Class 8 contains 28831 members Mstep: Class 9 contains 43277 members Mstep: Class 11 contains 22816 members Mstep: Class 12 contains 119225 members Mstep: Class 13 contains 21185 members Mstep: Class 14 contains 499 members Mstep: Class 16 contains 12254 members Mstep: Class 17 contains 38706 members Mstep: Class 18 contains 21525 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 49293 members Mstep: Class 21 contains 2415 members Entering Unmasked Estep ConsiderDeletion Score: -101647968.000000 Penalty: 143230.031250 Iteration 34Q: 19 clusters Score -1.01648e+08 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4331 members Mstep: Class 3 contains 11551 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 26013 members Mstep: Class 6 contains 32831 members Mstep: Class 8 contains 28726 members Mstep: Class 9 contains 43658 members Mstep: Class 11 contains 22811 members Mstep: Class 12 contains 119110 members Mstep: Class 13 contains 21252 members Mstep: Class 14 contains 498 members Mstep: Class 16 contains 12236 members Mstep: Class 17 contains 39261 members Mstep: Class 18 contains 21471 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 48632 members Mstep: Class 21 contains 2416 members Entering Unmasked Estep ConsiderDeletion Score: -101648320.000000 Penalty: 143230.031250 Iteration 35Q: 19 clusters Score -1.016483e+08 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4332 members Mstep: Class 3 contains 11580 members Mstep: Class 4 contains 1061 members Mstep: Class 5 contains 25669 members Mstep: Class 6 contains 33109 members Mstep: Class 8 contains 28630 members Mstep: Class 9 contains 43979 members Mstep: Class 11 contains 22821 members Mstep: Class 12 contains 119026 members Mstep: Class 13 contains 21331 members Mstep: Class 14 contains 496 members Mstep: Class 16 contains 12218 members Mstep: Class 17 contains 39820 members Mstep: Class 18 contains 21405 members Mstep: Class 19 contains 1544 members Mstep: Class 20 contains 47966 members Mstep: Class 21 contains 2416 members Entering Unmasked Estep ConsiderDeletion Score: -101648552.000000 Penalty: 143230.031250 Iteration 36Q: 19 clusters Score -1.016486e+08 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4333 members Mstep: Class 3 contains 11617 members Mstep: Class 4 contains 1063 members Mstep: Class 5 contains 25420 members Mstep: Class 6 contains 33326 members Mstep: Class 8 contains 28546 members Mstep: Class 9 contains 44252 members Mstep: Class 11 contains 22826 members Mstep: Class 12 contains 118965 members Mstep: Class 13 contains 21383 members Mstep: Class 14 contains 494 members Mstep: Class 16 contains 12202 members Mstep: Class 17 contains 40393 members Mstep: Class 18 contains 21341 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 47284 members Mstep: Class 21 contains 2415 members Entering Unmasked Estep ConsiderDeletion Score: -101648448.000000 Penalty: 143230.031250 Iteration 37Q: 19 clusters Score -1.016484e+08 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4333 members Mstep: Class 3 contains 11651 members Mstep: Class 4 contains 1063 members Mstep: Class 5 contains 25193 members Mstep: Class 6 contains 33531 members Mstep: Class 8 contains 28483 members Mstep: Class 9 contains 44472 members Mstep: Class 11 contains 22830 members Mstep: Class 12 contains 118916 members Mstep: Class 13 contains 21461 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 12180 members Mstep: Class 17 contains 40947 members Mstep: Class 18 contains 21278 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 46614 members Mstep: Class 21 contains 2415 members Entering Unmasked Estep ConsiderDeletion Score: -101648912.000000 Penalty: 143230.031250 Iteration 38Q: 19 clusters Score -1.016489e+08 nChanged 1428 Entering ConstructFrom: Score: -101648912.000000 Penalty: 143230.031250 Entering ConstructFrom: Trying to split cluster 1 (1166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Entering Unmasked Estep Score: -252404.687500 Penalty: 4325.067383 Iteration 0F: 2 clusters Score -252404.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -248176.343750 Penalty: 8650.134766 Iteration 0F: 3 clusters Score -248176.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -248668.328125 Penalty: 8650.134766 Iteration 1F: 3 clusters Score -248668.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -248881.031250 Penalty: 8650.134766 Iteration 2F: 3 clusters Score -248881 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -249057.906250 Penalty: 8650.134766 Iteration 3Q: 3 clusters Score -249057.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -249199.593750 Penalty: 8650.134766 Iteration 4Q: 3 clusters Score -249199.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -249281.750000 Penalty: 8650.134766 Iteration 5Q: 3 clusters Score -249281.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -249345.671875 Penalty: 8650.134766 Iteration 6Q: 3 clusters Score -249345.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -249418.437500 Penalty: 8650.134766 Iteration 7Q: 3 clusters Score -249418.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -249613.296875 Penalty: 8650.134766 Iteration 8Q: 3 clusters Score -249613.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -250046.156250 Penalty: 8650.134766 Iteration 9Q: 3 clusters Score -250046.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -250214.765625 Penalty: 8650.134766 Iteration 10Q: 3 clusters Score -250214.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -250250.234375 Penalty: 8650.134766 Iteration 11Q: 3 clusters Score -250250.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -250276.953125 Penalty: 8650.134766 Iteration 12Q: 3 clusters Score -250277 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -250302.843750 Penalty: 8650.134766 Iteration 13Q: 3 clusters Score -250302.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -250329.968750 Penalty: 8650.134766 Iteration 14Q: 3 clusters Score -250330 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -250343.625000 Penalty: 8650.134766 Iteration 15Q: 3 clusters Score -250343.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -250351.546875 Penalty: 8650.134766 Iteration 16Q: 3 clusters Score -250351.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -250362.187500 Penalty: 8650.134766 Iteration 17Q: 3 clusters Score -250362.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -250362.187500 Penalty: 8650.134766 Iteration 18F: 3 clusters Score -250362.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Entering Unmasked Estep Score: -953227.500000 Penalty: 5129.084473 Iteration 0F: 2 clusters Score -953227.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -947169.312500 Penalty: 10258.168945 Iteration 0F: 3 clusters Score -947169.3 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -952571.125000 Penalty: 10258.168945 Iteration 1F: 3 clusters Score -952571.1 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -960834.562500 Penalty: 10258.168945 Iteration 2F: 3 clusters Score -960834.6 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -962075.812500 Penalty: 10258.168945 Iteration 3F: 3 clusters Score -962075.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -962264.500000 Penalty: 10258.168945 Iteration 4Q: 3 clusters Score -962264.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -962298.750000 Penalty: 10258.168945 Iteration 5Q: 3 clusters Score -962298.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -962302.625000 Penalty: 10258.168945 Iteration 6Q: 3 clusters Score -962302.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -962307.000000 Penalty: 10258.168945 Iteration 7Q: 3 clusters Score -962307 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -962307.000000 Penalty: 10258.168945 Iteration 8F: 3 clusters Score -962307 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 11671 members Mstep: Class 4 contains 1063 members Mstep: Class 5 contains 24982 members Mstep: Class 6 contains 33725 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 28417 members Mstep: Class 9 contains 44649 members Mstep: Class 11 contains 22837 members Mstep: Class 12 contains 118883 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 12154 members Mstep: Class 17 contains 41489 members Mstep: Class 18 contains 21221 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 45979 members Mstep: Class 21 contains 2415 members Entering Unmasked Estep Score: -101655400.000000 Penalty: 151187.265625 Splitting cluster 2 changes total score from -101648912.000000 to -101655400.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 3 (11671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Entering Unmasked Estep Score: -2729585.500000 Penalty: 5735.978027 Iteration 0F: 2 clusters Score -2729586 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -2718351.000000 Penalty: 11471.956055 Iteration 0F: 3 clusters Score -2718351 nChanged 4408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -2721050.000000 Penalty: 11471.956055 Iteration 1F: 3 clusters Score -2721050 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -2721985.000000 Penalty: 11471.956055 Iteration 2F: 3 clusters Score -2721985 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -2722981.750000 Penalty: 11471.956055 Iteration 3F: 3 clusters Score -2722982 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -2724054.000000 Penalty: 11471.956055 Iteration 4F: 3 clusters Score -2724054 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -2725258.500000 Penalty: 11471.956055 Iteration 5F: 3 clusters Score -2725258 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -2726278.500000 Penalty: 11471.956055 Iteration 6F: 3 clusters Score -2726278 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -2726891.500000 Penalty: 11471.956055 Iteration 7F: 3 clusters Score -2726892 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -2727268.000000 Penalty: 11471.956055 Iteration 8Q: 3 clusters Score -2727268 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -2727482.000000 Penalty: 11471.956055 Iteration 9Q: 3 clusters Score -2727482 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -2727594.250000 Penalty: 11471.956055 Iteration 10Q: 3 clusters Score -2727594 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -2727660.250000 Penalty: 11471.956055 Iteration 11Q: 3 clusters Score -2727660 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -2727710.500000 Penalty: 11471.956055 Iteration 12Q: 3 clusters Score -2727710 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -2727727.500000 Penalty: 11471.956055 Iteration 13Q: 3 clusters Score -2727728 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -2727744.750000 Penalty: 11471.956055 Iteration 14Q: 3 clusters Score -2727745 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -2727762.250000 Penalty: 11471.956055 Iteration 15Q: 3 clusters Score -2727762 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -2727771.000000 Penalty: 11471.956055 Iteration 16Q: 3 clusters Score -2727771 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -2727777.250000 Penalty: 11471.956055 Iteration 17Q: 3 clusters Score -2727777 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -2727781.500000 Penalty: 11471.956055 Iteration 18Q: 3 clusters Score -2727782 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -2727781.500000 Penalty: 11471.956055 Iteration 19Q: 3 clusters Score -2727782 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -2727783.500000 Penalty: 11471.956055 Iteration 20F: 3 clusters Score -2727784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -2727782.750000 Penalty: 11471.956055 Iteration 21Q: 3 clusters Score -2727783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -2727783.250000 Penalty: 11471.956055 Iteration 22Q: 3 clusters Score -2727783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 7527 members Entering Unmasked Estep Score: -2727786.250000 Penalty: 11471.956055 Iteration 23Q: 3 clusters Score -2727786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 7527 members Entering Unmasked Estep Score: -2727786.250000 Penalty: 11471.956055 Iteration 24F: 3 clusters Score -2727786 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Entering Unmasked Estep Score: -226455.031250 Penalty: 4268.420898 Iteration 0F: 2 clusters Score -226455 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -222392.984375 Penalty: 8536.841797 Iteration 0F: 3 clusters Score -222393 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -222902.968750 Penalty: 8536.841797 Iteration 1F: 3 clusters Score -222903 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -223124.968750 Penalty: 8536.841797 Iteration 2F: 3 clusters Score -223125 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -223396.125000 Penalty: 8536.841797 Iteration 3F: 3 clusters Score -223396.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -223865.671875 Penalty: 8536.841797 Iteration 4F: 3 clusters Score -223865.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -224711.843750 Penalty: 8536.841797 Iteration 5F: 3 clusters Score -224711.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -225939.468750 Penalty: 8536.841797 Iteration 6F: 3 clusters Score -225939.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -228263.625000 Penalty: 8536.841797 Iteration 7F: 3 clusters Score -228263.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -228414.796875 Penalty: 8536.841797 Iteration 8Q: 3 clusters Score -228414.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -228515.953125 Penalty: 8536.841797 Iteration 9Q: 3 clusters Score -228516 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -228548.031250 Penalty: 8536.841797 Iteration 10Q: 3 clusters Score -228548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -228567.859375 Penalty: 8536.841797 Iteration 11Q: 3 clusters Score -228567.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -228575.359375 Penalty: 8536.841797 Iteration 12Q: 3 clusters Score -228575.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -228577.656250 Penalty: 8536.841797 Iteration 13Q: 3 clusters Score -228577.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -228577.656250 Penalty: 8536.841797 Iteration 14F: 3 clusters Score -228577.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 11671 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 24982 members Mstep: Class 6 contains 33725 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 28417 members Mstep: Class 9 contains 44649 members Mstep: Class 10 contains 265 members Mstep: Class 11 contains 22837 members Mstep: Class 12 contains 118883 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 12154 members Mstep: Class 17 contains 41489 members Mstep: Class 18 contains 21221 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 45979 members Mstep: Class 21 contains 2415 members Entering Unmasked Estep Score: -101653800.000000 Penalty: 159144.484375 Splitting cluster 4 changes total score from -101648912.000000 to -101653800.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 5 (24982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24982 members Entering Unmasked Estep Score: -5627172.000000 Penalty: 6202.120117 Iteration 0F: 2 clusters Score -5627172 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -5607404.500000 Penalty: 12404.240234 Iteration 0F: 3 clusters Score -5607404 nChanged 10459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12307 members Mstep: Class 2 contains 12675 members Entering Unmasked Estep Score: -5613065.500000 Penalty: 12404.240234 Iteration 1F: 3 clusters Score -5613066 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 12777 members Entering Unmasked Estep Score: -5613895.000000 Penalty: 12404.240234 Iteration 2F: 3 clusters Score -5613895 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -5614602.000000 Penalty: 12404.240234 Iteration 3F: 3 clusters Score -5614602 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 13023 members Entering Unmasked Estep Score: -5615229.000000 Penalty: 12404.240234 Iteration 4Q: 3 clusters Score -5615229 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -5615830.000000 Penalty: 12404.240234 Iteration 5Q: 3 clusters Score -5615830 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -5616459.000000 Penalty: 12404.240234 Iteration 6Q: 3 clusters Score -5616459 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 13572 members Entering Unmasked Estep Score: -5617053.000000 Penalty: 12404.240234 Iteration 7Q: 3 clusters Score -5617053 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 13758 members Entering Unmasked Estep Score: -5617737.000000 Penalty: 12404.240234 Iteration 8Q: 3 clusters Score -5617737 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11026 members Mstep: Class 2 contains 13956 members Entering Unmasked Estep Score: -5618552.500000 Penalty: 12404.240234 Iteration 9Q: 3 clusters Score -5618552 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -5619498.000000 Penalty: 12404.240234 Iteration 10Q: 3 clusters Score -5619498 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 14067 members Entering Unmasked Estep Score: -5620630.500000 Penalty: 12404.240234 Iteration 11Q: 3 clusters Score -5620630 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 13794 members Entering Unmasked Estep Score: -5621876.000000 Penalty: 12404.240234 Iteration 12Q: 3 clusters Score -5621876 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 13241 members Entering Unmasked Estep Score: -5623119.500000 Penalty: 12404.240234 Iteration 13Q: 3 clusters Score -5623120 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 12517 members Entering Unmasked Estep Score: -5624354.000000 Penalty: 12404.240234 Iteration 14Q: 3 clusters Score -5624354 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13170 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -5625493.000000 Penalty: 12404.240234 Iteration 15Q: 3 clusters Score -5625493 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13761 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -5626410.500000 Penalty: 12404.240234 Iteration 16Q: 3 clusters Score -5626410 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14266 members Mstep: Class 2 contains 10716 members Entering Unmasked Estep Score: -5627126.500000 Penalty: 12404.240234 Iteration 17Q: 3 clusters Score -5627126 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14645 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -5627607.500000 Penalty: 12404.240234 Iteration 18Q: 3 clusters Score -5627608 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14935 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -5627907.500000 Penalty: 12404.240234 Iteration 19Q: 3 clusters Score -5627908 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15171 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -5628120.000000 Penalty: 12404.240234 Iteration 20F: 3 clusters Score -5628120 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 9600 members Entering Unmasked Estep Score: -5628281.500000 Penalty: 12404.240234 Iteration 21Q: 3 clusters Score -5628282 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15550 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -5628380.000000 Penalty: 12404.240234 Iteration 22Q: 3 clusters Score -5628380 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15707 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -5628478.500000 Penalty: 12404.240234 Iteration 23Q: 3 clusters Score -5628478 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15845 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -5628524.500000 Penalty: 12404.240234 Iteration 24Q: 3 clusters Score -5628524 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15965 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -5628583.000000 Penalty: 12404.240234 Iteration 25Q: 3 clusters Score -5628583 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16050 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -5628643.000000 Penalty: 12404.240234 Iteration 26Q: 3 clusters Score -5628643 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16122 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -5628667.000000 Penalty: 12404.240234 Iteration 27Q: 3 clusters Score -5628667 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16187 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -5628683.000000 Penalty: 12404.240234 Iteration 28Q: 3 clusters Score -5628683 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16243 members Mstep: Class 2 contains 8739 members Entering Unmasked Estep Score: -5628692.500000 Penalty: 12404.240234 Iteration 29Q: 3 clusters Score -5628692 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16280 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -5628708.000000 Penalty: 12404.240234 Iteration 30Q: 3 clusters Score -5628708 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16315 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -5628722.500000 Penalty: 12404.240234 Iteration 31Q: 3 clusters Score -5628722 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16335 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -5628727.000000 Penalty: 12404.240234 Iteration 32Q: 3 clusters Score -5628727 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16348 members Mstep: Class 2 contains 8634 members Entering Unmasked Estep Score: -5628732.000000 Penalty: 12404.240234 Iteration 33Q: 3 clusters Score -5628732 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -5628735.500000 Penalty: 12404.240234 Iteration 34Q: 3 clusters Score -5628736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16364 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -5628732.500000 Penalty: 12404.240234 Iteration 35Q: 3 clusters Score -5628732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16366 members Mstep: Class 2 contains 8616 members Entering Unmasked Estep Score: -5628731.500000 Penalty: 12404.240234 Iteration 36Q: 3 clusters Score -5628732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -5628732.500000 Penalty: 12404.240234 Iteration 37Q: 3 clusters Score -5628732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16369 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -5628734.500000 Penalty: 12404.240234 Iteration 38Q: 3 clusters Score -5628734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16370 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -5628738.500000 Penalty: 12404.240234 Iteration 39Q: 3 clusters Score -5628738 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16370 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -5628738.500000 Penalty: 12404.240234 Iteration 40F: 3 clusters Score -5628738 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 11671 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 16370 members Mstep: Class 6 contains 33725 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 28417 members Mstep: Class 9 contains 44649 members Mstep: Class 10 contains 265 members Mstep: Class 11 contains 22837 members Mstep: Class 12 contains 118883 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 493 members Mstep: Class 15 contains 8612 members Mstep: Class 16 contains 12154 members Mstep: Class 17 contains 41489 members Mstep: Class 18 contains 21221 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 45979 members Mstep: Class 21 contains 2415 members Entering Unmasked Estep Score: -101654056.000000 Penalty: 167101.703125 Splitting cluster 5 changes total score from -101648912.000000 to -101654056.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 6 (33725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33725 members Entering Unmasked Estep Score: -7950641.500000 Penalty: 6385.921875 Iteration 0F: 2 clusters Score -7950642 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16780 members Mstep: Class 2 contains 16945 members Entering Unmasked Estep Score: -7925291.000000 Penalty: 12771.843750 Iteration 0F: 3 clusters Score -7925291 nChanged 14404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16472 members Mstep: Class 2 contains 17253 members Entering Unmasked Estep Score: -7932957.000000 Penalty: 12771.843750 Iteration 1F: 3 clusters Score -7932957 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16312 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -7933714.000000 Penalty: 12771.843750 Iteration 2F: 3 clusters Score -7933714 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 17660 members Entering Unmasked Estep Score: -7934260.500000 Penalty: 12771.843750 Iteration 3Q: 3 clusters Score -7934260 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15780 members Mstep: Class 2 contains 17945 members Entering Unmasked Estep Score: -7934688.000000 Penalty: 12771.843750 Iteration 4Q: 3 clusters Score -7934688 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15445 members Mstep: Class 2 contains 18280 members Entering Unmasked Estep Score: -7935072.500000 Penalty: 12771.843750 Iteration 5Q: 3 clusters Score -7935072 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15042 members Mstep: Class 2 contains 18683 members Entering Unmasked Estep Score: -7935460.000000 Penalty: 12771.843750 Iteration 6Q: 3 clusters Score -7935460 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 19128 members Entering Unmasked Estep Score: -7935958.000000 Penalty: 12771.843750 Iteration 7Q: 3 clusters Score -7935958 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14031 members Mstep: Class 2 contains 19694 members Entering Unmasked Estep Score: -7936625.500000 Penalty: 12771.843750 Iteration 8Q: 3 clusters Score -7936626 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 20384 members Entering Unmasked Estep Score: -7937483.500000 Penalty: 12771.843750 Iteration 9Q: 3 clusters Score -7937484 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 21095 members Entering Unmasked Estep Score: -7938921.500000 Penalty: 12771.843750 Iteration 10F: 3 clusters Score -7938922 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11929 members Mstep: Class 2 contains 21796 members Entering Unmasked Estep Score: -7941400.500000 Penalty: 12771.843750 Iteration 11F: 3 clusters Score -7941400 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 22374 members Entering Unmasked Estep Score: -7946406.000000 Penalty: 12771.843750 Iteration 12F: 3 clusters Score -7946406 nChanged 2994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10983 members Mstep: Class 2 contains 22742 members Entering Unmasked Estep Score: -7954900.000000 Penalty: 12771.843750 Iteration 13F: 3 clusters Score -7954900 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10521 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -7959473.500000 Penalty: 12771.843750 Iteration 14F: 3 clusters Score -7959474 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 23361 members Entering Unmasked Estep Score: -7959897.000000 Penalty: 12771.843750 Iteration 15Q: 3 clusters Score -7959897 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 23454 members Entering Unmasked Estep Score: -7959919.000000 Penalty: 12771.843750 Iteration 16Q: 3 clusters Score -7959919 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 23499 members Entering Unmasked Estep Score: -7959931.500000 Penalty: 12771.843750 Iteration 17Q: 3 clusters Score -7959932 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Mstep: Class 2 contains 23524 members Entering Unmasked Estep Score: -7959928.000000 Penalty: 12771.843750 Iteration 18Q: 3 clusters Score -7959928 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 23545 members Entering Unmasked Estep Score: -7959948.500000 Penalty: 12771.843750 Iteration 19Q: 3 clusters Score -7959948 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 23562 members Entering Unmasked Estep Score: -7959938.000000 Penalty: 12771.843750 Iteration 20F: 3 clusters Score -7959938 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10150 members Mstep: Class 2 contains 23575 members Entering Unmasked Estep Score: -7959946.500000 Penalty: 12771.843750 Iteration 21Q: 3 clusters Score -7959946 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10139 members Mstep: Class 2 contains 23586 members Entering Unmasked Estep Score: -7959946.000000 Penalty: 12771.843750 Iteration 22Q: 3 clusters Score -7959946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10135 members Mstep: Class 2 contains 23590 members Entering Unmasked Estep Score: -7959941.500000 Penalty: 12771.843750 Iteration 23Q: 3 clusters Score -7959942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 23593 members Entering Unmasked Estep Score: -7959949.000000 Penalty: 12771.843750 Iteration 24Q: 3 clusters Score -7959949 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -7959950.500000 Penalty: 12771.843750 Iteration 25Q: 3 clusters Score -7959950 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -7959950.500000 Penalty: 12771.843750 Iteration 26F: 3 clusters Score -7959950 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 11671 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 16370 members Mstep: Class 6 contains 10130 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 28417 members Mstep: Class 9 contains 44649 members Mstep: Class 10 contains 265 members Mstep: Class 11 contains 22837 members Mstep: Class 12 contains 118883 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 493 members Mstep: Class 15 contains 8612 members Mstep: Class 16 contains 12154 members Mstep: Class 17 contains 41489 members Mstep: Class 18 contains 21221 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 45979 members Mstep: Class 21 contains 2415 members Mstep: Class 22 contains 23595 members Entering Unmasked Estep Score: -101661368.000000 Penalty: 175058.937500 Splitting cluster 6 changes total score from -101648912.000000 to -101661368.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 8 (28417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28417 members Entering Unmasked Estep Score: -6631711.500000 Penalty: 6281.029785 Iteration 0F: 2 clusters Score -6631712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14174 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -6609853.000000 Penalty: 12562.059570 Iteration 0F: 3 clusters Score -6609853 nChanged 11976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14032 members Mstep: Class 2 contains 14385 members Entering Unmasked Estep Score: -6616348.000000 Penalty: 12562.059570 Iteration 1F: 3 clusters Score -6616348 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13903 members Mstep: Class 2 contains 14514 members Entering Unmasked Estep Score: -6617241.500000 Penalty: 12562.059570 Iteration 2F: 3 clusters Score -6617242 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13639 members Mstep: Class 2 contains 14778 members Entering Unmasked Estep Score: -6618004.000000 Penalty: 12562.059570 Iteration 3F: 3 clusters Score -6618004 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13317 members Mstep: Class 2 contains 15100 members Entering Unmasked Estep Score: -6618837.500000 Penalty: 12562.059570 Iteration 4Q: 3 clusters Score -6618838 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12825 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -6619683.500000 Penalty: 12562.059570 Iteration 5Q: 3 clusters Score -6619684 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 16263 members Entering Unmasked Estep Score: -6620588.000000 Penalty: 12562.059570 Iteration 6F: 3 clusters Score -6620588 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 17067 members Entering Unmasked Estep Score: -6621555.000000 Penalty: 12562.059570 Iteration 7F: 3 clusters Score -6621555 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 17988 members Entering Unmasked Estep Score: -6622554.000000 Penalty: 12562.059570 Iteration 8F: 3 clusters Score -6622554 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 18958 members Entering Unmasked Estep Score: -6623463.500000 Penalty: 12562.059570 Iteration 9Q: 3 clusters Score -6623464 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 19820 members Entering Unmasked Estep Score: -6624242.500000 Penalty: 12562.059570 Iteration 10Q: 3 clusters Score -6624242 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 20553 members Entering Unmasked Estep Score: -6624828.500000 Penalty: 12562.059570 Iteration 11Q: 3 clusters Score -6624828 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 21184 members Entering Unmasked Estep Score: -6625259.500000 Penalty: 12562.059570 Iteration 12Q: 3 clusters Score -6625260 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 21778 members Entering Unmasked Estep Score: -6625622.500000 Penalty: 12562.059570 Iteration 13Q: 3 clusters Score -6625622 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 22283 members Entering Unmasked Estep Score: -6625915.500000 Penalty: 12562.059570 Iteration 14Q: 3 clusters Score -6625916 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 22703 members Entering Unmasked Estep Score: -6626172.500000 Penalty: 12562.059570 Iteration 15Q: 3 clusters Score -6626172 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 23076 members Entering Unmasked Estep Score: -6626344.000000 Penalty: 12562.059570 Iteration 16Q: 3 clusters Score -6626344 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 23426 members Entering Unmasked Estep Score: -6626515.500000 Penalty: 12562.059570 Iteration 17Q: 3 clusters Score -6626516 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 23717 members Entering Unmasked Estep Score: -6626675.000000 Penalty: 12562.059570 Iteration 18Q: 3 clusters Score -6626675 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 23996 members Entering Unmasked Estep Score: -6626816.000000 Penalty: 12562.059570 Iteration 19Q: 3 clusters Score -6626816 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 24274 members Entering Unmasked Estep Score: -6626969.000000 Penalty: 12562.059570 Iteration 20F: 3 clusters Score -6626969 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 24570 members Entering Unmasked Estep Score: -6627139.500000 Penalty: 12562.059570 Iteration 21Q: 3 clusters Score -6627140 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 24853 members Entering Unmasked Estep Score: -6627302.500000 Penalty: 12562.059570 Iteration 22Q: 3 clusters Score -6627302 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 25112 members Entering Unmasked Estep Score: -6627451.500000 Penalty: 12562.059570 Iteration 23Q: 3 clusters Score -6627452 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 25354 members Entering Unmasked Estep Score: -6627577.500000 Penalty: 12562.059570 Iteration 24Q: 3 clusters Score -6627578 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 25571 members Entering Unmasked Estep Score: -6627727.000000 Penalty: 12562.059570 Iteration 25Q: 3 clusters Score -6627727 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 25755 members Entering Unmasked Estep Score: -6627867.500000 Penalty: 12562.059570 Iteration 26Q: 3 clusters Score -6627868 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 25897 members Entering Unmasked Estep Score: -6627949.000000 Penalty: 12562.059570 Iteration 27Q: 3 clusters Score -6627949 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 26008 members Entering Unmasked Estep Score: -6628015.000000 Penalty: 12562.059570 Iteration 28Q: 3 clusters Score -6628015 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 26092 members Entering Unmasked Estep Score: -6628052.500000 Penalty: 12562.059570 Iteration 29Q: 3 clusters Score -6628052 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 26158 members Entering Unmasked Estep Score: -6628101.500000 Penalty: 12562.059570 Iteration 30Q: 3 clusters Score -6628102 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 26225 members Entering Unmasked Estep Score: -6628157.500000 Penalty: 12562.059570 Iteration 31Q: 3 clusters Score -6628158 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 26292 members Entering Unmasked Estep Score: -6628225.000000 Penalty: 12562.059570 Iteration 32Q: 3 clusters Score -6628225 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 26347 members Entering Unmasked Estep Score: -6628299.500000 Penalty: 12562.059570 Iteration 33Q: 3 clusters Score -6628300 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 26388 members Entering Unmasked Estep Score: -6628355.000000 Penalty: 12562.059570 Iteration 34Q: 3 clusters Score -6628355 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 26409 members Entering Unmasked Estep Score: -6628377.500000 Penalty: 12562.059570 Iteration 35Q: 3 clusters Score -6628378 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 26436 members Entering Unmasked Estep Score: -6628409.500000 Penalty: 12562.059570 Iteration 36Q: 3 clusters Score -6628410 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 26462 members Entering Unmasked Estep Score: -6628429.000000 Penalty: 12562.059570 Iteration 37Q: 3 clusters Score -6628429 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 26490 members Entering Unmasked Estep Score: -6628458.500000 Penalty: 12562.059570 Iteration 38Q: 3 clusters Score -6628458 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 26519 members Entering Unmasked Estep Score: -6628498.000000 Penalty: 12562.059570 Iteration 39Q: 3 clusters Score -6628498 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 26540 members Entering Unmasked Estep Score: -6628541.000000 Penalty: 12562.059570 Iteration 40F: 3 clusters Score -6628541 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 26555 members Entering Unmasked Estep Score: -6628570.000000 Penalty: 12562.059570 Iteration 41Q: 3 clusters Score -6628570 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 26574 members Entering Unmasked Estep Score: -6628592.000000 Penalty: 12562.059570 Iteration 42Q: 3 clusters Score -6628592 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 26585 members Entering Unmasked Estep Score: -6628604.000000 Penalty: 12562.059570 Iteration 43Q: 3 clusters Score -6628604 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 26591 members Entering Unmasked Estep Score: -6628611.000000 Penalty: 12562.059570 Iteration 44Q: 3 clusters Score -6628611 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 26594 members Entering Unmasked Estep Score: -6628620.500000 Penalty: 12562.059570 Iteration 45Q: 3 clusters Score -6628620 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 26600 members Entering Unmasked Estep Score: -6628622.000000 Penalty: 12562.059570 Iteration 46Q: 3 clusters Score -6628622 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 26605 members Entering Unmasked Estep Score: -6628632.500000 Penalty: 12562.059570 Iteration 47Q: 3 clusters Score -6628632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 26609 members Entering Unmasked Estep Score: -6628635.000000 Penalty: 12562.059570 Iteration 48Q: 3 clusters Score -6628635 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 26608 members Entering Unmasked Estep Score: -6628638.500000 Penalty: 12562.059570 Iteration 49Q: 3 clusters Score -6628638 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 26607 members Entering Unmasked Estep Score: -6628639.500000 Penalty: 12562.059570 Iteration 50Q: 3 clusters Score -6628640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 26608 members Entering Unmasked Estep Score: -6628647.500000 Penalty: 12562.059570 Iteration 51Q: 3 clusters Score -6628648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 26611 members Entering Unmasked Estep Score: -6628644.500000 Penalty: 12562.059570 Iteration 52Q: 3 clusters Score -6628644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 26611 members Entering Unmasked Estep Score: -6628643.000000 Penalty: 12562.059570 Iteration 53Q: 3 clusters Score -6628643 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 26610 members Entering Unmasked Estep Score: -6628643.500000 Penalty: 12562.059570 Iteration 54Q: 3 clusters Score -6628644 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 26609 members Entering Unmasked Estep Score: -6628650.500000 Penalty: 12562.059570 Iteration 55Q: 3 clusters Score -6628650 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 26609 members Entering Unmasked Estep Score: -6628650.500000 Penalty: 12562.059570 Iteration 56F: 3 clusters Score -6628650 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (44649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44649 members Entering Unmasked Estep Score: -10610133.000000 Penalty: 6557.784668 Iteration 0F: 2 clusters Score -1.061013e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22512 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -10578003.000000 Penalty: 13115.569336 Iteration 0F: 3 clusters Score -1.0578e+07 nChanged 19433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23377 members Mstep: Class 2 contains 21272 members Entering Unmasked Estep Score: -10588580.000000 Penalty: 13115.569336 Iteration 1F: 3 clusters Score -1.058858e+07 nChanged 2892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23959 members Mstep: Class 2 contains 20690 members Entering Unmasked Estep Score: -10590631.000000 Penalty: 13115.569336 Iteration 2F: 3 clusters Score -1.059063e+07 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24938 members Mstep: Class 2 contains 19711 members Entering Unmasked Estep Score: -10593495.000000 Penalty: 13115.569336 Iteration 3F: 3 clusters Score -1.05935e+07 nChanged 3654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26582 members Mstep: Class 2 contains 18067 members Entering Unmasked Estep Score: -10596830.000000 Penalty: 13115.569336 Iteration 4F: 3 clusters Score -1.059683e+07 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28734 members Mstep: Class 2 contains 15915 members Entering Unmasked Estep Score: -10600260.000000 Penalty: 13115.569336 Iteration 5F: 3 clusters Score -1.060026e+07 nChanged 3399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 13698 members Entering Unmasked Estep Score: -10603280.000000 Penalty: 13115.569336 Iteration 6F: 3 clusters Score -1.060328e+07 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32777 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -10605387.000000 Penalty: 13115.569336 Iteration 7F: 3 clusters Score -1.060539e+07 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34129 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -10606814.000000 Penalty: 13115.569336 Iteration 8Q: 3 clusters Score -1.060681e+07 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35142 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -10607696.000000 Penalty: 13115.569336 Iteration 9Q: 3 clusters Score -1.06077e+07 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35861 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -10608272.000000 Penalty: 13115.569336 Iteration 10Q: 3 clusters Score -1.060827e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36378 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -10608574.000000 Penalty: 13115.569336 Iteration 11Q: 3 clusters Score -1.060857e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36792 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -10608759.000000 Penalty: 13115.569336 Iteration 12Q: 3 clusters Score -1.060876e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37111 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -10608800.000000 Penalty: 13115.569336 Iteration 13Q: 3 clusters Score -1.06088e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37369 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -10608902.000000 Penalty: 13115.569336 Iteration 14Q: 3 clusters Score -1.06089e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37589 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -10608946.000000 Penalty: 13115.569336 Iteration 15Q: 3 clusters Score -1.060895e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37784 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -10608988.000000 Penalty: 13115.569336 Iteration 16Q: 3 clusters Score -1.060899e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37951 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -10609046.000000 Penalty: 13115.569336 Iteration 17Q: 3 clusters Score -1.060905e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38119 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -10609092.000000 Penalty: 13115.569336 Iteration 18Q: 3 clusters Score -1.060909e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38259 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -10609103.000000 Penalty: 13115.569336 Iteration 19Q: 3 clusters Score -1.06091e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38376 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -10609125.000000 Penalty: 13115.569336 Iteration 20F: 3 clusters Score -1.060912e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38498 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -10609163.000000 Penalty: 13115.569336 Iteration 21Q: 3 clusters Score -1.060916e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38611 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -10609176.000000 Penalty: 13115.569336 Iteration 22Q: 3 clusters Score -1.060918e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38704 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -10609220.000000 Penalty: 13115.569336 Iteration 23Q: 3 clusters Score -1.060922e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38806 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -10609235.000000 Penalty: 13115.569336 Iteration 24Q: 3 clusters Score -1.060924e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38911 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -10609256.000000 Penalty: 13115.569336 Iteration 25Q: 3 clusters Score -1.060926e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39014 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -10609271.000000 Penalty: 13115.569336 Iteration 26Q: 3 clusters Score -1.060927e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39123 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -10609300.000000 Penalty: 13115.569336 Iteration 27Q: 3 clusters Score -1.06093e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39219 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -10609289.000000 Penalty: 13115.569336 Iteration 28Q: 3 clusters Score -1.060929e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39289 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -10609288.000000 Penalty: 13115.569336 Iteration 29Q: 3 clusters Score -1.060929e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39363 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -10609302.000000 Penalty: 13115.569336 Iteration 30Q: 3 clusters Score -1.06093e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39444 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -10609361.000000 Penalty: 13115.569336 Iteration 31Q: 3 clusters Score -1.060936e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39520 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -10609381.000000 Penalty: 13115.569336 Iteration 32Q: 3 clusters Score -1.060938e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39575 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -10609393.000000 Penalty: 13115.569336 Iteration 33Q: 3 clusters Score -1.060939e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39627 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -10609386.000000 Penalty: 13115.569336 Iteration 34Q: 3 clusters Score -1.060939e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39679 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -10609400.000000 Penalty: 13115.569336 Iteration 35Q: 3 clusters Score -1.06094e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39726 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -10609417.000000 Penalty: 13115.569336 Iteration 36Q: 3 clusters Score -1.060942e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39767 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -10609438.000000 Penalty: 13115.569336 Iteration 37Q: 3 clusters Score -1.060944e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39809 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -10609450.000000 Penalty: 13115.569336 Iteration 38Q: 3 clusters Score -1.060945e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39856 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -10609478.000000 Penalty: 13115.569336 Iteration 39Q: 3 clusters Score -1.060948e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39897 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -10609487.000000 Penalty: 13115.569336 Iteration 40F: 3 clusters Score -1.060949e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39928 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -10609502.000000 Penalty: 13115.569336 Iteration 41Q: 3 clusters Score -1.06095e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39950 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -10609488.000000 Penalty: 13115.569336 Iteration 42Q: 3 clusters Score -1.060949e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39975 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -10609496.000000 Penalty: 13115.569336 Iteration 43Q: 3 clusters Score -1.06095e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39992 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -10609513.000000 Penalty: 13115.569336 Iteration 44Q: 3 clusters Score -1.060951e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40009 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -10609500.000000 Penalty: 13115.569336 Iteration 45Q: 3 clusters Score -1.06095e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40025 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -10609541.000000 Penalty: 13115.569336 Iteration 46Q: 3 clusters Score -1.060954e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40036 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -10609530.000000 Penalty: 13115.569336 Iteration 47Q: 3 clusters Score -1.060953e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40041 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -10609519.000000 Penalty: 13115.569336 Iteration 48Q: 3 clusters Score -1.060952e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40051 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -10609526.000000 Penalty: 13115.569336 Iteration 49Q: 3 clusters Score -1.060953e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40064 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -10609520.000000 Penalty: 13115.569336 Iteration 50Q: 3 clusters Score -1.060952e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40080 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -10609525.000000 Penalty: 13115.569336 Iteration 51Q: 3 clusters Score -1.060952e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40092 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -10609531.000000 Penalty: 13115.569336 Iteration 52Q: 3 clusters Score -1.060953e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40105 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -10609528.000000 Penalty: 13115.569336 Iteration 53Q: 3 clusters Score -1.060953e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40114 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -10609529.000000 Penalty: 13115.569336 Iteration 54Q: 3 clusters Score -1.060953e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40122 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -10609518.000000 Penalty: 13115.569336 Iteration 55Q: 3 clusters Score -1.060952e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40130 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -10609526.000000 Penalty: 13115.569336 Iteration 56Q: 3 clusters Score -1.060953e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40139 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -10609527.000000 Penalty: 13115.569336 Iteration 57Q: 3 clusters Score -1.060953e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40143 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -10609515.000000 Penalty: 13115.569336 Iteration 58Q: 3 clusters Score -1.060952e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40146 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -10609524.000000 Penalty: 13115.569336 Iteration 59Q: 3 clusters Score -1.060952e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40148 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -10609523.000000 Penalty: 13115.569336 Iteration 60F: 3 clusters Score -1.060952e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40150 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -10609521.000000 Penalty: 13115.569336 Iteration 61Q: 3 clusters Score -1.060952e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40150 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -10609521.000000 Penalty: 13115.569336 Iteration 62F: 3 clusters Score -1.060952e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (22837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22837 members Entering Unmasked Estep Score: -5351660.000000 Penalty: 6147.134277 Iteration 0F: 2 clusters Score -5351660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -5333469.500000 Penalty: 12294.268555 Iteration 0F: 3 clusters Score -5333470 nChanged 9408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Mstep: Class 2 contains 11163 members Entering Unmasked Estep Score: -5338375.500000 Penalty: 12294.268555 Iteration 1F: 3 clusters Score -5338376 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -5339186.500000 Penalty: 12294.268555 Iteration 2F: 3 clusters Score -5339186 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12145 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -5339864.500000 Penalty: 12294.268555 Iteration 3F: 3 clusters Score -5339864 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12633 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -5340697.500000 Penalty: 12294.268555 Iteration 4F: 3 clusters Score -5340698 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 9612 members Entering Unmasked Estep Score: -5341639.000000 Penalty: 12294.268555 Iteration 5F: 3 clusters Score -5341639 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13836 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -5342556.500000 Penalty: 12294.268555 Iteration 6F: 3 clusters Score -5342556 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14539 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -5343502.000000 Penalty: 12294.268555 Iteration 7F: 3 clusters Score -5343502 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15245 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -5344298.500000 Penalty: 12294.268555 Iteration 8F: 3 clusters Score -5344298 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15923 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -5344910.500000 Penalty: 12294.268555 Iteration 9Q: 3 clusters Score -5344910 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16558 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -5345429.000000 Penalty: 12294.268555 Iteration 10Q: 3 clusters Score -5345429 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17153 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -5345861.500000 Penalty: 12294.268555 Iteration 11Q: 3 clusters Score -5345862 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17706 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -5346185.000000 Penalty: 12294.268555 Iteration 12Q: 3 clusters Score -5346185 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18198 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -5346465.500000 Penalty: 12294.268555 Iteration 13Q: 3 clusters Score -5346466 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18622 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -5346693.500000 Penalty: 12294.268555 Iteration 14Q: 3 clusters Score -5346694 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19003 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -5346902.500000 Penalty: 12294.268555 Iteration 15Q: 3 clusters Score -5346902 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19361 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -5347138.500000 Penalty: 12294.268555 Iteration 16Q: 3 clusters Score -5347138 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19678 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -5347318.000000 Penalty: 12294.268555 Iteration 17Q: 3 clusters Score -5347318 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -5347504.500000 Penalty: 12294.268555 Iteration 18Q: 3 clusters Score -5347504 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20216 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -5347653.500000 Penalty: 12294.268555 Iteration 19Q: 3 clusters Score -5347654 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20442 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -5347798.500000 Penalty: 12294.268555 Iteration 20F: 3 clusters Score -5347798 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20622 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -5347920.500000 Penalty: 12294.268555 Iteration 21Q: 3 clusters Score -5347920 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20788 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -5348034.000000 Penalty: 12294.268555 Iteration 22Q: 3 clusters Score -5348034 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20923 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -5348120.000000 Penalty: 12294.268555 Iteration 23Q: 3 clusters Score -5348120 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21043 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -5348193.000000 Penalty: 12294.268555 Iteration 24Q: 3 clusters Score -5348193 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21138 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -5348275.500000 Penalty: 12294.268555 Iteration 25Q: 3 clusters Score -5348276 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21220 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -5348358.500000 Penalty: 12294.268555 Iteration 26Q: 3 clusters Score -5348358 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21302 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -5348453.500000 Penalty: 12294.268555 Iteration 27Q: 3 clusters Score -5348454 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21378 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -5348586.000000 Penalty: 12294.268555 Iteration 28Q: 3 clusters Score -5348586 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21442 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -5348671.000000 Penalty: 12294.268555 Iteration 29Q: 3 clusters Score -5348671 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21491 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -5348722.500000 Penalty: 12294.268555 Iteration 30Q: 3 clusters Score -5348722 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21518 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -5348751.500000 Penalty: 12294.268555 Iteration 31Q: 3 clusters Score -5348752 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21540 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -5348783.500000 Penalty: 12294.268555 Iteration 32Q: 3 clusters Score -5348784 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21552 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -5348789.500000 Penalty: 12294.268555 Iteration 33Q: 3 clusters Score -5348790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21558 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -5348792.500000 Penalty: 12294.268555 Iteration 34Q: 3 clusters Score -5348792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21565 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -5348794.000000 Penalty: 12294.268555 Iteration 35Q: 3 clusters Score -5348794 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21568 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -5348794.000000 Penalty: 12294.268555 Iteration 36Q: 3 clusters Score -5348794 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21571 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -5348801.000000 Penalty: 12294.268555 Iteration 37Q: 3 clusters Score -5348801 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21570 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -5348802.500000 Penalty: 12294.268555 Iteration 38Q: 3 clusters Score -5348802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21568 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -5348807.000000 Penalty: 12294.268555 Iteration 39Q: 3 clusters Score -5348807 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21567 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -5348811.000000 Penalty: 12294.268555 Iteration 40F: 3 clusters Score -5348811 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21566 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -5348811.000000 Penalty: 12294.268555 Iteration 41Q: 3 clusters Score -5348811 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21567 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -5348817.000000 Penalty: 12294.268555 Iteration 42Q: 3 clusters Score -5348817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21568 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -5348820.000000 Penalty: 12294.268555 Iteration 43Q: 3 clusters Score -5348820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21568 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -5348820.000000 Penalty: 12294.268555 Iteration 44F: 3 clusters Score -5348820 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (118883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118883 members Entering Unmasked Estep Score: -27982088.000000 Penalty: 7157.610840 Iteration 0F: 2 clusters Score -2.798209e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59553 members Mstep: Class 2 contains 59330 members Entering Unmasked Estep Score: -27903054.000000 Penalty: 14315.221680 Iteration 0F: 3 clusters Score -2.790305e+07 nChanged 54814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61185 members Mstep: Class 2 contains 57698 members Entering Unmasked Estep Score: -27933144.000000 Penalty: 14315.221680 Iteration 1F: 3 clusters Score -2.793314e+07 nChanged 4712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62279 members Mstep: Class 2 contains 56604 members Entering Unmasked Estep Score: -27934582.000000 Penalty: 14315.221680 Iteration 2Q: 3 clusters Score -2.793458e+07 nChanged 4792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63897 members Mstep: Class 2 contains 54986 members Entering Unmasked Estep Score: -27936194.000000 Penalty: 14315.221680 Iteration 3Q: 3 clusters Score -2.793619e+07 nChanged 5109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66418 members Mstep: Class 2 contains 52465 members Entering Unmasked Estep Score: -27938058.000000 Penalty: 14315.221680 Iteration 4Q: 3 clusters Score -2.793806e+07 nChanged 5770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69934 members Mstep: Class 2 contains 48949 members Entering Unmasked Estep Score: -27940682.000000 Penalty: 14315.221680 Iteration 5Q: 3 clusters Score -2.794068e+07 nChanged 6775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74721 members Mstep: Class 2 contains 44162 members Entering Unmasked Estep Score: -27944518.000000 Penalty: 14315.221680 Iteration 6F: 3 clusters Score -2.794452e+07 nChanged 7610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80667 members Mstep: Class 2 contains 38216 members Entering Unmasked Estep Score: -27949420.000000 Penalty: 14315.221680 Iteration 7F: 3 clusters Score -2.794942e+07 nChanged 7894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87397 members Mstep: Class 2 contains 31486 members Entering Unmasked Estep Score: -27954930.000000 Penalty: 14315.221680 Iteration 8F: 3 clusters Score -2.795493e+07 nChanged 7483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94154 members Mstep: Class 2 contains 24729 members Entering Unmasked Estep Score: -27960166.000000 Penalty: 14315.221680 Iteration 9F: 3 clusters Score -2.796017e+07 nChanged 6433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100263 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -27964632.000000 Penalty: 14315.221680 Iteration 10F: 3 clusters Score -2.796463e+07 nChanged 5206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105393 members Mstep: Class 2 contains 13490 members Entering Unmasked Estep Score: -27968006.000000 Penalty: 14315.221680 Iteration 11Q: 3 clusters Score -2.796801e+07 nChanged 3929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109300 members Mstep: Class 2 contains 9583 members Entering Unmasked Estep Score: -27970770.000000 Penalty: 14315.221680 Iteration 12Q: 3 clusters Score -2.797077e+07 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112235 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -27972622.000000 Penalty: 14315.221680 Iteration 13Q: 3 clusters Score -2.797262e+07 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114214 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -27973860.000000 Penalty: 14315.221680 Iteration 14Q: 3 clusters Score -2.797386e+07 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115436 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -27974602.000000 Penalty: 14315.221680 Iteration 15Q: 3 clusters Score -2.79746e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116202 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -27975258.000000 Penalty: 14315.221680 Iteration 16Q: 3 clusters Score -2.797526e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116645 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -27975566.000000 Penalty: 14315.221680 Iteration 17Q: 3 clusters Score -2.797557e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116951 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -27975822.000000 Penalty: 14315.221680 Iteration 18Q: 3 clusters Score -2.797582e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117145 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -27975898.000000 Penalty: 14315.221680 Iteration 19Q: 3 clusters Score -2.79759e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117267 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -27976010.000000 Penalty: 14315.221680 Iteration 20F: 3 clusters Score -2.797601e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117343 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -27976074.000000 Penalty: 14315.221680 Iteration 21Q: 3 clusters Score -2.797607e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117398 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -27976120.000000 Penalty: 14315.221680 Iteration 22Q: 3 clusters Score -2.797612e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117440 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -27976124.000000 Penalty: 14315.221680 Iteration 23Q: 3 clusters Score -2.797612e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117465 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -27976168.000000 Penalty: 14315.221680 Iteration 24Q: 3 clusters Score -2.797617e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117484 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -27976222.000000 Penalty: 14315.221680 Iteration 25Q: 3 clusters Score -2.797622e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117505 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -27976226.000000 Penalty: 14315.221680 Iteration 26Q: 3 clusters Score -2.797623e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117528 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -27976182.000000 Penalty: 14315.221680 Iteration 27Q: 3 clusters Score -2.797618e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117542 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -27976186.000000 Penalty: 14315.221680 Iteration 28Q: 3 clusters Score -2.797619e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117558 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -27976166.000000 Penalty: 14315.221680 Iteration 29Q: 3 clusters Score -2.797617e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117570 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -27976194.000000 Penalty: 14315.221680 Iteration 30Q: 3 clusters Score -2.797619e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117584 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -27976190.000000 Penalty: 14315.221680 Iteration 31Q: 3 clusters Score -2.797619e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117586 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -27976216.000000 Penalty: 14315.221680 Iteration 32Q: 3 clusters Score -2.797622e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117588 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -27976226.000000 Penalty: 14315.221680 Iteration 33Q: 3 clusters Score -2.797623e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117591 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -27976224.000000 Penalty: 14315.221680 Iteration 34Q: 3 clusters Score -2.797622e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117594 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -27976228.000000 Penalty: 14315.221680 Iteration 35Q: 3 clusters Score -2.797623e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117598 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -27976228.000000 Penalty: 14315.221680 Iteration 36Q: 3 clusters Score -2.797623e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117602 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -27976238.000000 Penalty: 14315.221680 Iteration 37Q: 3 clusters Score -2.797624e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117602 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -27976224.000000 Penalty: 14315.221680 Iteration 38Q: 3 clusters Score -2.797622e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117603 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -27976236.000000 Penalty: 14315.221680 Iteration 39Q: 3 clusters Score -2.797624e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117605 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -27976234.000000 Penalty: 14315.221680 Iteration 40F: 3 clusters Score -2.797623e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117609 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -27976244.000000 Penalty: 14315.221680 Iteration 41Q: 3 clusters Score -2.797624e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117609 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -27976236.000000 Penalty: 14315.221680 Iteration 42Q: 3 clusters Score -2.797624e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117612 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -27976252.000000 Penalty: 14315.221680 Iteration 43Q: 3 clusters Score -2.797625e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117618 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -27976236.000000 Penalty: 14315.221680 Iteration 44Q: 3 clusters Score -2.797624e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117623 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -27976244.000000 Penalty: 14315.221680 Iteration 45Q: 3 clusters Score -2.797624e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117625 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -27976242.000000 Penalty: 14315.221680 Iteration 46Q: 3 clusters Score -2.797624e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117625 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -27976240.000000 Penalty: 14315.221680 Iteration 47Q: 3 clusters Score -2.797624e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117629 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -27976246.000000 Penalty: 14315.221680 Iteration 48Q: 3 clusters Score -2.797625e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117630 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -27976228.000000 Penalty: 14315.221680 Iteration 49Q: 3 clusters Score -2.797623e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117630 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -27976228.000000 Penalty: 14315.221680 Iteration 50F: 3 clusters Score -2.797623e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21549 members Entering Unmasked Estep Score: -4893246.000000 Penalty: 6111.576660 Iteration 0F: 2 clusters Score -4893246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -4875847.000000 Penalty: 12223.153320 Iteration 0F: 3 clusters Score -4875847 nChanged 8820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10621 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -4880822.500000 Penalty: 12223.153320 Iteration 1F: 3 clusters Score -4880822 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -4881778.000000 Penalty: 12223.153320 Iteration 2F: 3 clusters Score -4881778 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 11067 members Entering Unmasked Estep Score: -4882692.500000 Penalty: 12223.153320 Iteration 3F: 3 clusters Score -4882692 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 11151 members Entering Unmasked Estep Score: -4883769.000000 Penalty: 12223.153320 Iteration 4F: 3 clusters Score -4883769 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -4885283.500000 Penalty: 12223.153320 Iteration 5F: 3 clusters Score -4885284 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10319 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -4887367.500000 Penalty: 12223.153320 Iteration 6F: 3 clusters Score -4887368 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10247 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -4889466.500000 Penalty: 12223.153320 Iteration 7F: 3 clusters Score -4889466 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -4890872.000000 Penalty: 12223.153320 Iteration 8F: 3 clusters Score -4890872 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 11218 members Entering Unmasked Estep Score: -4891610.000000 Penalty: 12223.153320 Iteration 9Q: 3 clusters Score -4891610 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -4892015.000000 Penalty: 12223.153320 Iteration 10Q: 3 clusters Score -4892015 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -4892290.000000 Penalty: 12223.153320 Iteration 11Q: 3 clusters Score -4892290 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 11188 members Entering Unmasked Estep Score: -4892468.500000 Penalty: 12223.153320 Iteration 12Q: 3 clusters Score -4892468 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 11153 members Entering Unmasked Estep Score: -4892639.000000 Penalty: 12223.153320 Iteration 13Q: 3 clusters Score -4892639 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -4892691.000000 Penalty: 12223.153320 Iteration 14Q: 3 clusters Score -4892691 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10464 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -4892721.500000 Penalty: 12223.153320 Iteration 15Q: 3 clusters Score -4892722 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -4892736.500000 Penalty: 12223.153320 Iteration 16Q: 3 clusters Score -4892736 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -4892760.500000 Penalty: 12223.153320 Iteration 17Q: 3 clusters Score -4892760 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10450 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -4892769.000000 Penalty: 12223.153320 Iteration 18Q: 3 clusters Score -4892769 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -4892770.500000 Penalty: 12223.153320 Iteration 19Q: 3 clusters Score -4892770 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10421 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -4892774.500000 Penalty: 12223.153320 Iteration 20F: 3 clusters Score -4892774 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 11130 members Entering Unmasked Estep Score: -4892778.000000 Penalty: 12223.153320 Iteration 21Q: 3 clusters Score -4892778 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Mstep: Class 2 contains 11135 members Entering Unmasked Estep Score: -4892779.500000 Penalty: 12223.153320 Iteration 22Q: 3 clusters Score -4892780 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -4892785.500000 Penalty: 12223.153320 Iteration 23Q: 3 clusters Score -4892786 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10404 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -4892795.000000 Penalty: 12223.153320 Iteration 24Q: 3 clusters Score -4892795 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -4892790.500000 Penalty: 12223.153320 Iteration 25Q: 3 clusters Score -4892790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10399 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -4892796.500000 Penalty: 12223.153320 Iteration 26Q: 3 clusters Score -4892796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 11153 members Entering Unmasked Estep Score: -4892798.000000 Penalty: 12223.153320 Iteration 27Q: 3 clusters Score -4892798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 11158 members Entering Unmasked Estep Score: -4892802.000000 Penalty: 12223.153320 Iteration 28Q: 3 clusters Score -4892802 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 11161 members Entering Unmasked Estep Score: -4892804.000000 Penalty: 12223.153320 Iteration 29Q: 3 clusters Score -4892804 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 11160 members Entering Unmasked Estep Score: -4892805.500000 Penalty: 12223.153320 Iteration 30Q: 3 clusters Score -4892806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10383 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -4892809.000000 Penalty: 12223.153320 Iteration 31Q: 3 clusters Score -4892809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 11171 members Entering Unmasked Estep Score: -4892809.500000 Penalty: 12223.153320 Iteration 32Q: 3 clusters Score -4892810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -4892814.500000 Penalty: 12223.153320 Iteration 33Q: 3 clusters Score -4892814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 11180 members Entering Unmasked Estep Score: -4892813.500000 Penalty: 12223.153320 Iteration 34Q: 3 clusters Score -4892814 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 11184 members Entering Unmasked Estep Score: -4892815.500000 Penalty: 12223.153320 Iteration 35Q: 3 clusters Score -4892816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -4892825.500000 Penalty: 12223.153320 Iteration 36Q: 3 clusters Score -4892826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -4892825.500000 Penalty: 12223.153320 Iteration 37F: 3 clusters Score -4892826 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Entering Unmasked Estep Score: -110517.679688 Penalty: 3797.811768 Iteration 0F: 2 clusters Score -110517.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -107093.859375 Penalty: 7595.623535 Iteration 0F: 3 clusters Score -107093.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -107204.507812 Penalty: 7595.623535 Iteration 1F: 3 clusters Score -107204.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -107241.164062 Penalty: 7595.623535 Iteration 2Q: 3 clusters Score -107241.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -107241.164062 Penalty: 7595.623535 Iteration 3F: 3 clusters Score -107241.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Entering Unmasked Estep Score: -2836692.500000 Penalty: 5760.815918 Iteration 0F: 2 clusters Score -2836692 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -2825100.000000 Penalty: 11521.631836 Iteration 0F: 3 clusters Score -2825100 nChanged 4624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -2827908.500000 Penalty: 11521.631836 Iteration 1F: 3 clusters Score -2827908 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -2828849.500000 Penalty: 11521.631836 Iteration 2F: 3 clusters Score -2828850 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -2830210.250000 Penalty: 11521.631836 Iteration 3F: 3 clusters Score -2830210 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -2831676.250000 Penalty: 11521.631836 Iteration 4F: 3 clusters Score -2831676 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -2832619.750000 Penalty: 11521.631836 Iteration 5F: 3 clusters Score -2832620 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -2833332.250000 Penalty: 11521.631836 Iteration 6F: 3 clusters Score -2833332 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -2834020.750000 Penalty: 11521.631836 Iteration 7F: 3 clusters Score -2834021 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 8259 members Entering Unmasked Estep Score: -2834740.250000 Penalty: 11521.631836 Iteration 8Q: 3 clusters Score -2834740 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 8592 members Entering Unmasked Estep Score: -2835367.750000 Penalty: 11521.631836 Iteration 9Q: 3 clusters Score -2835368 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -2835762.750000 Penalty: 11521.631836 Iteration 10Q: 3 clusters Score -2835763 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -2835991.750000 Penalty: 11521.631836 Iteration 11Q: 3 clusters Score -2835992 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -2836110.500000 Penalty: 11521.631836 Iteration 12Q: 3 clusters Score -2836110 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 9146 members Entering Unmasked Estep Score: -2836180.250000 Penalty: 11521.631836 Iteration 13Q: 3 clusters Score -2836180 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -2836217.500000 Penalty: 11521.631836 Iteration 14Q: 3 clusters Score -2836218 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -2836251.000000 Penalty: 11521.631836 Iteration 15Q: 3 clusters Score -2836251 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -2836267.000000 Penalty: 11521.631836 Iteration 16Q: 3 clusters Score -2836267 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 9291 members Entering Unmasked Estep Score: -2836281.250000 Penalty: 11521.631836 Iteration 17Q: 3 clusters Score -2836281 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -2836285.750000 Penalty: 11521.631836 Iteration 18Q: 3 clusters Score -2836286 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -2836299.500000 Penalty: 11521.631836 Iteration 19Q: 3 clusters Score -2836300 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -2836302.750000 Penalty: 11521.631836 Iteration 20F: 3 clusters Score -2836303 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 9371 members Entering Unmasked Estep Score: -2836317.000000 Penalty: 11521.631836 Iteration 21Q: 3 clusters Score -2836317 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -2836332.000000 Penalty: 11521.631836 Iteration 22Q: 3 clusters Score -2836332 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -2836346.500000 Penalty: 11521.631836 Iteration 23Q: 3 clusters Score -2836346 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -2836362.250000 Penalty: 11521.631836 Iteration 24Q: 3 clusters Score -2836362 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 9460 members Entering Unmasked Estep Score: -2836373.250000 Penalty: 11521.631836 Iteration 25Q: 3 clusters Score -2836373 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 9484 members Entering Unmasked Estep Score: -2836386.500000 Penalty: 11521.631836 Iteration 26Q: 3 clusters Score -2836386 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -2836392.500000 Penalty: 11521.631836 Iteration 27Q: 3 clusters Score -2836392 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -2836405.500000 Penalty: 11521.631836 Iteration 28Q: 3 clusters Score -2836406 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -2836417.500000 Penalty: 11521.631836 Iteration 29Q: 3 clusters Score -2836418 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -2836425.750000 Penalty: 11521.631836 Iteration 30Q: 3 clusters Score -2836426 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -2836431.500000 Penalty: 11521.631836 Iteration 31Q: 3 clusters Score -2836432 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 9600 members Entering Unmasked Estep Score: -2836453.000000 Penalty: 11521.631836 Iteration 32Q: 3 clusters Score -2836453 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -2836478.750000 Penalty: 11521.631836 Iteration 33Q: 3 clusters Score -2836479 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -2836514.500000 Penalty: 11521.631836 Iteration 34Q: 3 clusters Score -2836514 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 9709 members Entering Unmasked Estep Score: -2836545.500000 Penalty: 11521.631836 Iteration 35Q: 3 clusters Score -2836546 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 9751 members Entering Unmasked Estep Score: -2836578.750000 Penalty: 11521.631836 Iteration 36Q: 3 clusters Score -2836579 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -2836626.500000 Penalty: 11521.631836 Iteration 37Q: 3 clusters Score -2836626 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -2836703.250000 Penalty: 11521.631836 Iteration 38Q: 3 clusters Score -2836703 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 9904 members Entering Unmasked Estep Score: -2836818.250000 Penalty: 11521.631836 Iteration 39Q: 3 clusters Score -2836818 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -2836983.750000 Penalty: 11521.631836 Iteration 40F: 3 clusters Score -2836984 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -2837193.000000 Penalty: 11521.631836 Iteration 41Q: 3 clusters Score -2837193 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -2837314.750000 Penalty: 11521.631836 Iteration 42Q: 3 clusters Score -2837315 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 10109 members Entering Unmasked Estep Score: -2837343.000000 Penalty: 11521.631836 Iteration 43Q: 3 clusters Score -2837343 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -2837361.250000 Penalty: 11521.631836 Iteration 44Q: 3 clusters Score -2837361 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 10125 members Entering Unmasked Estep Score: -2837373.250000 Penalty: 11521.631836 Iteration 45Q: 3 clusters Score -2837373 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 10128 members Entering Unmasked Estep Score: -2837375.000000 Penalty: 11521.631836 Iteration 46Q: 3 clusters Score -2837375 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 10127 members Entering Unmasked Estep Score: -2837382.750000 Penalty: 11521.631836 Iteration 47Q: 3 clusters Score -2837383 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 10122 members Entering Unmasked Estep Score: -2837384.000000 Penalty: 11521.631836 Iteration 48Q: 3 clusters Score -2837384 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 10119 members Entering Unmasked Estep Score: -2837383.500000 Penalty: 11521.631836 Iteration 49Q: 3 clusters Score -2837384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 10118 members Entering Unmasked Estep Score: -2837388.250000 Penalty: 11521.631836 Iteration 50Q: 3 clusters Score -2837388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -2837386.500000 Penalty: 11521.631836 Iteration 51Q: 3 clusters Score -2837386 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 10117 members Entering Unmasked Estep Score: -2837386.500000 Penalty: 11521.631836 Iteration 52F: 3 clusters Score -2837386 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 11671 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 16370 members Mstep: Class 6 contains 10130 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 28417 members Mstep: Class 9 contains 44649 members Mstep: Class 10 contains 265 members Mstep: Class 11 contains 22837 members Mstep: Class 12 contains 118883 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 493 members Mstep: Class 15 contains 8612 members Mstep: Class 16 contains 2037 members Mstep: Class 17 contains 41489 members Mstep: Class 18 contains 21221 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 45979 members Mstep: Class 21 contains 2415 members Mstep: Class 22 contains 23595 members Mstep: Class 23 contains 10117 members Entering Unmasked Estep Score: -101659824.000000 Penalty: 183016.156250 Splitting cluster 16 changes total score from -101648912.000000 to -101659824.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 17 (41489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41489 members Entering Unmasked Estep Score: -9915864.000000 Penalty: 6512.824707 Iteration 0F: 2 clusters Score -9915864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20771 members Mstep: Class 2 contains 20718 members Entering Unmasked Estep Score: -9885472.000000 Penalty: 13025.649414 Iteration 0F: 3 clusters Score -9885472 nChanged 18155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21124 members Mstep: Class 2 contains 20365 members Entering Unmasked Estep Score: -9894953.000000 Penalty: 13025.649414 Iteration 1F: 3 clusters Score -9894953 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21218 members Mstep: Class 2 contains 20271 members Entering Unmasked Estep Score: -9895838.000000 Penalty: 13025.649414 Iteration 2F: 3 clusters Score -9895838 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21404 members Mstep: Class 2 contains 20085 members Entering Unmasked Estep Score: -9896548.000000 Penalty: 13025.649414 Iteration 3Q: 3 clusters Score -9896548 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21652 members Mstep: Class 2 contains 19837 members Entering Unmasked Estep Score: -9897120.000000 Penalty: 13025.649414 Iteration 4Q: 3 clusters Score -9897120 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21997 members Mstep: Class 2 contains 19492 members Entering Unmasked Estep Score: -9897620.000000 Penalty: 13025.649414 Iteration 5Q: 3 clusters Score -9897620 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 19066 members Entering Unmasked Estep Score: -9898134.000000 Penalty: 13025.649414 Iteration 6Q: 3 clusters Score -9898134 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22988 members Mstep: Class 2 contains 18501 members Entering Unmasked Estep Score: -9898688.000000 Penalty: 13025.649414 Iteration 7Q: 3 clusters Score -9898688 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23742 members Mstep: Class 2 contains 17747 members Entering Unmasked Estep Score: -9899243.000000 Penalty: 13025.649414 Iteration 8Q: 3 clusters Score -9899243 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24685 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -9900047.000000 Penalty: 13025.649414 Iteration 9Q: 3 clusters Score -9900047 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25885 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -9900917.000000 Penalty: 13025.649414 Iteration 10Q: 3 clusters Score -9900917 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27251 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -9902013.000000 Penalty: 13025.649414 Iteration 11Q: 3 clusters Score -9902013 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28706 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -9903129.000000 Penalty: 13025.649414 Iteration 12Q: 3 clusters Score -9903129 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30244 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -9904196.000000 Penalty: 13025.649414 Iteration 13Q: 3 clusters Score -9904196 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31699 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -9905201.000000 Penalty: 13025.649414 Iteration 14Q: 3 clusters Score -9905201 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33067 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -9906120.000000 Penalty: 13025.649414 Iteration 15Q: 3 clusters Score -9906120 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34226 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -9906795.000000 Penalty: 13025.649414 Iteration 16Q: 3 clusters Score -9906795 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35222 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -9907336.000000 Penalty: 13025.649414 Iteration 17Q: 3 clusters Score -9907336 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36073 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -9907850.000000 Penalty: 13025.649414 Iteration 18Q: 3 clusters Score -9907850 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36786 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -9908256.000000 Penalty: 13025.649414 Iteration 19Q: 3 clusters Score -9908256 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37372 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -9908641.000000 Penalty: 13025.649414 Iteration 20F: 3 clusters Score -9908641 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37879 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -9908941.000000 Penalty: 13025.649414 Iteration 21Q: 3 clusters Score -9908941 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38237 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -9909157.000000 Penalty: 13025.649414 Iteration 22Q: 3 clusters Score -9909157 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38512 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -9909306.000000 Penalty: 13025.649414 Iteration 23Q: 3 clusters Score -9909306 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38730 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -9909447.000000 Penalty: 13025.649414 Iteration 24Q: 3 clusters Score -9909447 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38909 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -9909561.000000 Penalty: 13025.649414 Iteration 25Q: 3 clusters Score -9909561 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39072 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -9909663.000000 Penalty: 13025.649414 Iteration 26Q: 3 clusters Score -9909663 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39190 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -9909764.000000 Penalty: 13025.649414 Iteration 27Q: 3 clusters Score -9909764 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39285 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -9909792.000000 Penalty: 13025.649414 Iteration 28Q: 3 clusters Score -9909792 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39366 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -9909839.000000 Penalty: 13025.649414 Iteration 29Q: 3 clusters Score -9909839 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39439 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -9909870.000000 Penalty: 13025.649414 Iteration 30Q: 3 clusters Score -9909870 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39493 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -9909916.000000 Penalty: 13025.649414 Iteration 31Q: 3 clusters Score -9909916 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39543 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -9909941.000000 Penalty: 13025.649414 Iteration 32Q: 3 clusters Score -9909941 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39585 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -9909962.000000 Penalty: 13025.649414 Iteration 33Q: 3 clusters Score -9909962 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39625 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -9909972.000000 Penalty: 13025.649414 Iteration 34Q: 3 clusters Score -9909972 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39656 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -9910018.000000 Penalty: 13025.649414 Iteration 35Q: 3 clusters Score -9910018 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39687 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -9910037.000000 Penalty: 13025.649414 Iteration 36Q: 3 clusters Score -9910037 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39702 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -9910046.000000 Penalty: 13025.649414 Iteration 37Q: 3 clusters Score -9910046 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39718 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -9910067.000000 Penalty: 13025.649414 Iteration 38Q: 3 clusters Score -9910067 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39736 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -9910087.000000 Penalty: 13025.649414 Iteration 39Q: 3 clusters Score -9910087 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39754 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -9910082.000000 Penalty: 13025.649414 Iteration 40F: 3 clusters Score -9910082 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39774 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -9910093.000000 Penalty: 13025.649414 Iteration 41Q: 3 clusters Score -9910093 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39785 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -9910097.000000 Penalty: 13025.649414 Iteration 42Q: 3 clusters Score -9910097 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39798 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -9910106.000000 Penalty: 13025.649414 Iteration 43Q: 3 clusters Score -9910106 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39807 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -9910104.000000 Penalty: 13025.649414 Iteration 44Q: 3 clusters Score -9910104 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39815 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -9910102.000000 Penalty: 13025.649414 Iteration 45Q: 3 clusters Score -9910102 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39824 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -9910114.000000 Penalty: 13025.649414 Iteration 46Q: 3 clusters Score -9910114 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39832 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -9910116.000000 Penalty: 13025.649414 Iteration 47Q: 3 clusters Score -9910116 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39839 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -9910114.000000 Penalty: 13025.649414 Iteration 48Q: 3 clusters Score -9910114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39841 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -9910123.000000 Penalty: 13025.649414 Iteration 49Q: 3 clusters Score -9910123 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39844 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -9910134.000000 Penalty: 13025.649414 Iteration 50Q: 3 clusters Score -9910134 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39846 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -9910135.000000 Penalty: 13025.649414 Iteration 51Q: 3 clusters Score -9910135 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39847 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -9910124.000000 Penalty: 13025.649414 Iteration 52Q: 3 clusters Score -9910124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39848 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -9910125.000000 Penalty: 13025.649414 Iteration 53Q: 3 clusters Score -9910125 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39851 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -9910129.000000 Penalty: 13025.649414 Iteration 54Q: 3 clusters Score -9910129 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39861 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -9910145.000000 Penalty: 13025.649414 Iteration 55Q: 3 clusters Score -9910145 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39868 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -9910154.000000 Penalty: 13025.649414 Iteration 56Q: 3 clusters Score -9910154 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39872 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -9910154.000000 Penalty: 13025.649414 Iteration 57Q: 3 clusters Score -9910154 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39877 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -9910162.000000 Penalty: 13025.649414 Iteration 58Q: 3 clusters Score -9910162 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39883 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -9910152.000000 Penalty: 13025.649414 Iteration 59Q: 3 clusters Score -9910152 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39888 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -9910151.000000 Penalty: 13025.649414 Iteration 60F: 3 clusters Score -9910151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39891 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -9910157.000000 Penalty: 13025.649414 Iteration 61Q: 3 clusters Score -9910157 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39891 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -9910157.000000 Penalty: 13025.649414 Iteration 62F: 3 clusters Score -9910157 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (21221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21221 members Entering Unmasked Estep Score: -4926995.000000 Penalty: 6102.182129 Iteration 0F: 2 clusters Score -4926995 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 10702 members Entering Unmasked Estep Score: -4909755.000000 Penalty: 12204.364258 Iteration 0F: 3 clusters Score -4909755 nChanged 8855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 11039 members Entering Unmasked Estep Score: -4915331.000000 Penalty: 12204.364258 Iteration 1F: 3 clusters Score -4915331 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10014 members Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -4916735.000000 Penalty: 12204.364258 Iteration 2F: 3 clusters Score -4916735 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 11389 members Entering Unmasked Estep Score: -4917860.500000 Penalty: 12204.364258 Iteration 3F: 3 clusters Score -4917860 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -4918601.500000 Penalty: 12204.364258 Iteration 4F: 3 clusters Score -4918602 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 11815 members Entering Unmasked Estep Score: -4919158.500000 Penalty: 12204.364258 Iteration 5Q: 3 clusters Score -4919158 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -4919607.500000 Penalty: 12204.364258 Iteration 6Q: 3 clusters Score -4919608 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -4919967.500000 Penalty: 12204.364258 Iteration 7Q: 3 clusters Score -4919968 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -4920333.500000 Penalty: 12204.364258 Iteration 8Q: 3 clusters Score -4920334 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 13456 members Entering Unmasked Estep Score: -4920663.000000 Penalty: 12204.364258 Iteration 9Q: 3 clusters Score -4920663 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 14068 members Entering Unmasked Estep Score: -4921068.500000 Penalty: 12204.364258 Iteration 10Q: 3 clusters Score -4921068 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 14777 members Entering Unmasked Estep Score: -4921544.500000 Penalty: 12204.364258 Iteration 11Q: 3 clusters Score -4921544 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 15549 members Entering Unmasked Estep Score: -4922042.500000 Penalty: 12204.364258 Iteration 12Q: 3 clusters Score -4922042 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 16318 members Entering Unmasked Estep Score: -4922584.500000 Penalty: 12204.364258 Iteration 13Q: 3 clusters Score -4922584 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -4923086.000000 Penalty: 12204.364258 Iteration 14Q: 3 clusters Score -4923086 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 17672 members Entering Unmasked Estep Score: -4923532.500000 Penalty: 12204.364258 Iteration 15Q: 3 clusters Score -4923532 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 18147 members Entering Unmasked Estep Score: -4923838.500000 Penalty: 12204.364258 Iteration 16Q: 3 clusters Score -4923838 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 18502 members Entering Unmasked Estep Score: -4924071.500000 Penalty: 12204.364258 Iteration 17Q: 3 clusters Score -4924072 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 18777 members Entering Unmasked Estep Score: -4924224.500000 Penalty: 12204.364258 Iteration 18Q: 3 clusters Score -4924224 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 18937 members Entering Unmasked Estep Score: -4924311.000000 Penalty: 12204.364258 Iteration 19Q: 3 clusters Score -4924311 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 19047 members Entering Unmasked Estep Score: -4924417.000000 Penalty: 12204.364258 Iteration 20F: 3 clusters Score -4924417 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 19130 members Entering Unmasked Estep Score: -4924461.500000 Penalty: 12204.364258 Iteration 21Q: 3 clusters Score -4924462 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 19189 members Entering Unmasked Estep Score: -4924495.500000 Penalty: 12204.364258 Iteration 22Q: 3 clusters Score -4924496 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 19239 members Entering Unmasked Estep Score: -4924521.500000 Penalty: 12204.364258 Iteration 23Q: 3 clusters Score -4924522 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 19287 members Entering Unmasked Estep Score: -4924564.000000 Penalty: 12204.364258 Iteration 24Q: 3 clusters Score -4924564 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 19317 members Entering Unmasked Estep Score: -4924580.500000 Penalty: 12204.364258 Iteration 25Q: 3 clusters Score -4924580 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 19345 members Entering Unmasked Estep Score: -4924589.500000 Penalty: 12204.364258 Iteration 26Q: 3 clusters Score -4924590 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 19369 members Entering Unmasked Estep Score: -4924600.500000 Penalty: 12204.364258 Iteration 27Q: 3 clusters Score -4924600 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 19386 members Entering Unmasked Estep Score: -4924608.500000 Penalty: 12204.364258 Iteration 28Q: 3 clusters Score -4924608 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 19404 members Entering Unmasked Estep Score: -4924613.500000 Penalty: 12204.364258 Iteration 29Q: 3 clusters Score -4924614 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 19412 members Entering Unmasked Estep Score: -4924621.500000 Penalty: 12204.364258 Iteration 30Q: 3 clusters Score -4924622 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 19418 members Entering Unmasked Estep Score: -4924621.500000 Penalty: 12204.364258 Iteration 31Q: 3 clusters Score -4924622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -4924625.000000 Penalty: 12204.364258 Iteration 32Q: 3 clusters Score -4924625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 19426 members Entering Unmasked Estep Score: -4924625.500000 Penalty: 12204.364258 Iteration 33Q: 3 clusters Score -4924626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 19429 members Entering Unmasked Estep Score: -4924628.000000 Penalty: 12204.364258 Iteration 34Q: 3 clusters Score -4924628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 19431 members Entering Unmasked Estep Score: -4924627.500000 Penalty: 12204.364258 Iteration 35Q: 3 clusters Score -4924628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 19431 members Entering Unmasked Estep Score: -4924629.500000 Penalty: 12204.364258 Iteration 36Q: 3 clusters Score -4924630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 19432 members Entering Unmasked Estep Score: -4924632.000000 Penalty: 12204.364258 Iteration 37Q: 3 clusters Score -4924632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 19431 members Entering Unmasked Estep Score: -4924632.500000 Penalty: 12204.364258 Iteration 38Q: 3 clusters Score -4924632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 19431 members Entering Unmasked Estep Score: -4924638.000000 Penalty: 12204.364258 Iteration 39F: 3 clusters Score -4924638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 19429 members Entering Unmasked Estep Score: -4924660.500000 Penalty: 12204.364258 Iteration 40F: 3 clusters Score -4924660 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 19433 members Entering Unmasked Estep Score: -4924675.000000 Penalty: 12204.364258 Iteration 41Q: 3 clusters Score -4924675 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 19445 members Entering Unmasked Estep Score: -4924675.000000 Penalty: 12204.364258 Iteration 42Q: 3 clusters Score -4924675 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 19461 members Entering Unmasked Estep Score: -4924677.500000 Penalty: 12204.364258 Iteration 43Q: 3 clusters Score -4924678 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 19469 members Entering Unmasked Estep Score: -4924687.500000 Penalty: 12204.364258 Iteration 44Q: 3 clusters Score -4924688 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 19477 members Entering Unmasked Estep Score: -4924690.500000 Penalty: 12204.364258 Iteration 45Q: 3 clusters Score -4924690 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 19481 members Entering Unmasked Estep Score: -4924743.000000 Penalty: 12204.364258 Iteration 46Q: 3 clusters Score -4924743 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 19488 members Entering Unmasked Estep Score: -4924796.500000 Penalty: 12204.364258 Iteration 47Q: 3 clusters Score -4924796 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 19496 members Entering Unmasked Estep Score: -4924859.500000 Penalty: 12204.364258 Iteration 48Q: 3 clusters Score -4924860 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 19512 members Entering Unmasked Estep Score: -4924951.500000 Penalty: 12204.364258 Iteration 49Q: 3 clusters Score -4924952 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 19526 members Entering Unmasked Estep Score: -4924990.500000 Penalty: 12204.364258 Iteration 50Q: 3 clusters Score -4924990 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 19538 members Entering Unmasked Estep Score: -4925148.500000 Penalty: 12204.364258 Iteration 51Q: 3 clusters Score -4925148 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 19543 members Entering Unmasked Estep Score: -4925240.000000 Penalty: 12204.364258 Iteration 52Q: 3 clusters Score -4925240 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 19547 members Entering Unmasked Estep Score: -4925320.000000 Penalty: 12204.364258 Iteration 53Q: 3 clusters Score -4925320 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 19541 members Entering Unmasked Estep Score: -4925335.500000 Penalty: 12204.364258 Iteration 54Q: 3 clusters Score -4925336 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 19548 members Entering Unmasked Estep Score: -4925403.500000 Penalty: 12204.364258 Iteration 55Q: 3 clusters Score -4925404 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 19559 members Entering Unmasked Estep Score: -4925441.500000 Penalty: 12204.364258 Iteration 56Q: 3 clusters Score -4925442 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 19554 members Entering Unmasked Estep Score: -4925467.500000 Penalty: 12204.364258 Iteration 57Q: 3 clusters Score -4925468 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 19557 members Entering Unmasked Estep Score: -4925476.500000 Penalty: 12204.364258 Iteration 58Q: 3 clusters Score -4925476 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 19550 members Entering Unmasked Estep Score: -4925488.500000 Penalty: 12204.364258 Iteration 59Q: 3 clusters Score -4925488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 19549 members Entering Unmasked Estep Score: -4925994.000000 Penalty: 12204.364258 Iteration 60F: 3 clusters Score -4925994 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 19513 members Entering Unmasked Estep Score: -4926375.000000 Penalty: 12204.364258 Iteration 61Q: 3 clusters Score -4926375 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 19499 members Entering Unmasked Estep Score: -4926463.500000 Penalty: 12204.364258 Iteration 62Q: 3 clusters Score -4926464 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 19505 members Entering Unmasked Estep Score: -4926491.000000 Penalty: 12204.364258 Iteration 63Q: 3 clusters Score -4926491 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 19520 members Entering Unmasked Estep Score: -4926537.500000 Penalty: 12204.364258 Iteration 64Q: 3 clusters Score -4926538 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 19524 members Entering Unmasked Estep Score: -4926539.500000 Penalty: 12204.364258 Iteration 65Q: 3 clusters Score -4926540 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 19533 members Entering Unmasked Estep Score: -4926557.000000 Penalty: 12204.364258 Iteration 66Q: 3 clusters Score -4926557 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 19536 members Entering Unmasked Estep Score: -4926573.500000 Penalty: 12204.364258 Iteration 67Q: 3 clusters Score -4926574 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 19542 members Entering Unmasked Estep Score: -4926579.000000 Penalty: 12204.364258 Iteration 68Q: 3 clusters Score -4926579 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 19542 members Entering Unmasked Estep Score: -4926582.500000 Penalty: 12204.364258 Iteration 69Q: 3 clusters Score -4926582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 19543 members Entering Unmasked Estep Score: -4926581.500000 Penalty: 12204.364258 Iteration 70Q: 3 clusters Score -4926582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 19544 members Entering Unmasked Estep Score: -4926582.500000 Penalty: 12204.364258 Iteration 71Q: 3 clusters Score -4926582 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 19544 members Entering Unmasked Estep Score: -4926582.500000 Penalty: 12204.364258 Iteration 72F: 3 clusters Score -4926582 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Entering Unmasked Estep Score: -345899.250000 Penalty: 4496.659180 Iteration 0F: 2 clusters Score -345899.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -341372.750000 Penalty: 8993.318359 Iteration 0F: 3 clusters Score -341372.8 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -342124.781250 Penalty: 8993.318359 Iteration 1F: 3 clusters Score -342124.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -342678.625000 Penalty: 8993.318359 Iteration 2F: 3 clusters Score -342678.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -343536.343750 Penalty: 8993.318359 Iteration 3F: 3 clusters Score -343536.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -344494.281250 Penalty: 8993.318359 Iteration 4F: 3 clusters Score -344494.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -345248.281250 Penalty: 8993.318359 Iteration 5F: 3 clusters Score -345248.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -345641.531250 Penalty: 8993.318359 Iteration 6Q: 3 clusters Score -345641.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -345744.593750 Penalty: 8993.318359 Iteration 7Q: 3 clusters Score -345744.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -345790.125000 Penalty: 8993.318359 Iteration 8Q: 3 clusters Score -345790.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -345802.562500 Penalty: 8993.318359 Iteration 9Q: 3 clusters Score -345802.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -345802.562500 Penalty: 8993.318359 Iteration 10F: 3 clusters Score -345802.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (45979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45979 members Entering Unmasked Estep Score: -10910895.000000 Penalty: 6575.763184 Iteration 0F: 2 clusters Score -1.09109e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22931 members Mstep: Class 2 contains 23048 members Entering Unmasked Estep Score: -10877885.000000 Penalty: 13151.526367 Iteration 0F: 3 clusters Score -1.087788e+07 nChanged 19976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22649 members Mstep: Class 2 contains 23330 members Entering Unmasked Estep Score: -10888382.000000 Penalty: 13151.526367 Iteration 1F: 3 clusters Score -1.088838e+07 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22368 members Mstep: Class 2 contains 23611 members Entering Unmasked Estep Score: -10889446.000000 Penalty: 13151.526367 Iteration 2F: 3 clusters Score -1.088945e+07 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21967 members Mstep: Class 2 contains 24012 members Entering Unmasked Estep Score: -10890401.000000 Penalty: 13151.526367 Iteration 3Q: 3 clusters Score -1.08904e+07 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21443 members Mstep: Class 2 contains 24536 members Entering Unmasked Estep Score: -10891318.000000 Penalty: 13151.526367 Iteration 4Q: 3 clusters Score -1.089132e+07 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20724 members Mstep: Class 2 contains 25255 members Entering Unmasked Estep Score: -10892426.000000 Penalty: 13151.526367 Iteration 5Q: 3 clusters Score -1.089243e+07 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19734 members Mstep: Class 2 contains 26245 members Entering Unmasked Estep Score: -10893698.000000 Penalty: 13151.526367 Iteration 6F: 3 clusters Score -1.08937e+07 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18431 members Mstep: Class 2 contains 27548 members Entering Unmasked Estep Score: -10895381.000000 Penalty: 13151.526367 Iteration 7F: 3 clusters Score -1.089538e+07 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16948 members Mstep: Class 2 contains 29031 members Entering Unmasked Estep Score: -10897003.000000 Penalty: 13151.526367 Iteration 8F: 3 clusters Score -1.0897e+07 nChanged 2504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15528 members Mstep: Class 2 contains 30451 members Entering Unmasked Estep Score: -10898506.000000 Penalty: 13151.526367 Iteration 9F: 3 clusters Score -1.089851e+07 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14277 members Mstep: Class 2 contains 31702 members Entering Unmasked Estep Score: -10899547.000000 Penalty: 13151.526367 Iteration 10Q: 3 clusters Score -1.089955e+07 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13173 members Mstep: Class 2 contains 32806 members Entering Unmasked Estep Score: -10900371.000000 Penalty: 13151.526367 Iteration 11Q: 3 clusters Score -1.090037e+07 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 33786 members Entering Unmasked Estep Score: -10901008.000000 Penalty: 13151.526367 Iteration 12Q: 3 clusters Score -1.090101e+07 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 34646 members Entering Unmasked Estep Score: -10901405.000000 Penalty: 13151.526367 Iteration 13Q: 3 clusters Score -1.09014e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 35385 members Entering Unmasked Estep Score: -10901781.000000 Penalty: 13151.526367 Iteration 14Q: 3 clusters Score -1.090178e+07 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 36111 members Entering Unmasked Estep Score: -10902144.000000 Penalty: 13151.526367 Iteration 15Q: 3 clusters Score -1.090214e+07 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 36829 members Entering Unmasked Estep Score: -10902486.000000 Penalty: 13151.526367 Iteration 16Q: 3 clusters Score -1.090249e+07 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 37480 members Entering Unmasked Estep Score: -10902753.000000 Penalty: 13151.526367 Iteration 17Q: 3 clusters Score -1.090275e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 38058 members Entering Unmasked Estep Score: -10903112.000000 Penalty: 13151.526367 Iteration 18Q: 3 clusters Score -1.090311e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 38590 members Entering Unmasked Estep Score: -10903404.000000 Penalty: 13151.526367 Iteration 19Q: 3 clusters Score -1.09034e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 39061 members Entering Unmasked Estep Score: -10903625.000000 Penalty: 13151.526367 Iteration 20F: 3 clusters Score -1.090362e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 39492 members Entering Unmasked Estep Score: -10903896.000000 Penalty: 13151.526367 Iteration 21Q: 3 clusters Score -1.09039e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 39872 members Entering Unmasked Estep Score: -10904124.000000 Penalty: 13151.526367 Iteration 22Q: 3 clusters Score -1.090412e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 40242 members Entering Unmasked Estep Score: -10904303.000000 Penalty: 13151.526367 Iteration 23Q: 3 clusters Score -1.09043e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 40585 members Entering Unmasked Estep Score: -10904469.000000 Penalty: 13151.526367 Iteration 24Q: 3 clusters Score -1.090447e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 40899 members Entering Unmasked Estep Score: -10904635.000000 Penalty: 13151.526367 Iteration 25Q: 3 clusters Score -1.090464e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 41168 members Entering Unmasked Estep Score: -10904775.000000 Penalty: 13151.526367 Iteration 26Q: 3 clusters Score -1.090478e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 41391 members Entering Unmasked Estep Score: -10904886.000000 Penalty: 13151.526367 Iteration 27Q: 3 clusters Score -1.090489e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 41577 members Entering Unmasked Estep Score: -10904930.000000 Penalty: 13151.526367 Iteration 28Q: 3 clusters Score -1.090493e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 41754 members Entering Unmasked Estep Score: -10905025.000000 Penalty: 13151.526367 Iteration 29Q: 3 clusters Score -1.090502e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 41908 members Entering Unmasked Estep Score: -10905080.000000 Penalty: 13151.526367 Iteration 30Q: 3 clusters Score -1.090508e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 42049 members Entering Unmasked Estep Score: -10905188.000000 Penalty: 13151.526367 Iteration 31Q: 3 clusters Score -1.090519e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 42172 members Entering Unmasked Estep Score: -10905239.000000 Penalty: 13151.526367 Iteration 32Q: 3 clusters Score -1.090524e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 42284 members Entering Unmasked Estep Score: -10905249.000000 Penalty: 13151.526367 Iteration 33Q: 3 clusters Score -1.090525e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 42381 members Entering Unmasked Estep Score: -10905322.000000 Penalty: 13151.526367 Iteration 34Q: 3 clusters Score -1.090532e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 42463 members Entering Unmasked Estep Score: -10905330.000000 Penalty: 13151.526367 Iteration 35Q: 3 clusters Score -1.090533e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 42544 members Entering Unmasked Estep Score: -10905362.000000 Penalty: 13151.526367 Iteration 36Q: 3 clusters Score -1.090536e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 42614 members Entering Unmasked Estep Score: -10905385.000000 Penalty: 13151.526367 Iteration 37Q: 3 clusters Score -1.090538e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 42679 members Entering Unmasked Estep Score: -10905429.000000 Penalty: 13151.526367 Iteration 38Q: 3 clusters Score -1.090543e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 42725 members Entering Unmasked Estep Score: -10905425.000000 Penalty: 13151.526367 Iteration 39Q: 3 clusters Score -1.090542e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 42769 members Entering Unmasked Estep Score: -10905457.000000 Penalty: 13151.526367 Iteration 40F: 3 clusters Score -1.090546e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 42809 members Entering Unmasked Estep Score: -10905444.000000 Penalty: 13151.526367 Iteration 41Q: 3 clusters Score -1.090544e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 42855 members Entering Unmasked Estep Score: -10905463.000000 Penalty: 13151.526367 Iteration 42Q: 3 clusters Score -1.090546e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 42887 members Entering Unmasked Estep Score: -10905498.000000 Penalty: 13151.526367 Iteration 43Q: 3 clusters Score -1.09055e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 42927 members Entering Unmasked Estep Score: -10905521.000000 Penalty: 13151.526367 Iteration 44Q: 3 clusters Score -1.090552e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 42967 members Entering Unmasked Estep Score: -10905544.000000 Penalty: 13151.526367 Iteration 45Q: 3 clusters Score -1.090554e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 43011 members Entering Unmasked Estep Score: -10905577.000000 Penalty: 13151.526367 Iteration 46Q: 3 clusters Score -1.090558e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 43058 members Entering Unmasked Estep Score: -10905624.000000 Penalty: 13151.526367 Iteration 47Q: 3 clusters Score -1.090562e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 43114 members Entering Unmasked Estep Score: -10905629.000000 Penalty: 13151.526367 Iteration 48Q: 3 clusters Score -1.090563e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 43171 members Entering Unmasked Estep Score: -10905658.000000 Penalty: 13151.526367 Iteration 49Q: 3 clusters Score -1.090566e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 43228 members Entering Unmasked Estep Score: -10905659.000000 Penalty: 13151.526367 Iteration 50Q: 3 clusters Score -1.090566e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 43281 members Entering Unmasked Estep Score: -10905713.000000 Penalty: 13151.526367 Iteration 51Q: 3 clusters Score -1.090571e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 43335 members Entering Unmasked Estep Score: -10905767.000000 Penalty: 13151.526367 Iteration 52Q: 3 clusters Score -1.090577e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 43396 members Entering Unmasked Estep Score: -10905810.000000 Penalty: 13151.526367 Iteration 53Q: 3 clusters Score -1.090581e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 43456 members Entering Unmasked Estep Score: -10905811.000000 Penalty: 13151.526367 Iteration 54Q: 3 clusters Score -1.090581e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 43523 members Entering Unmasked Estep Score: -10905870.000000 Penalty: 13151.526367 Iteration 55Q: 3 clusters Score -1.090587e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 43579 members Entering Unmasked Estep Score: -10905932.000000 Penalty: 13151.526367 Iteration 56Q: 3 clusters Score -1.090593e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 43621 members Entering Unmasked Estep Score: -10905955.000000 Penalty: 13151.526367 Iteration 57Q: 3 clusters Score -1.090596e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 43652 members Entering Unmasked Estep Score: -10905982.000000 Penalty: 13151.526367 Iteration 58Q: 3 clusters Score -1.090598e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 43683 members Entering Unmasked Estep Score: -10905990.000000 Penalty: 13151.526367 Iteration 59Q: 3 clusters Score -1.090599e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 43716 members Entering Unmasked Estep Score: -10906010.000000 Penalty: 13151.526367 Iteration 60F: 3 clusters Score -1.090601e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 43746 members Entering Unmasked Estep Score: -10906019.000000 Penalty: 13151.526367 Iteration 61Q: 3 clusters Score -1.090602e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 43771 members Entering Unmasked Estep Score: -10906027.000000 Penalty: 13151.526367 Iteration 62Q: 3 clusters Score -1.090603e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 43790 members Entering Unmasked Estep Score: -10906034.000000 Penalty: 13151.526367 Iteration 63Q: 3 clusters Score -1.090603e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 43814 members Entering Unmasked Estep Score: -10906035.000000 Penalty: 13151.526367 Iteration 64Q: 3 clusters Score -1.090604e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 43825 members Entering Unmasked Estep Score: -10906062.000000 Penalty: 13151.526367 Iteration 65Q: 3 clusters Score -1.090606e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 43842 members Entering Unmasked Estep Score: -10906058.000000 Penalty: 13151.526367 Iteration 66Q: 3 clusters Score -1.090606e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 43863 members Entering Unmasked Estep Score: -10906060.000000 Penalty: 13151.526367 Iteration 67Q: 3 clusters Score -1.090606e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 43884 members Entering Unmasked Estep Score: -10906060.000000 Penalty: 13151.526367 Iteration 68Q: 3 clusters Score -1.090606e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 43898 members Entering Unmasked Estep Score: -10906068.000000 Penalty: 13151.526367 Iteration 69Q: 3 clusters Score -1.090607e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 43914 members Entering Unmasked Estep Score: -10906073.000000 Penalty: 13151.526367 Iteration 70Q: 3 clusters Score -1.090607e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 43923 members Entering Unmasked Estep Score: -10906086.000000 Penalty: 13151.526367 Iteration 71Q: 3 clusters Score -1.090609e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 43934 members Entering Unmasked Estep Score: -10906108.000000 Penalty: 13151.526367 Iteration 72Q: 3 clusters Score -1.090611e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 43939 members Entering Unmasked Estep Score: -10906121.000000 Penalty: 13151.526367 Iteration 73Q: 3 clusters Score -1.090612e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 43946 members Entering Unmasked Estep Score: -10906103.000000 Penalty: 13151.526367 Iteration 74Q: 3 clusters Score -1.09061e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 43951 members Entering Unmasked Estep Score: -10906108.000000 Penalty: 13151.526367 Iteration 75Q: 3 clusters Score -1.090611e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 43952 members Entering Unmasked Estep Score: -10906106.000000 Penalty: 13151.526367 Iteration 76Q: 3 clusters Score -1.090611e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 43951 members Entering Unmasked Estep Score: -10906109.000000 Penalty: 13151.526367 Iteration 77Q: 3 clusters Score -1.090611e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 43950 members Entering Unmasked Estep Score: -10906111.000000 Penalty: 13151.526367 Iteration 78Q: 3 clusters Score -1.090611e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 43952 members Entering Unmasked Estep Score: -10906107.000000 Penalty: 13151.526367 Iteration 79Q: 3 clusters Score -1.090611e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 43956 members Entering Unmasked Estep Score: -10906119.000000 Penalty: 13151.526367 Iteration 80F: 3 clusters Score -1.090612e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 43958 members Entering Unmasked Estep Score: -10906116.000000 Penalty: 13151.526367 Iteration 81Q: 3 clusters Score -1.090612e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 43958 members Entering Unmasked Estep Score: -10906116.000000 Penalty: 13151.526367 Iteration 82F: 3 clusters Score -1.090612e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Entering Unmasked Estep Score: -469783.093750 Penalty: 4771.041016 Iteration 0F: 2 clusters Score -469783.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -465083.125000 Penalty: 9542.082031 Iteration 0F: 3 clusters Score -465083.1 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -468332.312500 Penalty: 9542.082031 Iteration 1F: 3 clusters Score -468332.3 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -471998.437500 Penalty: 9542.082031 Iteration 2F: 3 clusters Score -471998.4 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -476443.093750 Penalty: 9542.082031 Iteration 3F: 3 clusters Score -476443.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -478200.250000 Penalty: 9542.082031 Iteration 4F: 3 clusters Score -478200.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -478971.437500 Penalty: 9542.082031 Iteration 5Q: 3 clusters Score -478971.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -480341.281250 Penalty: 9542.082031 Iteration 6Q: 3 clusters Score -480341.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -481585.500000 Penalty: 9542.082031 Iteration 7Q: 3 clusters Score -481585.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -481599.156250 Penalty: 9542.082031 Iteration 8Q: 3 clusters Score -481599.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -481606.468750 Penalty: 9542.082031 Iteration 9F: 3 clusters Score -481606.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -481638.500000 Penalty: 9542.082031 Iteration 10Q: 3 clusters Score -481638.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -481665.062500 Penalty: 9542.082031 Iteration 11Q: 3 clusters Score -481665.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -481686.000000 Penalty: 9542.082031 Iteration 12Q: 3 clusters Score -481686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -481690.468750 Penalty: 9542.082031 Iteration 13Q: 3 clusters Score -481690.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -481693.781250 Penalty: 9542.082031 Iteration 14F: 3 clusters Score -481693.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -481711.718750 Penalty: 9542.082031 Iteration 15Q: 3 clusters Score -481711.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -481716.031250 Penalty: 9542.082031 Iteration 16Q: 3 clusters Score -481716 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -481720.937500 Penalty: 9542.082031 Iteration 17Q: 3 clusters Score -481720.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -481773.093750 Penalty: 9542.082031 Iteration 18Q: 3 clusters Score -481773.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -481810.375000 Penalty: 9542.082031 Iteration 19Q: 3 clusters Score -481810.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -481818.968750 Penalty: 9542.082031 Iteration 20F: 3 clusters Score -481819 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -481824.875000 Penalty: 9542.082031 Iteration 21Q: 3 clusters Score -481824.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -481829.812500 Penalty: 9542.082031 Iteration 22Q: 3 clusters Score -481829.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -481902.718750 Penalty: 9542.082031 Iteration 23Q: 3 clusters Score -481902.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -481913.375000 Penalty: 9542.082031 Iteration 24Q: 3 clusters Score -481913.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -481913.375000 Penalty: 9542.082031 Iteration 25F: 3 clusters Score -481913.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 11671 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 16370 members Mstep: Class 6 contains 10130 members Mstep: Class 7 contains 3400 members Mstep: Class 8 contains 28417 members Mstep: Class 9 contains 44649 members Mstep: Class 10 contains 265 members Mstep: Class 11 contains 22837 members Mstep: Class 12 contains 118883 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 493 members Mstep: Class 15 contains 8612 members Mstep: Class 16 contains 2037 members Mstep: Class 17 contains 41489 members Mstep: Class 18 contains 21221 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 45979 members Mstep: Class 21 contains 1468 members Mstep: Class 22 contains 23595 members Mstep: Class 23 contains 10117 members Mstep: Class 24 contains 947 members Entering Unmasked Estep Score: -101668752.000000 Penalty: 190973.375000 Splitting cluster 21 changes total score from -101648912.000000 to -101668752.000000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 11671 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 16370 members Mstep: Class 6 contains 10130 members Mstep: Class 8 contains 28417 members Mstep: Class 9 contains 44649 members Mstep: Class 11 contains 22837 members Mstep: Class 12 contains 118883 members Mstep: Class 13 contains 21549 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 2037 members Mstep: Class 17 contains 41489 members Mstep: Class 18 contains 21221 members Mstep: Class 19 contains 1543 members Mstep: Class 20 contains 45979 members Mstep: Class 21 contains 1468 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 5148.525879 but Gain 7957.218750 Score: -101677032.000000 Penalty: 183016.156250 Iteration 39Q: 24 clusters Score -1.01677e+08 nChanged 8110 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 937 members Mstep: Class 3 contains 11213 members Mstep: Class 4 contains 884 members Mstep: Class 5 contains 16886 members Mstep: Class 6 contains 10782 members Mstep: Class 7 contains 3977 members Mstep: Class 8 contains 28363 members Mstep: Class 9 contains 44877 members Mstep: Class 11 contains 22661 members Mstep: Class 12 contains 118643 members Mstep: Class 13 contains 21484 members Mstep: Class 14 contains 487 members Mstep: Class 15 contains 8467 members Mstep: Class 16 contains 2343 members Mstep: Class 17 contains 42025 members Mstep: Class 18 contains 21166 members Mstep: Class 19 contains 1510 members Mstep: Class 20 contains 45339 members Mstep: Class 21 contains 1467 members Mstep: Class 22 contains 23228 members Mstep: Class 23 contains 9519 members Mstep: Class 24 contains 1152 members Entering Unmasked Estep ConsiderDeletion Score: -101685192.000000 Penalty: 183016.156250 Iteration 40F: 24 clusters Score -1.016852e+08 nChanged 5085 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 10841 members Mstep: Class 4 contains 936 members Mstep: Class 5 contains 17185 members Mstep: Class 6 contains 11286 members Mstep: Class 7 contains 4304 members Mstep: Class 8 contains 28199 members Mstep: Class 9 contains 44919 members Mstep: Class 11 contains 22480 members Mstep: Class 12 contains 118278 members Mstep: Class 13 contains 21377 members Mstep: Class 14 contains 477 members Mstep: Class 15 contains 8462 members Mstep: Class 16 contains 2531 members Mstep: Class 17 contains 42498 members Mstep: Class 18 contains 21087 members Mstep: Class 19 contains 1459 members Mstep: Class 20 contains 44698 members Mstep: Class 21 contains 1469 members Mstep: Class 22 contains 23153 members Mstep: Class 23 contains 9676 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101688144.000000 Penalty: 183016.156250 Iteration 41Q: 24 clusters Score -1.016881e+08 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 960 members Mstep: Class 3 contains 10567 members Mstep: Class 4 contains 988 members Mstep: Class 5 contains 17431 members Mstep: Class 6 contains 11711 members Mstep: Class 7 contains 4410 members Mstep: Class 8 contains 28021 members Mstep: Class 9 contains 45016 members Mstep: Class 11 contains 22336 members Mstep: Class 12 contains 118080 members Mstep: Class 13 contains 21306 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 2720 members Mstep: Class 17 contains 42965 members Mstep: Class 18 contains 20999 members Mstep: Class 19 contains 1407 members Mstep: Class 20 contains 44102 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 23093 members Mstep: Class 23 contains 9745 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101690520.000000 Penalty: 183016.156250 Iteration 42Q: 24 clusters Score -1.016905e+08 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 966 members Mstep: Class 3 contains 10373 members Mstep: Class 4 contains 998 members Mstep: Class 5 contains 17558 members Mstep: Class 6 contains 12068 members Mstep: Class 7 contains 4449 members Mstep: Class 8 contains 27866 members Mstep: Class 9 contains 45110 members Mstep: Class 11 contains 22230 members Mstep: Class 12 contains 117964 members Mstep: Class 13 contains 21224 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 8487 members Mstep: Class 16 contains 2900 members Mstep: Class 17 contains 43403 members Mstep: Class 18 contains 20922 members Mstep: Class 19 contains 1410 members Mstep: Class 20 contains 43548 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 23054 members Mstep: Class 23 contains 9808 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101691464.000000 Penalty: 183016.156250 Iteration 43Q: 24 clusters Score -1.016915e+08 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 975 members Mstep: Class 3 contains 10235 members Mstep: Class 4 contains 1001 members Mstep: Class 5 contains 17602 members Mstep: Class 6 contains 12368 members Mstep: Class 7 contains 4463 members Mstep: Class 8 contains 27742 members Mstep: Class 9 contains 45168 members Mstep: Class 11 contains 22175 members Mstep: Class 12 contains 117900 members Mstep: Class 13 contains 21198 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 8499 members Mstep: Class 16 contains 3027 members Mstep: Class 17 contains 43847 members Mstep: Class 18 contains 20845 members Mstep: Class 19 contains 1421 members Mstep: Class 20 contains 43010 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 23022 members Mstep: Class 23 contains 9842 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101691896.000000 Penalty: 183016.156250 Iteration 44Q: 24 clusters Score -1.016919e+08 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 981 members Mstep: Class 3 contains 10153 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17638 members Mstep: Class 6 contains 12606 members Mstep: Class 7 contains 4469 members Mstep: Class 8 contains 27647 members Mstep: Class 9 contains 45212 members Mstep: Class 11 contains 22131 members Mstep: Class 12 contains 117865 members Mstep: Class 13 contains 21153 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 8506 members Mstep: Class 16 contains 3123 members Mstep: Class 17 contains 44247 members Mstep: Class 18 contains 20780 members Mstep: Class 19 contains 1430 members Mstep: Class 20 contains 42529 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 23005 members Mstep: Class 23 contains 9868 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692232.000000 Penalty: 183016.156250 Iteration 45Q: 24 clusters Score -1.016922e+08 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 985 members Mstep: Class 3 contains 10093 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17662 members Mstep: Class 6 contains 12823 members Mstep: Class 7 contains 4482 members Mstep: Class 8 contains 27555 members Mstep: Class 9 contains 45232 members Mstep: Class 11 contains 22108 members Mstep: Class 12 contains 117846 members Mstep: Class 13 contains 21134 members Mstep: Class 14 contains 457 members Mstep: Class 15 contains 8507 members Mstep: Class 16 contains 3180 members Mstep: Class 17 contains 44575 members Mstep: Class 18 contains 20722 members Mstep: Class 19 contains 1435 members Mstep: Class 20 contains 42127 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22994 members Mstep: Class 23 contains 9884 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692256.000000 Penalty: 183016.156250 Iteration 46Q: 24 clusters Score -1.016923e+08 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 985 members Mstep: Class 3 contains 10049 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17689 members Mstep: Class 6 contains 12962 members Mstep: Class 7 contains 4491 members Mstep: Class 8 contains 27467 members Mstep: Class 9 contains 45263 members Mstep: Class 11 contains 22088 members Mstep: Class 12 contains 117859 members Mstep: Class 13 contains 21130 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 8512 members Mstep: Class 16 contains 3237 members Mstep: Class 17 contains 44824 members Mstep: Class 18 contains 20675 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 41804 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22983 members Mstep: Class 23 contains 9891 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692424.000000 Penalty: 183016.156250 Iteration 47Q: 24 clusters Score -1.016924e+08 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 985 members Mstep: Class 3 contains 10017 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17716 members Mstep: Class 6 contains 13087 members Mstep: Class 7 contains 4494 members Mstep: Class 8 contains 27408 members Mstep: Class 9 contains 45281 members Mstep: Class 11 contains 22069 members Mstep: Class 12 contains 117871 members Mstep: Class 13 contains 21124 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8512 members Mstep: Class 16 contains 3287 members Mstep: Class 17 contains 45063 members Mstep: Class 18 contains 20626 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 41494 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22983 members Mstep: Class 23 contains 9893 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692232.000000 Penalty: 183016.156250 Iteration 48Q: 24 clusters Score -1.016922e+08 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 985 members Mstep: Class 3 contains 9993 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17734 members Mstep: Class 6 contains 13200 members Mstep: Class 7 contains 4500 members Mstep: Class 8 contains 27357 members Mstep: Class 9 contains 45295 members Mstep: Class 11 contains 22054 members Mstep: Class 12 contains 117882 members Mstep: Class 13 contains 21117 members Mstep: Class 14 contains 453 members Mstep: Class 15 contains 8514 members Mstep: Class 16 contains 3329 members Mstep: Class 17 contains 45308 members Mstep: Class 18 contains 20590 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 41189 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22976 members Mstep: Class 23 contains 9888 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692344.000000 Penalty: 183016.156250 Iteration 49Q: 24 clusters Score -1.016923e+08 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 986 members Mstep: Class 3 contains 9976 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17755 members Mstep: Class 6 contains 13302 members Mstep: Class 7 contains 4503 members Mstep: Class 8 contains 27302 members Mstep: Class 9 contains 45306 members Mstep: Class 11 contains 22046 members Mstep: Class 12 contains 117888 members Mstep: Class 13 contains 21105 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8516 members Mstep: Class 16 contains 3351 members Mstep: Class 17 contains 45498 members Mstep: Class 18 contains 20551 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 40953 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22973 members Mstep: Class 23 contains 9901 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692432.000000 Penalty: 183016.156250 Iteration 50Q: 24 clusters Score -1.016924e+08 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 986 members Mstep: Class 3 contains 9956 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17766 members Mstep: Class 6 contains 13389 members Mstep: Class 7 contains 4506 members Mstep: Class 8 contains 27268 members Mstep: Class 9 contains 45318 members Mstep: Class 11 contains 22035 members Mstep: Class 12 contains 117887 members Mstep: Class 13 contains 21088 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8517 members Mstep: Class 16 contains 3368 members Mstep: Class 17 contains 45685 members Mstep: Class 18 contains 20521 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 40743 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22972 members Mstep: Class 23 contains 9907 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692360.000000 Penalty: 183016.156250 Iteration 51Q: 24 clusters Score -1.016924e+08 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 986 members Mstep: Class 3 contains 9929 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17772 members Mstep: Class 6 contains 13477 members Mstep: Class 7 contains 4508 members Mstep: Class 8 contains 27237 members Mstep: Class 9 contains 45332 members Mstep: Class 11 contains 22029 members Mstep: Class 12 contains 117898 members Mstep: Class 13 contains 21087 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8515 members Mstep: Class 16 contains 3375 members Mstep: Class 17 contains 45866 members Mstep: Class 18 contains 20483 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 40542 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22972 members Mstep: Class 23 contains 9904 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692512.000000 Penalty: 183016.156250 Iteration 52Q: 24 clusters Score -1.016925e+08 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9913 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17769 members Mstep: Class 6 contains 13556 members Mstep: Class 7 contains 4506 members Mstep: Class 8 contains 27215 members Mstep: Class 9 contains 45328 members Mstep: Class 11 contains 22028 members Mstep: Class 12 contains 117913 members Mstep: Class 13 contains 21086 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8518 members Mstep: Class 16 contains 3384 members Mstep: Class 17 contains 46025 members Mstep: Class 18 contains 20447 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 40366 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22968 members Mstep: Class 23 contains 9903 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692600.000000 Penalty: 183016.156250 Iteration 53Q: 24 clusters Score -1.016926e+08 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9902 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17765 members Mstep: Class 6 contains 13616 members Mstep: Class 7 contains 4505 members Mstep: Class 8 contains 27199 members Mstep: Class 9 contains 45324 members Mstep: Class 11 contains 22021 members Mstep: Class 12 contains 117931 members Mstep: Class 13 contains 21077 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8520 members Mstep: Class 16 contains 3390 members Mstep: Class 17 contains 46180 members Mstep: Class 18 contains 20421 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 40201 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22967 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692648.000000 Penalty: 183016.156250 Iteration 54Q: 24 clusters Score -1.016926e+08 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9894 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17767 members Mstep: Class 6 contains 13674 members Mstep: Class 7 contains 4504 members Mstep: Class 8 contains 27182 members Mstep: Class 9 contains 45322 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117933 members Mstep: Class 13 contains 21093 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8519 members Mstep: Class 16 contains 3396 members Mstep: Class 17 contains 46318 members Mstep: Class 18 contains 20397 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 40036 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22966 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692552.000000 Penalty: 183016.156250 Iteration 55Q: 24 clusters Score -1.016926e+08 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9885 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17769 members Mstep: Class 6 contains 13711 members Mstep: Class 7 contains 4504 members Mstep: Class 8 contains 27171 members Mstep: Class 9 contains 45322 members Mstep: Class 11 contains 22013 members Mstep: Class 12 contains 117942 members Mstep: Class 13 contains 21113 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8518 members Mstep: Class 16 contains 3399 members Mstep: Class 17 contains 46424 members Mstep: Class 18 contains 20376 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 39906 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22966 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692624.000000 Penalty: 183016.156250 Iteration 56Q: 24 clusters Score -1.016926e+08 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9872 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17790 members Mstep: Class 6 contains 13740 members Mstep: Class 7 contains 4503 members Mstep: Class 8 contains 27158 members Mstep: Class 9 contains 45321 members Mstep: Class 11 contains 22005 members Mstep: Class 12 contains 117959 members Mstep: Class 13 contains 21130 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8516 members Mstep: Class 16 contains 3400 members Mstep: Class 17 contains 46518 members Mstep: Class 18 contains 20350 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 39793 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22966 members Mstep: Class 23 contains 9904 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692600.000000 Penalty: 183016.156250 Iteration 57Q: 24 clusters Score -1.016926e+08 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9863 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17795 members Mstep: Class 6 contains 13775 members Mstep: Class 7 contains 4503 members Mstep: Class 8 contains 27151 members Mstep: Class 9 contains 45313 members Mstep: Class 11 contains 22002 members Mstep: Class 12 contains 117973 members Mstep: Class 13 contains 21151 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8514 members Mstep: Class 16 contains 3400 members Mstep: Class 17 contains 46580 members Mstep: Class 18 contains 20325 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39708 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22967 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692640.000000 Penalty: 183016.156250 Iteration 58Q: 24 clusters Score -1.016926e+08 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9857 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17801 members Mstep: Class 6 contains 13802 members Mstep: Class 7 contains 4503 members Mstep: Class 8 contains 27138 members Mstep: Class 9 contains 45307 members Mstep: Class 11 contains 21999 members Mstep: Class 12 contains 117990 members Mstep: Class 13 contains 21162 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8514 members Mstep: Class 16 contains 3399 members Mstep: Class 17 contains 46627 members Mstep: Class 18 contains 20296 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39654 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22966 members Mstep: Class 23 contains 9911 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101692744.000000 Penalty: 183016.156250 Iteration 59Q: 24 clusters Score -1.016927e+08 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9852 members Mstep: Class 4 contains 1002 members Mstep: Class 5 contains 17803 members Mstep: Class 6 contains 13831 members Mstep: Class 7 contains 4503 members Mstep: Class 8 contains 27129 members Mstep: Class 9 contains 45301 members Mstep: Class 11 contains 21997 members Mstep: Class 12 contains 118005 members Mstep: Class 13 contains 21159 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8512 members Mstep: Class 16 contains 3400 members Mstep: Class 17 contains 46678 members Mstep: Class 18 contains 20274 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39600 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22966 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693080.000000 Penalty: 183016.156250 Iteration 60F: 24 clusters Score -1.016931e+08 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9847 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17795 members Mstep: Class 6 contains 13854 members Mstep: Class 7 contains 4503 members Mstep: Class 8 contains 27125 members Mstep: Class 9 contains 45300 members Mstep: Class 11 contains 21997 members Mstep: Class 12 contains 118020 members Mstep: Class 13 contains 21060 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8511 members Mstep: Class 16 contains 3504 members Mstep: Class 17 contains 46724 members Mstep: Class 18 contains 20257 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39548 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22965 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693104.000000 Penalty: 183016.156250 Iteration 61Q: 24 clusters Score -1.016931e+08 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9840 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17794 members Mstep: Class 6 contains 13881 members Mstep: Class 7 contains 4505 members Mstep: Class 8 contains 27119 members Mstep: Class 9 contains 45298 members Mstep: Class 11 contains 21993 members Mstep: Class 12 contains 118031 members Mstep: Class 13 contains 21008 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8511 members Mstep: Class 16 contains 3585 members Mstep: Class 17 contains 46756 members Mstep: Class 18 contains 20238 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39488 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22964 members Mstep: Class 23 contains 9915 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693144.000000 Penalty: 183016.156250 Iteration 62Q: 24 clusters Score -1.016931e+08 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9841 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17799 members Mstep: Class 6 contains 13892 members Mstep: Class 7 contains 4507 members Mstep: Class 8 contains 27111 members Mstep: Class 9 contains 45295 members Mstep: Class 11 contains 21992 members Mstep: Class 12 contains 118054 members Mstep: Class 13 contains 20950 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8511 members Mstep: Class 16 contains 3647 members Mstep: Class 17 contains 46804 members Mstep: Class 18 contains 20218 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39427 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22964 members Mstep: Class 23 contains 9914 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693248.000000 Penalty: 183016.156250 Iteration 63Q: 24 clusters Score -1.016932e+08 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9836 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17805 members Mstep: Class 6 contains 13906 members Mstep: Class 7 contains 4509 members Mstep: Class 8 contains 27105 members Mstep: Class 9 contains 45297 members Mstep: Class 11 contains 21986 members Mstep: Class 12 contains 118068 members Mstep: Class 13 contains 20898 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8510 members Mstep: Class 16 contains 3699 members Mstep: Class 17 contains 46853 members Mstep: Class 18 contains 20199 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39375 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22964 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693280.000000 Penalty: 183016.156250 Iteration 64Q: 24 clusters Score -1.016933e+08 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 9830 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17807 members Mstep: Class 6 contains 13925 members Mstep: Class 7 contains 4511 members Mstep: Class 8 contains 27097 members Mstep: Class 9 contains 45296 members Mstep: Class 11 contains 21986 members Mstep: Class 12 contains 118085 members Mstep: Class 13 contains 20877 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8508 members Mstep: Class 16 contains 3730 members Mstep: Class 17 contains 46888 members Mstep: Class 18 contains 20177 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39328 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22963 members Mstep: Class 23 contains 9918 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693184.000000 Penalty: 183016.156250 Iteration 65Q: 24 clusters Score -1.016932e+08 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9826 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17805 members Mstep: Class 6 contains 13946 members Mstep: Class 7 contains 4511 members Mstep: Class 8 contains 27091 members Mstep: Class 9 contains 45292 members Mstep: Class 11 contains 21986 members Mstep: Class 12 contains 118090 members Mstep: Class 13 contains 20857 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8510 members Mstep: Class 16 contains 3759 members Mstep: Class 17 contains 46921 members Mstep: Class 18 contains 20160 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39290 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22963 members Mstep: Class 23 contains 9918 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693176.000000 Penalty: 183016.156250 Iteration 66Q: 24 clusters Score -1.016932e+08 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9826 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17802 members Mstep: Class 6 contains 13964 members Mstep: Class 7 contains 4512 members Mstep: Class 8 contains 27085 members Mstep: Class 9 contains 45296 members Mstep: Class 11 contains 21985 members Mstep: Class 12 contains 118092 members Mstep: Class 13 contains 20828 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8510 members Mstep: Class 16 contains 3803 members Mstep: Class 17 contains 46949 members Mstep: Class 18 contains 20147 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39248 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22963 members Mstep: Class 23 contains 9915 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693248.000000 Penalty: 183016.156250 Iteration 67Q: 24 clusters Score -1.016932e+08 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9827 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17798 members Mstep: Class 6 contains 13985 members Mstep: Class 7 contains 4513 members Mstep: Class 8 contains 27082 members Mstep: Class 9 contains 45292 members Mstep: Class 11 contains 21986 members Mstep: Class 12 contains 118098 members Mstep: Class 13 contains 20756 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8507 members Mstep: Class 16 contains 3879 members Mstep: Class 17 contains 46974 members Mstep: Class 18 contains 20133 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39214 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22963 members Mstep: Class 23 contains 9918 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693440.000000 Penalty: 183016.156250 Iteration 68Q: 24 clusters Score -1.016934e+08 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9826 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17799 members Mstep: Class 6 contains 14000 members Mstep: Class 7 contains 4513 members Mstep: Class 8 contains 27086 members Mstep: Class 9 contains 45287 members Mstep: Class 11 contains 21990 members Mstep: Class 12 contains 118101 members Mstep: Class 13 contains 20663 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8502 members Mstep: Class 16 contains 3959 members Mstep: Class 17 contains 47008 members Mstep: Class 18 contains 20123 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39185 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22963 members Mstep: Class 23 contains 9920 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693520.000000 Penalty: 183016.156250 Iteration 69Q: 24 clusters Score -1.016935e+08 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9822 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17807 members Mstep: Class 6 contains 14012 members Mstep: Class 7 contains 4513 members Mstep: Class 8 contains 27090 members Mstep: Class 9 contains 45293 members Mstep: Class 11 contains 21988 members Mstep: Class 12 contains 118102 members Mstep: Class 13 contains 20611 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8504 members Mstep: Class 16 contains 4016 members Mstep: Class 17 contains 47025 members Mstep: Class 18 contains 20112 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39150 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22958 members Mstep: Class 23 contains 9922 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693768.000000 Penalty: 183016.156250 Iteration 70Q: 24 clusters Score -1.016938e+08 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9820 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17802 members Mstep: Class 6 contains 14025 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27097 members Mstep: Class 9 contains 45293 members Mstep: Class 11 contains 21984 members Mstep: Class 12 contains 118105 members Mstep: Class 13 contains 20588 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8504 members Mstep: Class 16 contains 4052 members Mstep: Class 17 contains 47043 members Mstep: Class 18 contains 20101 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39120 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22957 members Mstep: Class 23 contains 9919 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693896.000000 Penalty: 183016.156250 Iteration 71Q: 24 clusters Score -1.016939e+08 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9816 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17803 members Mstep: Class 6 contains 14034 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27102 members Mstep: Class 9 contains 45293 members Mstep: Class 11 contains 21988 members Mstep: Class 12 contains 118111 members Mstep: Class 13 contains 20574 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8506 members Mstep: Class 16 contains 4065 members Mstep: Class 17 contains 47072 members Mstep: Class 18 contains 20092 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39082 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22953 members Mstep: Class 23 contains 9919 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693768.000000 Penalty: 183016.156250 Iteration 72Q: 24 clusters Score -1.016938e+08 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9810 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17804 members Mstep: Class 6 contains 14043 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27104 members Mstep: Class 9 contains 45291 members Mstep: Class 11 contains 21991 members Mstep: Class 12 contains 118114 members Mstep: Class 13 contains 20568 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8500 members Mstep: Class 16 contains 4076 members Mstep: Class 17 contains 47094 members Mstep: Class 18 contains 20084 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39059 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22953 members Mstep: Class 23 contains 9919 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101694032.000000 Penalty: 183016.156250 Iteration 73Q: 24 clusters Score -1.01694e+08 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9809 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17808 members Mstep: Class 6 contains 14050 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27107 members Mstep: Class 9 contains 45292 members Mstep: Class 11 contains 21986 members Mstep: Class 12 contains 118106 members Mstep: Class 13 contains 20574 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8498 members Mstep: Class 16 contains 4085 members Mstep: Class 17 contains 47115 members Mstep: Class 18 contains 20078 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39031 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22954 members Mstep: Class 23 contains 9917 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101694112.000000 Penalty: 183016.156250 Iteration 74Q: 24 clusters Score -1.016941e+08 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9808 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17806 members Mstep: Class 6 contains 14057 members Mstep: Class 7 contains 4514 members Mstep: Class 8 contains 27106 members Mstep: Class 9 contains 45301 members Mstep: Class 11 contains 21984 members Mstep: Class 12 contains 118106 members Mstep: Class 13 contains 20576 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8498 members Mstep: Class 16 contains 4088 members Mstep: Class 17 contains 47138 members Mstep: Class 18 contains 20069 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 39006 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22954 members Mstep: Class 23 contains 9914 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101694000.000000 Penalty: 183016.156250 Iteration 75Q: 24 clusters Score -1.01694e+08 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9809 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17810 members Mstep: Class 6 contains 14059 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27101 members Mstep: Class 9 contains 45307 members Mstep: Class 11 contains 21984 members Mstep: Class 12 contains 118108 members Mstep: Class 13 contains 20583 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8497 members Mstep: Class 16 contains 4084 members Mstep: Class 17 contains 47152 members Mstep: Class 18 contains 20061 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38987 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22955 members Mstep: Class 23 contains 9913 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101694064.000000 Penalty: 183016.156250 Iteration 76Q: 24 clusters Score -1.016941e+08 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9808 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17819 members Mstep: Class 6 contains 14060 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27096 members Mstep: Class 9 contains 45311 members Mstep: Class 11 contains 21984 members Mstep: Class 12 contains 118108 members Mstep: Class 13 contains 20588 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4083 members Mstep: Class 17 contains 47162 members Mstep: Class 18 contains 20051 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38976 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22955 members Mstep: Class 23 contains 9914 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693944.000000 Penalty: 183016.156250 Iteration 77Q: 24 clusters Score -1.016939e+08 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9808 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17826 members Mstep: Class 6 contains 14061 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27095 members Mstep: Class 9 contains 45313 members Mstep: Class 11 contains 21982 members Mstep: Class 12 contains 118105 members Mstep: Class 13 contains 20599 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8494 members Mstep: Class 16 contains 4084 members Mstep: Class 17 contains 47167 members Mstep: Class 18 contains 20046 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38962 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22954 members Mstep: Class 23 contains 9914 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693968.000000 Penalty: 183016.156250 Iteration 78Q: 24 clusters Score -1.01694e+08 nChanged 58 Entering ConstructFrom: Score: -101693968.000000 Penalty: 183016.156250 Entering ConstructFrom: Trying to split cluster 1 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -250723.734375 Penalty: 4320.850586 Iteration 0F: 2 clusters Score -250723.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -246527.031250 Penalty: 8641.701172 Iteration 0F: 3 clusters Score -246527 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -247153.750000 Penalty: 8641.701172 Iteration 1F: 3 clusters Score -247153.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -247509.750000 Penalty: 8641.701172 Iteration 2F: 3 clusters Score -247509.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -247719.281250 Penalty: 8641.701172 Iteration 3Q: 3 clusters Score -247719.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -247855.093750 Penalty: 8641.701172 Iteration 4Q: 3 clusters Score -247855.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -247944.453125 Penalty: 8641.701172 Iteration 5Q: 3 clusters Score -247944.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -248076.296875 Penalty: 8641.701172 Iteration 6Q: 3 clusters Score -248076.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -248384.593750 Penalty: 8641.701172 Iteration 7Q: 3 clusters Score -248384.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -248542.296875 Penalty: 8641.701172 Iteration 8Q: 3 clusters Score -248542.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -248578.937500 Penalty: 8641.701172 Iteration 9Q: 3 clusters Score -248578.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -248594.015625 Penalty: 8641.701172 Iteration 10Q: 3 clusters Score -248594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -248603.468750 Penalty: 8641.701172 Iteration 11Q: 3 clusters Score -248603.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -248603.468750 Penalty: 8641.701172 Iteration 12F: 3 clusters Score -248603.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Entering Unmasked Estep Score: -205447.250000 Penalty: 4223.605957 Iteration 0F: 2 clusters Score -205447.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -201578.218750 Penalty: 8447.211914 Iteration 0F: 3 clusters Score -201578.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -202020.593750 Penalty: 8447.211914 Iteration 1F: 3 clusters Score -202020.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -202373.109375 Penalty: 8447.211914 Iteration 2F: 3 clusters Score -202373.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -202701.859375 Penalty: 8447.211914 Iteration 3F: 3 clusters Score -202701.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -203004.937500 Penalty: 8447.211914 Iteration 4F: 3 clusters Score -203004.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -203158.703125 Penalty: 8447.211914 Iteration 5Q: 3 clusters Score -203158.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -203398.843750 Penalty: 8447.211914 Iteration 6Q: 3 clusters Score -203398.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -203961.750000 Penalty: 8447.211914 Iteration 7Q: 3 clusters Score -203961.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -204455.437500 Penalty: 8447.211914 Iteration 8Q: 3 clusters Score -204455.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -204714.562500 Penalty: 8447.211914 Iteration 9Q: 3 clusters Score -204714.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -204972.906250 Penalty: 8447.211914 Iteration 10Q: 3 clusters Score -204972.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -205101.281250 Penalty: 8447.211914 Iteration 11Q: 3 clusters Score -205101.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -205220.109375 Penalty: 8447.211914 Iteration 12Q: 3 clusters Score -205220.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -205336.703125 Penalty: 8447.211914 Iteration 13Q: 3 clusters Score -205336.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -205459.812500 Penalty: 8447.211914 Iteration 14Q: 3 clusters Score -205459.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -205707.984375 Penalty: 8447.211914 Iteration 15Q: 3 clusters Score -205708 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -205893.734375 Penalty: 8447.211914 Iteration 16Q: 3 clusters Score -205893.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -206158.328125 Penalty: 8447.211914 Iteration 17Q: 3 clusters Score -206158.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -206263.812500 Penalty: 8447.211914 Iteration 18Q: 3 clusters Score -206263.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -206351.750000 Penalty: 8447.211914 Iteration 19Q: 3 clusters Score -206351.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -206374.062500 Penalty: 8447.211914 Iteration 20F: 3 clusters Score -206374.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -206477.234375 Penalty: 8447.211914 Iteration 21Q: 3 clusters Score -206477.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -206513.453125 Penalty: 8447.211914 Iteration 22Q: 3 clusters Score -206513.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -206532.093750 Penalty: 8447.211914 Iteration 23Q: 3 clusters Score -206532.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -206540.531250 Penalty: 8447.211914 Iteration 24Q: 3 clusters Score -206540.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -206548.968750 Penalty: 8447.211914 Iteration 25Q: 3 clusters Score -206549 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -206548.968750 Penalty: 8447.211914 Iteration 26F: 3 clusters Score -206549 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 322 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17831 members Mstep: Class 6 contains 14061 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45314 members Mstep: Class 10 contains 666 members Mstep: Class 11 contains 21980 members Mstep: Class 12 contains 118100 members Mstep: Class 13 contains 20609 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4089 members Mstep: Class 17 contains 47175 members Mstep: Class 18 contains 20043 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38946 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep Score: -101691320.000000 Penalty: 190973.375000 Splitting cluster 2 changes total score from -101693968.000000 to -101691320.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (9807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Entering Unmasked Estep Score: -2297872.000000 Penalty: 5629.396484 Iteration 0F: 2 clusters Score -2297872 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -2287780.250000 Penalty: 11258.792969 Iteration 0F: 3 clusters Score -2287780 nChanged 3635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -2290005.250000 Penalty: 11258.792969 Iteration 1F: 3 clusters Score -2290005 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -2290648.750000 Penalty: 11258.792969 Iteration 2F: 3 clusters Score -2290649 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -2291151.250000 Penalty: 11258.792969 Iteration 3F: 3 clusters Score -2291151 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -2291591.500000 Penalty: 11258.792969 Iteration 4F: 3 clusters Score -2291592 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -2292046.000000 Penalty: 11258.792969 Iteration 5Q: 3 clusters Score -2292046 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -2292544.750000 Penalty: 11258.792969 Iteration 6Q: 3 clusters Score -2292545 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -2293035.750000 Penalty: 11258.792969 Iteration 7Q: 3 clusters Score -2293036 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -2293528.000000 Penalty: 11258.792969 Iteration 8Q: 3 clusters Score -2293528 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -2293983.250000 Penalty: 11258.792969 Iteration 9Q: 3 clusters Score -2293983 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -2294312.500000 Penalty: 11258.792969 Iteration 10Q: 3 clusters Score -2294312 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -2294565.500000 Penalty: 11258.792969 Iteration 11Q: 3 clusters Score -2294566 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -2294745.750000 Penalty: 11258.792969 Iteration 12Q: 3 clusters Score -2294746 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -2294898.000000 Penalty: 11258.792969 Iteration 13Q: 3 clusters Score -2294898 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -2295014.500000 Penalty: 11258.792969 Iteration 14Q: 3 clusters Score -2295014 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -2295073.000000 Penalty: 11258.792969 Iteration 15Q: 3 clusters Score -2295073 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -2295132.750000 Penalty: 11258.792969 Iteration 16Q: 3 clusters Score -2295133 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -2295177.500000 Penalty: 11258.792969 Iteration 17Q: 3 clusters Score -2295178 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -2295218.000000 Penalty: 11258.792969 Iteration 18Q: 3 clusters Score -2295218 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -2295244.000000 Penalty: 11258.792969 Iteration 19Q: 3 clusters Score -2295244 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -2295269.250000 Penalty: 11258.792969 Iteration 20F: 3 clusters Score -2295269 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -2295280.000000 Penalty: 11258.792969 Iteration 21Q: 3 clusters Score -2295280 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -2295294.500000 Penalty: 11258.792969 Iteration 22Q: 3 clusters Score -2295294 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -2295304.750000 Penalty: 11258.792969 Iteration 23Q: 3 clusters Score -2295305 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -2295314.500000 Penalty: 11258.792969 Iteration 24Q: 3 clusters Score -2295314 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -2295316.000000 Penalty: 11258.792969 Iteration 25Q: 3 clusters Score -2295316 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -2295328.500000 Penalty: 11258.792969 Iteration 26Q: 3 clusters Score -2295328 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -2295325.500000 Penalty: 11258.792969 Iteration 27Q: 3 clusters Score -2295326 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -2295334.000000 Penalty: 11258.792969 Iteration 28Q: 3 clusters Score -2295334 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -2295335.000000 Penalty: 11258.792969 Iteration 29Q: 3 clusters Score -2295335 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -2295341.500000 Penalty: 11258.792969 Iteration 30Q: 3 clusters Score -2295342 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -2295348.750000 Penalty: 11258.792969 Iteration 31Q: 3 clusters Score -2295349 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -2295352.500000 Penalty: 11258.792969 Iteration 32Q: 3 clusters Score -2295352 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -2295358.250000 Penalty: 11258.792969 Iteration 33Q: 3 clusters Score -2295358 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -2295351.750000 Penalty: 11258.792969 Iteration 34Q: 3 clusters Score -2295352 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -2295357.250000 Penalty: 11258.792969 Iteration 35Q: 3 clusters Score -2295357 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -2295363.250000 Penalty: 11258.792969 Iteration 36Q: 3 clusters Score -2295363 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -2295351.000000 Penalty: 11258.792969 Iteration 37Q: 3 clusters Score -2295351 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -2295352.000000 Penalty: 11258.792969 Iteration 38Q: 3 clusters Score -2295352 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -2295352.000000 Penalty: 11258.792969 Iteration 39F: 3 clusters Score -2295352 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -221386.593750 Penalty: 4232.834961 Iteration 0F: 2 clusters Score -221386.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -217308.468750 Penalty: 8465.669922 Iteration 0F: 3 clusters Score -217308.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -217664.453125 Penalty: 8465.669922 Iteration 1F: 3 clusters Score -217664.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -217857.359375 Penalty: 8465.669922 Iteration 2Q: 3 clusters Score -217857.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -218044.859375 Penalty: 8465.669922 Iteration 3Q: 3 clusters Score -218044.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -218202.218750 Penalty: 8465.669922 Iteration 4Q: 3 clusters Score -218202.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -218295.515625 Penalty: 8465.669922 Iteration 5Q: 3 clusters Score -218295.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -218384.328125 Penalty: 8465.669922 Iteration 6Q: 3 clusters Score -218384.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -218529.359375 Penalty: 8465.669922 Iteration 7Q: 3 clusters Score -218529.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -218671.406250 Penalty: 8465.669922 Iteration 8Q: 3 clusters Score -218671.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -218715.093750 Penalty: 8465.669922 Iteration 9Q: 3 clusters Score -218715.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -218752.109375 Penalty: 8465.669922 Iteration 10Q: 3 clusters Score -218752.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -218803.765625 Penalty: 8465.669922 Iteration 11Q: 3 clusters Score -218803.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -218846.843750 Penalty: 8465.669922 Iteration 12Q: 3 clusters Score -218846.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -218879.609375 Penalty: 8465.669922 Iteration 13Q: 3 clusters Score -218879.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -218911.328125 Penalty: 8465.669922 Iteration 14Q: 3 clusters Score -218911.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -218940.484375 Penalty: 8465.669922 Iteration 15Q: 3 clusters Score -218940.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -218972.968750 Penalty: 8465.669922 Iteration 16Q: 3 clusters Score -218973 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -219001.718750 Penalty: 8465.669922 Iteration 17Q: 3 clusters Score -219001.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -219017.765625 Penalty: 8465.669922 Iteration 18Q: 3 clusters Score -219017.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -219022.890625 Penalty: 8465.669922 Iteration 19Q: 3 clusters Score -219022.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -219033.281250 Penalty: 8465.669922 Iteration 20F: 3 clusters Score -219033.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -219042.515625 Penalty: 8465.669922 Iteration 21Q: 3 clusters Score -219042.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -219051.656250 Penalty: 8465.669922 Iteration 22Q: 3 clusters Score -219051.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -219057.171875 Penalty: 8465.669922 Iteration 23Q: 3 clusters Score -219057.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -219062.515625 Penalty: 8465.669922 Iteration 24Q: 3 clusters Score -219062.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -219062.515625 Penalty: 8465.669922 Iteration 25F: 3 clusters Score -219062.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (17831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17831 members Entering Unmasked Estep Score: -4018590.000000 Penalty: 5995.574707 Iteration 0F: 2 clusters Score -4018590 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -4003341.250000 Penalty: 11991.149414 Iteration 0F: 3 clusters Score -4003341 nChanged 7215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -4007441.500000 Penalty: 11991.149414 Iteration 1F: 3 clusters Score -4007442 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -4008134.500000 Penalty: 11991.149414 Iteration 2F: 3 clusters Score -4008134 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9458 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -4008592.000000 Penalty: 11991.149414 Iteration 3F: 3 clusters Score -4008592 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -4008953.750000 Penalty: 11991.149414 Iteration 4Q: 3 clusters Score -4008954 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -4009309.250000 Penalty: 11991.149414 Iteration 5Q: 3 clusters Score -4009309 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10100 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -4009682.000000 Penalty: 11991.149414 Iteration 6Q: 3 clusters Score -4009682 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -4010085.500000 Penalty: 11991.149414 Iteration 7Q: 3 clusters Score -4010086 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -4010509.750000 Penalty: 11991.149414 Iteration 8Q: 3 clusters Score -4010510 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11186 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -4010930.250000 Penalty: 11991.149414 Iteration 9Q: 3 clusters Score -4010930 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -4011363.250000 Penalty: 11991.149414 Iteration 10Q: 3 clusters Score -4011363 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -4011740.250000 Penalty: 11991.149414 Iteration 11Q: 3 clusters Score -4011740 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12427 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -4012072.750000 Penalty: 11991.149414 Iteration 12Q: 3 clusters Score -4012073 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12815 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -4012358.750000 Penalty: 11991.149414 Iteration 13Q: 3 clusters Score -4012359 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13179 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -4012568.750000 Penalty: 11991.149414 Iteration 14Q: 3 clusters Score -4012569 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13489 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -4012756.250000 Penalty: 11991.149414 Iteration 15Q: 3 clusters Score -4012756 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13783 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -4012929.750000 Penalty: 11991.149414 Iteration 16Q: 3 clusters Score -4012930 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -4013086.250000 Penalty: 11991.149414 Iteration 17Q: 3 clusters Score -4013086 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -4013233.750000 Penalty: 11991.149414 Iteration 18Q: 3 clusters Score -4013234 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -4013352.500000 Penalty: 11991.149414 Iteration 19Q: 3 clusters Score -4013352 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14791 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -4013485.000000 Penalty: 11991.149414 Iteration 20F: 3 clusters Score -4013485 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15014 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -4013603.250000 Penalty: 11991.149414 Iteration 21Q: 3 clusters Score -4013603 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -4013730.500000 Penalty: 11991.149414 Iteration 22Q: 3 clusters Score -4013730 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -4013857.000000 Penalty: 11991.149414 Iteration 23Q: 3 clusters Score -4013857 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15587 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -4013962.000000 Penalty: 11991.149414 Iteration 24Q: 3 clusters Score -4013962 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -4014027.000000 Penalty: 11991.149414 Iteration 25Q: 3 clusters Score -4014027 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15854 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -4014115.500000 Penalty: 11991.149414 Iteration 26Q: 3 clusters Score -4014116 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15956 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -4014167.000000 Penalty: 11991.149414 Iteration 27Q: 3 clusters Score -4014167 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16062 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -4014228.500000 Penalty: 11991.149414 Iteration 28Q: 3 clusters Score -4014228 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16135 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -4014272.000000 Penalty: 11991.149414 Iteration 29Q: 3 clusters Score -4014272 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16199 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -4014296.500000 Penalty: 11991.149414 Iteration 30Q: 3 clusters Score -4014296 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16251 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -4014338.250000 Penalty: 11991.149414 Iteration 31Q: 3 clusters Score -4014338 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16296 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -4014369.750000 Penalty: 11991.149414 Iteration 32Q: 3 clusters Score -4014370 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -4014401.750000 Penalty: 11991.149414 Iteration 33Q: 3 clusters Score -4014402 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -4014425.750000 Penalty: 11991.149414 Iteration 34Q: 3 clusters Score -4014426 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16417 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -4014444.000000 Penalty: 11991.149414 Iteration 35Q: 3 clusters Score -4014444 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16442 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -4014457.250000 Penalty: 11991.149414 Iteration 36Q: 3 clusters Score -4014457 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16459 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -4014461.750000 Penalty: 11991.149414 Iteration 37Q: 3 clusters Score -4014462 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16473 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -4014461.250000 Penalty: 11991.149414 Iteration 38Q: 3 clusters Score -4014461 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16486 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -4014480.750000 Penalty: 11991.149414 Iteration 39Q: 3 clusters Score -4014481 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16500 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -4014494.250000 Penalty: 11991.149414 Iteration 40F: 3 clusters Score -4014494 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -4014493.500000 Penalty: 11991.149414 Iteration 41Q: 3 clusters Score -4014494 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16520 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -4014504.500000 Penalty: 11991.149414 Iteration 42Q: 3 clusters Score -4014504 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16535 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -4014513.750000 Penalty: 11991.149414 Iteration 43Q: 3 clusters Score -4014514 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16549 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -4014515.500000 Penalty: 11991.149414 Iteration 44Q: 3 clusters Score -4014516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16554 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -4014524.750000 Penalty: 11991.149414 Iteration 45Q: 3 clusters Score -4014525 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16558 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -4014530.250000 Penalty: 11991.149414 Iteration 46Q: 3 clusters Score -4014530 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16563 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -4014535.500000 Penalty: 11991.149414 Iteration 47Q: 3 clusters Score -4014536 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -4014546.250000 Penalty: 11991.149414 Iteration 48Q: 3 clusters Score -4014546 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -4014546.250000 Penalty: 11991.149414 Iteration 49F: 3 clusters Score -4014546 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14061 members Entering Unmasked Estep Score: -3303050.500000 Penalty: 5850.085449 Iteration 0F: 2 clusters Score -3303050 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -3290184.250000 Penalty: 11700.170898 Iteration 0F: 3 clusters Score -3290184 nChanged 5444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -3293281.250000 Penalty: 11700.170898 Iteration 1F: 3 clusters Score -3293281 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -3293851.250000 Penalty: 11700.170898 Iteration 2F: 3 clusters Score -3293851 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -3294195.750000 Penalty: 11700.170898 Iteration 3F: 3 clusters Score -3294196 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -3294414.000000 Penalty: 11700.170898 Iteration 4Q: 3 clusters Score -3294414 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -3294593.500000 Penalty: 11700.170898 Iteration 5Q: 3 clusters Score -3294594 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -3294745.250000 Penalty: 11700.170898 Iteration 6Q: 3 clusters Score -3294745 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -3294832.250000 Penalty: 11700.170898 Iteration 7Q: 3 clusters Score -3294832 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -3294917.750000 Penalty: 11700.170898 Iteration 8Q: 3 clusters Score -3294918 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -3294982.500000 Penalty: 11700.170898 Iteration 9Q: 3 clusters Score -3294982 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -3295043.000000 Penalty: 11700.170898 Iteration 10Q: 3 clusters Score -3295043 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -3295071.500000 Penalty: 11700.170898 Iteration 11Q: 3 clusters Score -3295072 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -3295124.500000 Penalty: 11700.170898 Iteration 12Q: 3 clusters Score -3295124 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -3295170.250000 Penalty: 11700.170898 Iteration 13Q: 3 clusters Score -3295170 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -3295208.250000 Penalty: 11700.170898 Iteration 14Q: 3 clusters Score -3295208 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -3295257.750000 Penalty: 11700.170898 Iteration 15Q: 3 clusters Score -3295258 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -3295293.000000 Penalty: 11700.170898 Iteration 16Q: 3 clusters Score -3295293 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -3295338.000000 Penalty: 11700.170898 Iteration 17Q: 3 clusters Score -3295338 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -3295367.000000 Penalty: 11700.170898 Iteration 18Q: 3 clusters Score -3295367 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -3295421.750000 Penalty: 11700.170898 Iteration 19Q: 3 clusters Score -3295422 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -3295452.500000 Penalty: 11700.170898 Iteration 20F: 3 clusters Score -3295452 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9059 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -3295502.750000 Penalty: 11700.170898 Iteration 21Q: 3 clusters Score -3295503 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -3295548.000000 Penalty: 11700.170898 Iteration 22Q: 3 clusters Score -3295548 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -3295597.500000 Penalty: 11700.170898 Iteration 23Q: 3 clusters Score -3295598 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -3295651.500000 Penalty: 11700.170898 Iteration 24Q: 3 clusters Score -3295652 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -3295700.750000 Penalty: 11700.170898 Iteration 25Q: 3 clusters Score -3295701 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -3295771.750000 Penalty: 11700.170898 Iteration 26Q: 3 clusters Score -3295772 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -3295865.750000 Penalty: 11700.170898 Iteration 27Q: 3 clusters Score -3295866 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9967 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -3295935.750000 Penalty: 11700.170898 Iteration 28Q: 3 clusters Score -3295936 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10116 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -3296009.250000 Penalty: 11700.170898 Iteration 29Q: 3 clusters Score -3296009 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -3296077.500000 Penalty: 11700.170898 Iteration 30Q: 3 clusters Score -3296078 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -3296140.750000 Penalty: 11700.170898 Iteration 31Q: 3 clusters Score -3296141 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -3296196.500000 Penalty: 11700.170898 Iteration 32Q: 3 clusters Score -3296196 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -3296255.000000 Penalty: 11700.170898 Iteration 33Q: 3 clusters Score -3296255 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -3296306.500000 Penalty: 11700.170898 Iteration 34Q: 3 clusters Score -3296306 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -3296380.000000 Penalty: 11700.170898 Iteration 35Q: 3 clusters Score -3296380 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -3296463.750000 Penalty: 11700.170898 Iteration 36Q: 3 clusters Score -3296464 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -3296551.000000 Penalty: 11700.170898 Iteration 37Q: 3 clusters Score -3296551 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -3296633.000000 Penalty: 11700.170898 Iteration 38Q: 3 clusters Score -3296633 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11524 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -3296707.000000 Penalty: 11700.170898 Iteration 39Q: 3 clusters Score -3296707 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -3296789.500000 Penalty: 11700.170898 Iteration 40F: 3 clusters Score -3296790 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -3296864.000000 Penalty: 11700.170898 Iteration 41Q: 3 clusters Score -3296864 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -3296953.250000 Penalty: 11700.170898 Iteration 42Q: 3 clusters Score -3296953 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -3297012.750000 Penalty: 11700.170898 Iteration 43Q: 3 clusters Score -3297013 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -3297066.750000 Penalty: 11700.170898 Iteration 44Q: 3 clusters Score -3297067 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12150 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -3297109.250000 Penalty: 11700.170898 Iteration 45Q: 3 clusters Score -3297109 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12220 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -3297166.000000 Penalty: 11700.170898 Iteration 46Q: 3 clusters Score -3297166 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -3297217.750000 Penalty: 11700.170898 Iteration 47Q: 3 clusters Score -3297218 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -3297282.500000 Penalty: 11700.170898 Iteration 48Q: 3 clusters Score -3297282 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12461 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -3297345.000000 Penalty: 11700.170898 Iteration 49Q: 3 clusters Score -3297345 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12530 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -3297404.750000 Penalty: 11700.170898 Iteration 50Q: 3 clusters Score -3297405 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12597 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -3297446.750000 Penalty: 11700.170898 Iteration 51Q: 3 clusters Score -3297447 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -3297486.000000 Penalty: 11700.170898 Iteration 52Q: 3 clusters Score -3297486 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12695 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -3297524.000000 Penalty: 11700.170898 Iteration 53Q: 3 clusters Score -3297524 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12739 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -3297552.750000 Penalty: 11700.170898 Iteration 54Q: 3 clusters Score -3297553 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12771 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -3297571.750000 Penalty: 11700.170898 Iteration 55Q: 3 clusters Score -3297572 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12801 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -3297596.500000 Penalty: 11700.170898 Iteration 56Q: 3 clusters Score -3297596 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12825 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -3297615.750000 Penalty: 11700.170898 Iteration 57Q: 3 clusters Score -3297616 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -3297629.000000 Penalty: 11700.170898 Iteration 58Q: 3 clusters Score -3297629 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -3297644.250000 Penalty: 11700.170898 Iteration 59Q: 3 clusters Score -3297644 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -3297664.000000 Penalty: 11700.170898 Iteration 60F: 3 clusters Score -3297664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12891 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -3297670.750000 Penalty: 11700.170898 Iteration 61Q: 3 clusters Score -3297671 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12898 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -3297678.500000 Penalty: 11700.170898 Iteration 62Q: 3 clusters Score -3297678 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12906 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -3297686.750000 Penalty: 11700.170898 Iteration 63Q: 3 clusters Score -3297687 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12912 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -3297690.500000 Penalty: 11700.170898 Iteration 64Q: 3 clusters Score -3297690 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12920 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -3297697.750000 Penalty: 11700.170898 Iteration 65Q: 3 clusters Score -3297698 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12929 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -3297708.500000 Penalty: 11700.170898 Iteration 66Q: 3 clusters Score -3297708 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12937 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -3297711.250000 Penalty: 11700.170898 Iteration 67Q: 3 clusters Score -3297711 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12943 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -3297714.250000 Penalty: 11700.170898 Iteration 68Q: 3 clusters Score -3297714 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -3297722.750000 Penalty: 11700.170898 Iteration 69Q: 3 clusters Score -3297723 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12962 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -3297726.000000 Penalty: 11700.170898 Iteration 70Q: 3 clusters Score -3297726 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12972 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -3297736.000000 Penalty: 11700.170898 Iteration 71Q: 3 clusters Score -3297736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -3297744.750000 Penalty: 11700.170898 Iteration 72Q: 3 clusters Score -3297745 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -3297754.750000 Penalty: 11700.170898 Iteration 73Q: 3 clusters Score -3297755 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13002 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -3297767.250000 Penalty: 11700.170898 Iteration 74Q: 3 clusters Score -3297767 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13006 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -3297771.500000 Penalty: 11700.170898 Iteration 75Q: 3 clusters Score -3297772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13012 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -3297780.750000 Penalty: 11700.170898 Iteration 76Q: 3 clusters Score -3297781 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -3297788.000000 Penalty: 11700.170898 Iteration 77Q: 3 clusters Score -3297788 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13040 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -3297797.250000 Penalty: 11700.170898 Iteration 78Q: 3 clusters Score -3297797 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13053 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -3297812.750000 Penalty: 11700.170898 Iteration 79Q: 3 clusters Score -3297813 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -3297818.000000 Penalty: 11700.170898 Iteration 80F: 3 clusters Score -3297818 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13067 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -3297816.000000 Penalty: 11700.170898 Iteration 81Q: 3 clusters Score -3297816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -3297823.000000 Penalty: 11700.170898 Iteration 82Q: 3 clusters Score -3297823 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13073 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -3297828.250000 Penalty: 11700.170898 Iteration 83Q: 3 clusters Score -3297828 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13078 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -3297828.250000 Penalty: 11700.170898 Iteration 84Q: 3 clusters Score -3297828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13084 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -3297832.500000 Penalty: 11700.170898 Iteration 85Q: 3 clusters Score -3297832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13087 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -3297844.250000 Penalty: 11700.170898 Iteration 86Q: 3 clusters Score -3297844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13090 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -3297847.250000 Penalty: 11700.170898 Iteration 87Q: 3 clusters Score -3297847 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13092 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -3297849.500000 Penalty: 11700.170898 Iteration 88Q: 3 clusters Score -3297850 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13094 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -3297848.500000 Penalty: 11700.170898 Iteration 89Q: 3 clusters Score -3297848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13096 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -3297848.000000 Penalty: 11700.170898 Iteration 90Q: 3 clusters Score -3297848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -3297847.000000 Penalty: 11700.170898 Iteration 91Q: 3 clusters Score -3297847 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -3297848.000000 Penalty: 11700.170898 Iteration 92Q: 3 clusters Score -3297848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -3297848.000000 Penalty: 11700.170898 Iteration 93F: 3 clusters Score -3297848 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Entering Unmasked Estep Score: -1030153.625000 Penalty: 5154.285645 Iteration 0F: 2 clusters Score -1030154 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -1023486.812500 Penalty: 10308.571289 Iteration 0F: 3 clusters Score -1023487 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1024966.250000 Penalty: 10308.571289 Iteration 1F: 3 clusters Score -1024966 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1025980.625000 Penalty: 10308.571289 Iteration 2F: 3 clusters Score -1025981 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1027456.625000 Penalty: 10308.571289 Iteration 3F: 3 clusters Score -1027457 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -1029181.187500 Penalty: 10308.571289 Iteration 4F: 3 clusters Score -1029181 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -1030169.312500 Penalty: 10308.571289 Iteration 5F: 3 clusters Score -1030169 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1030818.500000 Penalty: 10308.571289 Iteration 6F: 3 clusters Score -1030818 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -1031253.625000 Penalty: 10308.571289 Iteration 7Q: 3 clusters Score -1031254 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1031581.687500 Penalty: 10308.571289 Iteration 8Q: 3 clusters Score -1031582 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1031798.562500 Penalty: 10308.571289 Iteration 9Q: 3 clusters Score -1031799 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -1031964.875000 Penalty: 10308.571289 Iteration 10Q: 3 clusters Score -1031965 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1032148.687500 Penalty: 10308.571289 Iteration 11Q: 3 clusters Score -1032149 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1032300.187500 Penalty: 10308.571289 Iteration 12Q: 3 clusters Score -1032300 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1032366.125000 Penalty: 10308.571289 Iteration 13Q: 3 clusters Score -1032366 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1032386.812500 Penalty: 10308.571289 Iteration 14Q: 3 clusters Score -1032387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1032388.500000 Penalty: 10308.571289 Iteration 15Q: 3 clusters Score -1032388 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1032388.500000 Penalty: 10308.571289 Iteration 16F: 3 clusters Score -1032388 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17831 members Mstep: Class 6 contains 14061 members Mstep: Class 7 contains 3294 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45314 members Mstep: Class 10 contains 1221 members Mstep: Class 11 contains 21980 members Mstep: Class 12 contains 118100 members Mstep: Class 13 contains 20609 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4089 members Mstep: Class 17 contains 47175 members Mstep: Class 18 contains 20043 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38946 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep Score: -101693216.000000 Penalty: 190973.375000 Splitting cluster 7 changes total score from -101693968.000000 to -101693216.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (27093 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Entering Unmasked Estep Score: -6334492.500000 Penalty: 6251.806152 Iteration 0F: 2 clusters Score -6334492 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 13535 members Entering Unmasked Estep Score: -6313658.000000 Penalty: 12503.612305 Iteration 0F: 3 clusters Score -6313658 nChanged 11266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -6319710.000000 Penalty: 12503.612305 Iteration 1F: 3 clusters Score -6319710 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13659 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -6320540.000000 Penalty: 12503.612305 Iteration 2F: 3 clusters Score -6320540 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13577 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -6321275.500000 Penalty: 12503.612305 Iteration 3F: 3 clusters Score -6321276 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 13695 members Entering Unmasked Estep Score: -6321996.000000 Penalty: 12503.612305 Iteration 4Q: 3 clusters Score -6321996 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13117 members Mstep: Class 2 contains 13976 members Entering Unmasked Estep Score: -6322575.000000 Penalty: 12503.612305 Iteration 5Q: 3 clusters Score -6322575 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12753 members Mstep: Class 2 contains 14340 members Entering Unmasked Estep Score: -6323104.000000 Penalty: 12503.612305 Iteration 6Q: 3 clusters Score -6323104 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Mstep: Class 2 contains 14785 members Entering Unmasked Estep Score: -6323663.000000 Penalty: 12503.612305 Iteration 7Q: 3 clusters Score -6323663 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 15282 members Entering Unmasked Estep Score: -6324274.000000 Penalty: 12503.612305 Iteration 8Q: 3 clusters Score -6324274 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 15886 members Entering Unmasked Estep Score: -6324911.500000 Penalty: 12503.612305 Iteration 9Q: 3 clusters Score -6324912 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 16517 members Entering Unmasked Estep Score: -6325648.000000 Penalty: 12503.612305 Iteration 10Q: 3 clusters Score -6325648 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 17230 members Entering Unmasked Estep Score: -6326552.500000 Penalty: 12503.612305 Iteration 11Q: 3 clusters Score -6326552 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9116 members Mstep: Class 2 contains 17977 members Entering Unmasked Estep Score: -6327660.500000 Penalty: 12503.612305 Iteration 12Q: 3 clusters Score -6327660 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8427 members Mstep: Class 2 contains 18666 members Entering Unmasked Estep Score: -6328700.000000 Penalty: 12503.612305 Iteration 13Q: 3 clusters Score -6328700 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 19212 members Entering Unmasked Estep Score: -6329693.500000 Penalty: 12503.612305 Iteration 14Q: 3 clusters Score -6329694 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 19664 members Entering Unmasked Estep Score: -6330523.000000 Penalty: 12503.612305 Iteration 15Q: 3 clusters Score -6330523 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 20015 members Entering Unmasked Estep Score: -6331139.000000 Penalty: 12503.612305 Iteration 16Q: 3 clusters Score -6331139 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 20229 members Entering Unmasked Estep Score: -6331402.000000 Penalty: 12503.612305 Iteration 17Q: 3 clusters Score -6331402 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 20384 members Entering Unmasked Estep Score: -6331512.000000 Penalty: 12503.612305 Iteration 18Q: 3 clusters Score -6331512 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 20470 members Entering Unmasked Estep Score: -6331574.000000 Penalty: 12503.612305 Iteration 19Q: 3 clusters Score -6331574 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 20544 members Entering Unmasked Estep Score: -6331592.500000 Penalty: 12503.612305 Iteration 20F: 3 clusters Score -6331592 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 20593 members Entering Unmasked Estep Score: -6331626.000000 Penalty: 12503.612305 Iteration 21Q: 3 clusters Score -6331626 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 20627 members Entering Unmasked Estep Score: -6331650.000000 Penalty: 12503.612305 Iteration 22Q: 3 clusters Score -6331650 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 20648 members Entering Unmasked Estep Score: -6331647.500000 Penalty: 12503.612305 Iteration 23Q: 3 clusters Score -6331648 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 20665 members Entering Unmasked Estep Score: -6331642.500000 Penalty: 12503.612305 Iteration 24Q: 3 clusters Score -6331642 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 20675 members Entering Unmasked Estep Score: -6331654.500000 Penalty: 12503.612305 Iteration 25Q: 3 clusters Score -6331654 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 20692 members Entering Unmasked Estep Score: -6331655.000000 Penalty: 12503.612305 Iteration 26Q: 3 clusters Score -6331655 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 20703 members Entering Unmasked Estep Score: -6331641.000000 Penalty: 12503.612305 Iteration 27Q: 3 clusters Score -6331641 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -6331639.500000 Penalty: 12503.612305 Iteration 28Q: 3 clusters Score -6331640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 20710 members Entering Unmasked Estep Score: -6331640.000000 Penalty: 12503.612305 Iteration 29Q: 3 clusters Score -6331640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 20714 members Entering Unmasked Estep Score: -6331649.000000 Penalty: 12503.612305 Iteration 30Q: 3 clusters Score -6331649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 20716 members Entering Unmasked Estep Score: -6331647.500000 Penalty: 12503.612305 Iteration 31Q: 3 clusters Score -6331648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 20718 members Entering Unmasked Estep Score: -6331653.500000 Penalty: 12503.612305 Iteration 32Q: 3 clusters Score -6331654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 20720 members Entering Unmasked Estep Score: -6331658.000000 Penalty: 12503.612305 Iteration 33Q: 3 clusters Score -6331658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 20723 members Entering Unmasked Estep Score: -6331646.500000 Penalty: 12503.612305 Iteration 34Q: 3 clusters Score -6331646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 20726 members Entering Unmasked Estep Score: -6331649.500000 Penalty: 12503.612305 Iteration 35Q: 3 clusters Score -6331650 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 20733 members Entering Unmasked Estep Score: -6331650.000000 Penalty: 12503.612305 Iteration 36Q: 3 clusters Score -6331650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 20737 members Entering Unmasked Estep Score: -6331651.500000 Penalty: 12503.612305 Iteration 37Q: 3 clusters Score -6331652 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 20740 members Entering Unmasked Estep Score: -6331647.000000 Penalty: 12503.612305 Iteration 38Q: 3 clusters Score -6331647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 20742 members Entering Unmasked Estep Score: -6331649.000000 Penalty: 12503.612305 Iteration 39Q: 3 clusters Score -6331649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 20744 members Entering Unmasked Estep Score: -6331649.000000 Penalty: 12503.612305 Iteration 40F: 3 clusters Score -6331649 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (45314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45314 members Entering Unmasked Estep Score: -10770187.000000 Penalty: 6566.840332 Iteration 0F: 2 clusters Score -1.077019e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22766 members Mstep: Class 2 contains 22548 members Entering Unmasked Estep Score: -10737696.000000 Penalty: 13133.680664 Iteration 0F: 3 clusters Score -1.07377e+07 nChanged 19736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22952 members Mstep: Class 2 contains 22362 members Entering Unmasked Estep Score: -10749190.000000 Penalty: 13133.680664 Iteration 1F: 3 clusters Score -1.074919e+07 nChanged 3191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23311 members Mstep: Class 2 contains 22003 members Entering Unmasked Estep Score: -10751595.000000 Penalty: 13133.680664 Iteration 2F: 3 clusters Score -1.07516e+07 nChanged 3398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24171 members Mstep: Class 2 contains 21143 members Entering Unmasked Estep Score: -10754453.000000 Penalty: 13133.680664 Iteration 3F: 3 clusters Score -1.075445e+07 nChanged 3610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25681 members Mstep: Class 2 contains 19633 members Entering Unmasked Estep Score: -10757552.000000 Penalty: 13133.680664 Iteration 4F: 3 clusters Score -1.075755e+07 nChanged 3550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27519 members Mstep: Class 2 contains 17795 members Entering Unmasked Estep Score: -10760737.000000 Penalty: 13133.680664 Iteration 5F: 3 clusters Score -1.076074e+07 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29262 members Mstep: Class 2 contains 16052 members Entering Unmasked Estep Score: -10763430.000000 Penalty: 13133.680664 Iteration 6F: 3 clusters Score -1.076343e+07 nChanged 2523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30603 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -10765170.000000 Penalty: 13133.680664 Iteration 7F: 3 clusters Score -1.076517e+07 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31681 members Mstep: Class 2 contains 13633 members Entering Unmasked Estep Score: -10766402.000000 Penalty: 13133.680664 Iteration 8Q: 3 clusters Score -1.07664e+07 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -10767164.000000 Penalty: 13133.680664 Iteration 9Q: 3 clusters Score -1.076716e+07 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33138 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -10767714.000000 Penalty: 13133.680664 Iteration 10Q: 3 clusters Score -1.076771e+07 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33642 members Mstep: Class 2 contains 11672 members Entering Unmasked Estep Score: -10767936.000000 Penalty: 13133.680664 Iteration 11Q: 3 clusters Score -1.076794e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34025 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -10768070.000000 Penalty: 13133.680664 Iteration 12Q: 3 clusters Score -1.076807e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34313 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -10768182.000000 Penalty: 13133.680664 Iteration 13Q: 3 clusters Score -1.076818e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34558 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -10768278.000000 Penalty: 13133.680664 Iteration 14Q: 3 clusters Score -1.076828e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34745 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -10768325.000000 Penalty: 13133.680664 Iteration 15Q: 3 clusters Score -1.076832e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34884 members Mstep: Class 2 contains 10430 members Entering Unmasked Estep Score: -10768327.000000 Penalty: 13133.680664 Iteration 16Q: 3 clusters Score -1.076833e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35020 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -10768376.000000 Penalty: 13133.680664 Iteration 17Q: 3 clusters Score -1.076838e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35151 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -10768385.000000 Penalty: 13133.680664 Iteration 18Q: 3 clusters Score -1.076838e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35259 members Mstep: Class 2 contains 10055 members Entering Unmasked Estep Score: -10768411.000000 Penalty: 13133.680664 Iteration 19Q: 3 clusters Score -1.076841e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35380 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -10768410.000000 Penalty: 13133.680664 Iteration 20F: 3 clusters Score -1.076841e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35517 members Mstep: Class 2 contains 9797 members Entering Unmasked Estep Score: -10768443.000000 Penalty: 13133.680664 Iteration 21Q: 3 clusters Score -1.076844e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35646 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -10768442.000000 Penalty: 13133.680664 Iteration 22Q: 3 clusters Score -1.076844e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35755 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -10768465.000000 Penalty: 13133.680664 Iteration 23Q: 3 clusters Score -1.076846e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35858 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -10768489.000000 Penalty: 13133.680664 Iteration 24Q: 3 clusters Score -1.076849e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35956 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -10768483.000000 Penalty: 13133.680664 Iteration 25Q: 3 clusters Score -1.076848e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36049 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -10768497.000000 Penalty: 13133.680664 Iteration 26Q: 3 clusters Score -1.07685e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36152 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -10768502.000000 Penalty: 13133.680664 Iteration 27Q: 3 clusters Score -1.07685e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36250 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -10768534.000000 Penalty: 13133.680664 Iteration 28Q: 3 clusters Score -1.076853e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36341 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -10768547.000000 Penalty: 13133.680664 Iteration 29Q: 3 clusters Score -1.076855e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36426 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -10768535.000000 Penalty: 13133.680664 Iteration 30Q: 3 clusters Score -1.076854e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36529 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -10768536.000000 Penalty: 13133.680664 Iteration 31Q: 3 clusters Score -1.076854e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36640 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -10768561.000000 Penalty: 13133.680664 Iteration 32Q: 3 clusters Score -1.076856e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36775 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -10768584.000000 Penalty: 13133.680664 Iteration 33Q: 3 clusters Score -1.076858e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36906 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -10768631.000000 Penalty: 13133.680664 Iteration 34Q: 3 clusters Score -1.076863e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37055 members Mstep: Class 2 contains 8259 members Entering Unmasked Estep Score: -10768645.000000 Penalty: 13133.680664 Iteration 35Q: 3 clusters Score -1.076864e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37208 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -10768683.000000 Penalty: 13133.680664 Iteration 36Q: 3 clusters Score -1.076868e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37345 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -10768717.000000 Penalty: 13133.680664 Iteration 37Q: 3 clusters Score -1.076872e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37472 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -10768735.000000 Penalty: 13133.680664 Iteration 38Q: 3 clusters Score -1.076874e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37596 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -10768776.000000 Penalty: 13133.680664 Iteration 39Q: 3 clusters Score -1.076878e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37717 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -10768760.000000 Penalty: 13133.680664 Iteration 40F: 3 clusters Score -1.076876e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37852 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -10768788.000000 Penalty: 13133.680664 Iteration 41Q: 3 clusters Score -1.076879e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37984 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -10768824.000000 Penalty: 13133.680664 Iteration 42Q: 3 clusters Score -1.076882e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38092 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -10768865.000000 Penalty: 13133.680664 Iteration 43Q: 3 clusters Score -1.076886e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38215 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -10768895.000000 Penalty: 13133.680664 Iteration 44Q: 3 clusters Score -1.07689e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38339 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -10768922.000000 Penalty: 13133.680664 Iteration 45Q: 3 clusters Score -1.076892e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38477 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -10768956.000000 Penalty: 13133.680664 Iteration 46Q: 3 clusters Score -1.076896e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38619 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -10768999.000000 Penalty: 13133.680664 Iteration 47Q: 3 clusters Score -1.0769e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38761 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -10769052.000000 Penalty: 13133.680664 Iteration 48Q: 3 clusters Score -1.076905e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38909 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -10769093.000000 Penalty: 13133.680664 Iteration 49Q: 3 clusters Score -1.076909e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39058 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -10769160.000000 Penalty: 13133.680664 Iteration 50Q: 3 clusters Score -1.076916e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39213 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -10769159.000000 Penalty: 13133.680664 Iteration 51Q: 3 clusters Score -1.076916e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39346 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -10769219.000000 Penalty: 13133.680664 Iteration 52Q: 3 clusters Score -1.076922e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39489 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -10769264.000000 Penalty: 13133.680664 Iteration 53Q: 3 clusters Score -1.076926e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39625 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -10769267.000000 Penalty: 13133.680664 Iteration 54Q: 3 clusters Score -1.076927e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39763 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -10769263.000000 Penalty: 13133.680664 Iteration 55Q: 3 clusters Score -1.076926e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39886 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -10769291.000000 Penalty: 13133.680664 Iteration 56Q: 3 clusters Score -1.076929e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39999 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -10769311.000000 Penalty: 13133.680664 Iteration 57Q: 3 clusters Score -1.076931e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40125 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -10769325.000000 Penalty: 13133.680664 Iteration 58Q: 3 clusters Score -1.076932e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40244 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -10769393.000000 Penalty: 13133.680664 Iteration 59Q: 3 clusters Score -1.076939e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40328 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -10769410.000000 Penalty: 13133.680664 Iteration 60F: 3 clusters Score -1.076941e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40410 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -10769424.000000 Penalty: 13133.680664 Iteration 61Q: 3 clusters Score -1.076942e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40486 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -10769439.000000 Penalty: 13133.680664 Iteration 62Q: 3 clusters Score -1.076944e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40553 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -10769454.000000 Penalty: 13133.680664 Iteration 63Q: 3 clusters Score -1.076945e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40611 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -10769459.000000 Penalty: 13133.680664 Iteration 64Q: 3 clusters Score -1.076946e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40659 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -10769465.000000 Penalty: 13133.680664 Iteration 65Q: 3 clusters Score -1.076946e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40697 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -10769446.000000 Penalty: 13133.680664 Iteration 66Q: 3 clusters Score -1.076945e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40739 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -10769482.000000 Penalty: 13133.680664 Iteration 67Q: 3 clusters Score -1.076948e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40772 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -10769448.000000 Penalty: 13133.680664 Iteration 68Q: 3 clusters Score -1.076945e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40801 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -10769448.000000 Penalty: 13133.680664 Iteration 69Q: 3 clusters Score -1.076945e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40826 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -10769462.000000 Penalty: 13133.680664 Iteration 70Q: 3 clusters Score -1.076946e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40844 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -10769468.000000 Penalty: 13133.680664 Iteration 71Q: 3 clusters Score -1.076947e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40853 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -10769468.000000 Penalty: 13133.680664 Iteration 72Q: 3 clusters Score -1.076947e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40864 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -10769463.000000 Penalty: 13133.680664 Iteration 73Q: 3 clusters Score -1.076946e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40870 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -10769450.000000 Penalty: 13133.680664 Iteration 74Q: 3 clusters Score -1.076945e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40879 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -10769461.000000 Penalty: 13133.680664 Iteration 75Q: 3 clusters Score -1.076946e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40884 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -10769459.000000 Penalty: 13133.680664 Iteration 76Q: 3 clusters Score -1.076946e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40891 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -10769466.000000 Penalty: 13133.680664 Iteration 77Q: 3 clusters Score -1.076947e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40902 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -10769461.000000 Penalty: 13133.680664 Iteration 78Q: 3 clusters Score -1.076946e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40910 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -10769457.000000 Penalty: 13133.680664 Iteration 79Q: 3 clusters Score -1.076946e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40917 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -10769461.000000 Penalty: 13133.680664 Iteration 80F: 3 clusters Score -1.076946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40920 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -10769464.000000 Penalty: 13133.680664 Iteration 81Q: 3 clusters Score -1.076946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40923 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -10769470.000000 Penalty: 13133.680664 Iteration 82Q: 3 clusters Score -1.076947e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40926 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -10769474.000000 Penalty: 13133.680664 Iteration 83Q: 3 clusters Score -1.076947e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40927 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -10769473.000000 Penalty: 13133.680664 Iteration 84Q: 3 clusters Score -1.076947e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40928 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -10769469.000000 Penalty: 13133.680664 Iteration 85Q: 3 clusters Score -1.076947e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40929 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -10769469.000000 Penalty: 13133.680664 Iteration 86Q: 3 clusters Score -1.076947e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40930 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -10769463.000000 Penalty: 13133.680664 Iteration 87Q: 3 clusters Score -1.076946e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40932 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -10769468.000000 Penalty: 13133.680664 Iteration 88Q: 3 clusters Score -1.076947e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40936 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -10769479.000000 Penalty: 13133.680664 Iteration 89Q: 3 clusters Score -1.076948e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40943 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -10769471.000000 Penalty: 13133.680664 Iteration 90Q: 3 clusters Score -1.076947e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40949 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -10769469.000000 Penalty: 13133.680664 Iteration 91Q: 3 clusters Score -1.076947e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40951 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -10769464.000000 Penalty: 13133.680664 Iteration 92Q: 3 clusters Score -1.076946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40954 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -10769465.000000 Penalty: 13133.680664 Iteration 93Q: 3 clusters Score -1.076946e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40958 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -10769464.000000 Penalty: 13133.680664 Iteration 94Q: 3 clusters Score -1.076946e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40962 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -10769461.000000 Penalty: 13133.680664 Iteration 95Q: 3 clusters Score -1.076946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40965 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -10769468.000000 Penalty: 13133.680664 Iteration 96Q: 3 clusters Score -1.076947e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40968 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -10769483.000000 Penalty: 13133.680664 Iteration 97Q: 3 clusters Score -1.076948e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40971 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -10769487.000000 Penalty: 13133.680664 Iteration 98Q: 3 clusters Score -1.076949e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40975 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -10769480.000000 Penalty: 13133.680664 Iteration 99Q: 3 clusters Score -1.076948e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40980 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -10769469.000000 Penalty: 13133.680664 Iteration 100F: 3 clusters Score -1.076947e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40986 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -10769477.000000 Penalty: 13133.680664 Iteration 101Q: 3 clusters Score -1.076948e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40994 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -10769482.000000 Penalty: 13133.680664 Iteration 102Q: 3 clusters Score -1.076948e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41000 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -10769486.000000 Penalty: 13133.680664 Iteration 103Q: 3 clusters Score -1.076949e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41010 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -10769481.000000 Penalty: 13133.680664 Iteration 104Q: 3 clusters Score -1.076948e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41015 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -10769486.000000 Penalty: 13133.680664 Iteration 105Q: 3 clusters Score -1.076949e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41018 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -10769490.000000 Penalty: 13133.680664 Iteration 106Q: 3 clusters Score -1.076949e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41024 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -10769479.000000 Penalty: 13133.680664 Iteration 107Q: 3 clusters Score -1.076948e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41026 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -10769486.000000 Penalty: 13133.680664 Iteration 108Q: 3 clusters Score -1.076949e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41030 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -10769496.000000 Penalty: 13133.680664 Iteration 109Q: 3 clusters Score -1.07695e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41034 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -10769488.000000 Penalty: 13133.680664 Iteration 110Q: 3 clusters Score -1.076949e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41035 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -10769502.000000 Penalty: 13133.680664 Iteration 111Q: 3 clusters Score -1.07695e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41037 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -10769487.000000 Penalty: 13133.680664 Iteration 112Q: 3 clusters Score -1.076949e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41039 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -10769490.000000 Penalty: 13133.680664 Iteration 113Q: 3 clusters Score -1.076949e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41039 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -10769490.000000 Penalty: 13133.680664 Iteration 114F: 3 clusters Score -1.076949e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (21980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21980 members Entering Unmasked Estep Score: -5157295.500000 Penalty: 6123.706543 Iteration 0F: 2 clusters Score -5157296 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10986 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -5139507.500000 Penalty: 12247.413086 Iteration 0F: 3 clusters Score -5139508 nChanged 9008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -5144342.000000 Penalty: 12247.413086 Iteration 1F: 3 clusters Score -5144342 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -5144988.000000 Penalty: 12247.413086 Iteration 2F: 3 clusters Score -5144988 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -5145469.500000 Penalty: 12247.413086 Iteration 3Q: 3 clusters Score -5145470 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 10459 members Entering Unmasked Estep Score: -5145848.000000 Penalty: 12247.413086 Iteration 4Q: 3 clusters Score -5145848 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 10231 members Entering Unmasked Estep Score: -5146230.500000 Penalty: 12247.413086 Iteration 5Q: 3 clusters Score -5146230 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 9915 members Entering Unmasked Estep Score: -5146690.000000 Penalty: 12247.413086 Iteration 6Q: 3 clusters Score -5146690 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12461 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -5147231.500000 Penalty: 12247.413086 Iteration 7Q: 3 clusters Score -5147232 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -5147913.000000 Penalty: 12247.413086 Iteration 8Q: 3 clusters Score -5147913 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13596 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -5148677.000000 Penalty: 12247.413086 Iteration 9Q: 3 clusters Score -5148677 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14298 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -5149426.000000 Penalty: 12247.413086 Iteration 10Q: 3 clusters Score -5149426 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15014 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -5150093.000000 Penalty: 12247.413086 Iteration 11Q: 3 clusters Score -5150093 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15741 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -5150714.500000 Penalty: 12247.413086 Iteration 12Q: 3 clusters Score -5150714 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16476 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -5151282.500000 Penalty: 12247.413086 Iteration 13Q: 3 clusters Score -5151282 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17152 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -5151795.000000 Penalty: 12247.413086 Iteration 14Q: 3 clusters Score -5151795 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17805 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -5152346.500000 Penalty: 12247.413086 Iteration 15Q: 3 clusters Score -5152346 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -5152858.000000 Penalty: 12247.413086 Iteration 16Q: 3 clusters Score -5152858 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18971 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -5153337.000000 Penalty: 12247.413086 Iteration 17Q: 3 clusters Score -5153337 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19400 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -5153685.000000 Penalty: 12247.413086 Iteration 18Q: 3 clusters Score -5153685 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19711 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -5153993.000000 Penalty: 12247.413086 Iteration 19Q: 3 clusters Score -5153993 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19943 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -5154218.500000 Penalty: 12247.413086 Iteration 20F: 3 clusters Score -5154218 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20095 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -5154396.000000 Penalty: 12247.413086 Iteration 21Q: 3 clusters Score -5154396 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20186 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -5154528.000000 Penalty: 12247.413086 Iteration 22Q: 3 clusters Score -5154528 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20255 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -5154614.500000 Penalty: 12247.413086 Iteration 23Q: 3 clusters Score -5154614 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -5154675.000000 Penalty: 12247.413086 Iteration 24Q: 3 clusters Score -5154675 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20331 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -5154707.000000 Penalty: 12247.413086 Iteration 25Q: 3 clusters Score -5154707 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20354 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -5154738.500000 Penalty: 12247.413086 Iteration 26Q: 3 clusters Score -5154738 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20365 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -5154737.000000 Penalty: 12247.413086 Iteration 27Q: 3 clusters Score -5154737 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20370 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -5154732.500000 Penalty: 12247.413086 Iteration 28Q: 3 clusters Score -5154732 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20376 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -5154744.000000 Penalty: 12247.413086 Iteration 29Q: 3 clusters Score -5154744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20376 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -5154742.000000 Penalty: 12247.413086 Iteration 30Q: 3 clusters Score -5154742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20379 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -5154743.500000 Penalty: 12247.413086 Iteration 31Q: 3 clusters Score -5154744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20383 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -5154750.000000 Penalty: 12247.413086 Iteration 32Q: 3 clusters Score -5154750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20385 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -5154742.000000 Penalty: 12247.413086 Iteration 33Q: 3 clusters Score -5154742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -5154742.500000 Penalty: 12247.413086 Iteration 34Q: 3 clusters Score -5154742 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20390 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -5154745.000000 Penalty: 12247.413086 Iteration 35Q: 3 clusters Score -5154745 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20391 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -5154742.000000 Penalty: 12247.413086 Iteration 36Q: 3 clusters Score -5154742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20391 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -5154742.000000 Penalty: 12247.413086 Iteration 37F: 3 clusters Score -5154742 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (118100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118100 members Entering Unmasked Estep Score: -27802660.000000 Penalty: 7153.563477 Iteration 0F: 2 clusters Score -2.780266e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59103 members Mstep: Class 2 contains 58997 members Entering Unmasked Estep Score: -27724390.000000 Penalty: 14307.126953 Iteration 0F: 3 clusters Score -2.772439e+07 nChanged 54106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59215 members Mstep: Class 2 contains 58885 members Entering Unmasked Estep Score: -27753700.000000 Penalty: 14307.126953 Iteration 1F: 3 clusters Score -2.77537e+07 nChanged 4558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59089 members Mstep: Class 2 contains 59011 members Entering Unmasked Estep Score: -27754656.000000 Penalty: 14307.126953 Iteration 2Q: 3 clusters Score -2.775466e+07 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58950 members Mstep: Class 2 contains 59150 members Entering Unmasked Estep Score: -27755780.000000 Penalty: 14307.126953 Iteration 3Q: 3 clusters Score -2.775578e+07 nChanged 3884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58746 members Mstep: Class 2 contains 59354 members Entering Unmasked Estep Score: -27756742.000000 Penalty: 14307.126953 Iteration 4Q: 3 clusters Score -2.775674e+07 nChanged 3654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58348 members Mstep: Class 2 contains 59752 members Entering Unmasked Estep Score: -27757608.000000 Penalty: 14307.126953 Iteration 5Q: 3 clusters Score -2.775761e+07 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57811 members Mstep: Class 2 contains 60289 members Entering Unmasked Estep Score: -27758522.000000 Penalty: 14307.126953 Iteration 6Q: 3 clusters Score -2.775852e+07 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57112 members Mstep: Class 2 contains 60988 members Entering Unmasked Estep Score: -27759408.000000 Penalty: 14307.126953 Iteration 7Q: 3 clusters Score -2.775941e+07 nChanged 3896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56148 members Mstep: Class 2 contains 61952 members Entering Unmasked Estep Score: -27760744.000000 Penalty: 14307.126953 Iteration 8Q: 3 clusters Score -2.776074e+07 nChanged 4243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54815 members Mstep: Class 2 contains 63285 members Entering Unmasked Estep Score: -27762212.000000 Penalty: 14307.126953 Iteration 9Q: 3 clusters Score -2.776221e+07 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53104 members Mstep: Class 2 contains 64996 members Entering Unmasked Estep Score: -27764216.000000 Penalty: 14307.126953 Iteration 10Q: 3 clusters Score -2.776422e+07 nChanged 5015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51035 members Mstep: Class 2 contains 67065 members Entering Unmasked Estep Score: -27766542.000000 Penalty: 14307.126953 Iteration 11Q: 3 clusters Score -2.776654e+07 nChanged 5402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48471 members Mstep: Class 2 contains 69629 members Entering Unmasked Estep Score: -27768826.000000 Penalty: 14307.126953 Iteration 12Q: 3 clusters Score -2.776883e+07 nChanged 5448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45551 members Mstep: Class 2 contains 72549 members Entering Unmasked Estep Score: -27771322.000000 Penalty: 14307.126953 Iteration 13Q: 3 clusters Score -2.777132e+07 nChanged 5091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42312 members Mstep: Class 2 contains 75788 members Entering Unmasked Estep Score: -27773632.000000 Penalty: 14307.126953 Iteration 14Q: 3 clusters Score -2.777363e+07 nChanged 4607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38795 members Mstep: Class 2 contains 79305 members Entering Unmasked Estep Score: -27775440.000000 Penalty: 14307.126953 Iteration 15Q: 3 clusters Score -2.777544e+07 nChanged 4104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35133 members Mstep: Class 2 contains 82967 members Entering Unmasked Estep Score: -27777138.000000 Penalty: 14307.126953 Iteration 16Q: 3 clusters Score -2.777714e+07 nChanged 4095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31206 members Mstep: Class 2 contains 86894 members Entering Unmasked Estep Score: -27778728.000000 Penalty: 14307.126953 Iteration 17Q: 3 clusters Score -2.777873e+07 nChanged 4173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27085 members Mstep: Class 2 contains 91015 members Entering Unmasked Estep Score: -27780518.000000 Penalty: 14307.126953 Iteration 18Q: 3 clusters Score -2.778052e+07 nChanged 4340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22753 members Mstep: Class 2 contains 95347 members Entering Unmasked Estep Score: -27782698.000000 Penalty: 14307.126953 Iteration 19Q: 3 clusters Score -2.77827e+07 nChanged 4542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18215 members Mstep: Class 2 contains 99885 members Entering Unmasked Estep Score: -27785146.000000 Penalty: 14307.126953 Iteration 20F: 3 clusters Score -2.778515e+07 nChanged 4459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13756 members Mstep: Class 2 contains 104344 members Entering Unmasked Estep Score: -27787872.000000 Penalty: 14307.126953 Iteration 21Q: 3 clusters Score -2.778787e+07 nChanged 4022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 108362 members Entering Unmasked Estep Score: -27790498.000000 Penalty: 14307.126953 Iteration 22Q: 3 clusters Score -2.77905e+07 nChanged 3175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 111533 members Entering Unmasked Estep Score: -27792776.000000 Penalty: 14307.126953 Iteration 23Q: 3 clusters Score -2.779278e+07 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 113736 members Entering Unmasked Estep Score: -27794466.000000 Penalty: 14307.126953 Iteration 24Q: 3 clusters Score -2.779447e+07 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 115100 members Entering Unmasked Estep Score: -27795440.000000 Penalty: 14307.126953 Iteration 25Q: 3 clusters Score -2.779544e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 115854 members Entering Unmasked Estep Score: -27796100.000000 Penalty: 14307.126953 Iteration 26Q: 3 clusters Score -2.77961e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 116274 members Entering Unmasked Estep Score: -27796532.000000 Penalty: 14307.126953 Iteration 27Q: 3 clusters Score -2.779653e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 116532 members Entering Unmasked Estep Score: -27796742.000000 Penalty: 14307.126953 Iteration 28Q: 3 clusters Score -2.779674e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 116684 members Entering Unmasked Estep Score: -27796792.000000 Penalty: 14307.126953 Iteration 29Q: 3 clusters Score -2.779679e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 116786 members Entering Unmasked Estep Score: -27796890.000000 Penalty: 14307.126953 Iteration 30Q: 3 clusters Score -2.779689e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 116853 members Entering Unmasked Estep Score: -27796902.000000 Penalty: 14307.126953 Iteration 31Q: 3 clusters Score -2.77969e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 116894 members Entering Unmasked Estep Score: -27796910.000000 Penalty: 14307.126953 Iteration 32Q: 3 clusters Score -2.779691e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 116917 members Entering Unmasked Estep Score: -27796944.000000 Penalty: 14307.126953 Iteration 33Q: 3 clusters Score -2.779694e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 116935 members Entering Unmasked Estep Score: -27796954.000000 Penalty: 14307.126953 Iteration 34Q: 3 clusters Score -2.779695e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 116949 members Entering Unmasked Estep Score: -27796988.000000 Penalty: 14307.126953 Iteration 35Q: 3 clusters Score -2.779699e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 116960 members Entering Unmasked Estep Score: -27796982.000000 Penalty: 14307.126953 Iteration 36Q: 3 clusters Score -2.779698e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 116970 members Entering Unmasked Estep Score: -27797028.000000 Penalty: 14307.126953 Iteration 37Q: 3 clusters Score -2.779703e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 116975 members Entering Unmasked Estep Score: -27797016.000000 Penalty: 14307.126953 Iteration 38Q: 3 clusters Score -2.779702e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 116978 members Entering Unmasked Estep Score: -27797022.000000 Penalty: 14307.126953 Iteration 39Q: 3 clusters Score -2.779702e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 116977 members Entering Unmasked Estep Score: -27797018.000000 Penalty: 14307.126953 Iteration 40F: 3 clusters Score -2.779702e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 116980 members Entering Unmasked Estep Score: -27797030.000000 Penalty: 14307.126953 Iteration 41Q: 3 clusters Score -2.779703e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 116982 members Entering Unmasked Estep Score: -27797036.000000 Penalty: 14307.126953 Iteration 42Q: 3 clusters Score -2.779704e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 116986 members Entering Unmasked Estep Score: -27797044.000000 Penalty: 14307.126953 Iteration 43Q: 3 clusters Score -2.779704e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 116987 members Entering Unmasked Estep Score: -27797040.000000 Penalty: 14307.126953 Iteration 44Q: 3 clusters Score -2.779704e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 116989 members Entering Unmasked Estep Score: -27797048.000000 Penalty: 14307.126953 Iteration 45Q: 3 clusters Score -2.779705e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 116991 members Entering Unmasked Estep Score: -27797048.000000 Penalty: 14307.126953 Iteration 46Q: 3 clusters Score -2.779705e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 116992 members Entering Unmasked Estep Score: -27797060.000000 Penalty: 14307.126953 Iteration 47Q: 3 clusters Score -2.779706e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 116992 members Entering Unmasked Estep Score: -27797060.000000 Penalty: 14307.126953 Iteration 48F: 3 clusters Score -2.779706e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (20609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20609 members Entering Unmasked Estep Score: -4690835.500000 Penalty: 6084.258301 Iteration 0F: 2 clusters Score -4690836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 10278 members Entering Unmasked Estep Score: -4674024.000000 Penalty: 12168.516602 Iteration 0F: 3 clusters Score -4674024 nChanged 8342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -4678750.500000 Penalty: 12168.516602 Iteration 1F: 3 clusters Score -4678750 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 10044 members Entering Unmasked Estep Score: -4680029.000000 Penalty: 12168.516602 Iteration 2F: 3 clusters Score -4680029 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -4682021.000000 Penalty: 12168.516602 Iteration 3F: 3 clusters Score -4682021 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -4684760.000000 Penalty: 12168.516602 Iteration 4F: 3 clusters Score -4684760 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 9919 members Entering Unmasked Estep Score: -4687082.500000 Penalty: 12168.516602 Iteration 5F: 3 clusters Score -4687082 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -4688606.000000 Penalty: 12168.516602 Iteration 6F: 3 clusters Score -4688606 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10399 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -4689515.000000 Penalty: 12168.516602 Iteration 7F: 3 clusters Score -4689515 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10295 members Mstep: Class 2 contains 10314 members Entering Unmasked Estep Score: -4690027.000000 Penalty: 12168.516602 Iteration 8Q: 3 clusters Score -4690027 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -4690400.000000 Penalty: 12168.516602 Iteration 9Q: 3 clusters Score -4690400 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 10370 members Entering Unmasked Estep Score: -4690697.000000 Penalty: 12168.516602 Iteration 10Q: 3 clusters Score -4690697 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10242 members Mstep: Class 2 contains 10367 members Entering Unmasked Estep Score: -4690844.500000 Penalty: 12168.516602 Iteration 11Q: 3 clusters Score -4690844 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 10392 members Entering Unmasked Estep Score: -4690895.000000 Penalty: 12168.516602 Iteration 12Q: 3 clusters Score -4690895 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -4690913.000000 Penalty: 12168.516602 Iteration 13Q: 3 clusters Score -4690913 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10162 members Mstep: Class 2 contains 10447 members Entering Unmasked Estep Score: -4690941.000000 Penalty: 12168.516602 Iteration 14Q: 3 clusters Score -4690941 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 10469 members Entering Unmasked Estep Score: -4690955.000000 Penalty: 12168.516602 Iteration 15Q: 3 clusters Score -4690955 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 10482 members Entering Unmasked Estep Score: -4690956.500000 Penalty: 12168.516602 Iteration 16Q: 3 clusters Score -4690956 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10119 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -4690957.500000 Penalty: 12168.516602 Iteration 17Q: 3 clusters Score -4690958 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 10497 members Entering Unmasked Estep Score: -4690952.000000 Penalty: 12168.516602 Iteration 18Q: 3 clusters Score -4690952 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 10503 members Entering Unmasked Estep Score: -4690954.000000 Penalty: 12168.516602 Iteration 19Q: 3 clusters Score -4690954 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -4690958.000000 Penalty: 12168.516602 Iteration 20F: 3 clusters Score -4690958 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -4690954.500000 Penalty: 12168.516602 Iteration 21Q: 3 clusters Score -4690954 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 10516 members Entering Unmasked Estep Score: -4690952.500000 Penalty: 12168.516602 Iteration 22Q: 3 clusters Score -4690952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -4690953.000000 Penalty: 12168.516602 Iteration 23Q: 3 clusters Score -4690953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -4690953.000000 Penalty: 12168.516602 Iteration 24F: 3 clusters Score -4690953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17831 members Mstep: Class 6 contains 14061 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45314 members Mstep: Class 10 contains 10515 members Mstep: Class 11 contains 21980 members Mstep: Class 12 contains 118100 members Mstep: Class 13 contains 10094 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4089 members Mstep: Class 17 contains 47175 members Mstep: Class 18 contains 20043 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38946 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep Score: -101692344.000000 Penalty: 190973.375000 Splitting cluster 13 changes total score from -101693968.000000 to -101692344.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Entering Unmasked Estep Score: -101152.828125 Penalty: 3744.630371 Iteration 0F: 2 clusters Score -101152.8 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 236 members Entering Unmasked Estep Score: -97803.539062 Penalty: 7489.260742 Iteration 0F: 3 clusters Score -97803.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -97929.546875 Penalty: 7489.260742 Iteration 1F: 3 clusters Score -97929.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -97959.312500 Penalty: 7489.260742 Iteration 2Q: 3 clusters Score -97959.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -97967.656250 Penalty: 7489.260742 Iteration 3Q: 3 clusters Score -97967.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -97967.656250 Penalty: 7489.260742 Iteration 4F: 3 clusters Score -97967.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Entering Unmasked Estep Score: -1925830.000000 Penalty: 5541.430176 Iteration 0F: 2 clusters Score -1925830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1916462.875000 Penalty: 11082.860352 Iteration 0F: 3 clusters Score -1916463 nChanged 3084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1918364.750000 Penalty: 11082.860352 Iteration 1F: 3 clusters Score -1918365 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1918776.875000 Penalty: 11082.860352 Iteration 2F: 3 clusters Score -1918777 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1919032.625000 Penalty: 11082.860352 Iteration 3Q: 3 clusters Score -1919033 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -1919197.625000 Penalty: 11082.860352 Iteration 4Q: 3 clusters Score -1919198 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -1919310.250000 Penalty: 11082.860352 Iteration 5Q: 3 clusters Score -1919310 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -1919397.500000 Penalty: 11082.860352 Iteration 6Q: 3 clusters Score -1919398 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1919473.875000 Penalty: 11082.860352 Iteration 7Q: 3 clusters Score -1919474 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -1919541.000000 Penalty: 11082.860352 Iteration 8Q: 3 clusters Score -1919541 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -1919606.125000 Penalty: 11082.860352 Iteration 9Q: 3 clusters Score -1919606 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1919675.000000 Penalty: 11082.860352 Iteration 10Q: 3 clusters Score -1919675 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1919761.375000 Penalty: 11082.860352 Iteration 11Q: 3 clusters Score -1919761 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -1919850.125000 Penalty: 11082.860352 Iteration 12Q: 3 clusters Score -1919850 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1919927.250000 Penalty: 11082.860352 Iteration 13Q: 3 clusters Score -1919927 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -1919991.375000 Penalty: 11082.860352 Iteration 14Q: 3 clusters Score -1919991 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -1920041.625000 Penalty: 11082.860352 Iteration 15Q: 3 clusters Score -1920042 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1920100.375000 Penalty: 11082.860352 Iteration 16Q: 3 clusters Score -1920100 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1920164.750000 Penalty: 11082.860352 Iteration 17Q: 3 clusters Score -1920165 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -1920225.375000 Penalty: 11082.860352 Iteration 18Q: 3 clusters Score -1920225 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1920293.000000 Penalty: 11082.860352 Iteration 19Q: 3 clusters Score -1920293 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -1920363.375000 Penalty: 11082.860352 Iteration 20F: 3 clusters Score -1920363 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1920428.000000 Penalty: 11082.860352 Iteration 21Q: 3 clusters Score -1920428 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1920497.625000 Penalty: 11082.860352 Iteration 22Q: 3 clusters Score -1920498 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -1920567.250000 Penalty: 11082.860352 Iteration 23Q: 3 clusters Score -1920567 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -1920628.125000 Penalty: 11082.860352 Iteration 24Q: 3 clusters Score -1920628 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1920702.000000 Penalty: 11082.860352 Iteration 25Q: 3 clusters Score -1920702 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -1920769.625000 Penalty: 11082.860352 Iteration 26Q: 3 clusters Score -1920770 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -1920821.000000 Penalty: 11082.860352 Iteration 27Q: 3 clusters Score -1920821 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -1920865.750000 Penalty: 11082.860352 Iteration 28Q: 3 clusters Score -1920866 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1920912.125000 Penalty: 11082.860352 Iteration 29Q: 3 clusters Score -1920912 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1920945.875000 Penalty: 11082.860352 Iteration 30Q: 3 clusters Score -1920946 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -1920980.250000 Penalty: 11082.860352 Iteration 31Q: 3 clusters Score -1920980 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -1921001.500000 Penalty: 11082.860352 Iteration 32Q: 3 clusters Score -1921002 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -1921035.375000 Penalty: 11082.860352 Iteration 33Q: 3 clusters Score -1921035 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -1921057.625000 Penalty: 11082.860352 Iteration 34Q: 3 clusters Score -1921058 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -1921089.125000 Penalty: 11082.860352 Iteration 35Q: 3 clusters Score -1921089 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -1921120.875000 Penalty: 11082.860352 Iteration 36Q: 3 clusters Score -1921121 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -1921140.625000 Penalty: 11082.860352 Iteration 37Q: 3 clusters Score -1921141 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -1921171.625000 Penalty: 11082.860352 Iteration 38Q: 3 clusters Score -1921172 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -1921206.500000 Penalty: 11082.860352 Iteration 39Q: 3 clusters Score -1921206 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1921237.125000 Penalty: 11082.860352 Iteration 40F: 3 clusters Score -1921237 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -1921272.375000 Penalty: 11082.860352 Iteration 41Q: 3 clusters Score -1921272 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1921298.250000 Penalty: 11082.860352 Iteration 42Q: 3 clusters Score -1921298 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -1921327.125000 Penalty: 11082.860352 Iteration 43Q: 3 clusters Score -1921327 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -1921351.875000 Penalty: 11082.860352 Iteration 44Q: 3 clusters Score -1921352 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -1921373.375000 Penalty: 11082.860352 Iteration 45Q: 3 clusters Score -1921373 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1921397.625000 Penalty: 11082.860352 Iteration 46Q: 3 clusters Score -1921398 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1921418.500000 Penalty: 11082.860352 Iteration 47Q: 3 clusters Score -1921418 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -1921436.625000 Penalty: 11082.860352 Iteration 48Q: 3 clusters Score -1921437 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -1921456.250000 Penalty: 11082.860352 Iteration 49Q: 3 clusters Score -1921456 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -1921481.750000 Penalty: 11082.860352 Iteration 50Q: 3 clusters Score -1921482 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -1921504.625000 Penalty: 11082.860352 Iteration 51Q: 3 clusters Score -1921505 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -1921516.875000 Penalty: 11082.860352 Iteration 52Q: 3 clusters Score -1921517 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -1921534.875000 Penalty: 11082.860352 Iteration 53Q: 3 clusters Score -1921535 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -1921552.000000 Penalty: 11082.860352 Iteration 54Q: 3 clusters Score -1921552 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -1921561.250000 Penalty: 11082.860352 Iteration 55Q: 3 clusters Score -1921561 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -1921567.500000 Penalty: 11082.860352 Iteration 56Q: 3 clusters Score -1921568 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -1921572.500000 Penalty: 11082.860352 Iteration 57Q: 3 clusters Score -1921572 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -1921577.500000 Penalty: 11082.860352 Iteration 58Q: 3 clusters Score -1921578 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -1921582.750000 Penalty: 11082.860352 Iteration 59Q: 3 clusters Score -1921583 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -1921589.250000 Penalty: 11082.860352 Iteration 60F: 3 clusters Score -1921589 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1921594.000000 Penalty: 11082.860352 Iteration 61Q: 3 clusters Score -1921594 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -1921604.500000 Penalty: 11082.860352 Iteration 62Q: 3 clusters Score -1921604 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -1921606.625000 Penalty: 11082.860352 Iteration 63Q: 3 clusters Score -1921607 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -1921608.750000 Penalty: 11082.860352 Iteration 64Q: 3 clusters Score -1921609 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -1921611.625000 Penalty: 11082.860352 Iteration 65Q: 3 clusters Score -1921612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -1921616.500000 Penalty: 11082.860352 Iteration 66Q: 3 clusters Score -1921616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -1921625.250000 Penalty: 11082.860352 Iteration 67Q: 3 clusters Score -1921625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -1921625.625000 Penalty: 11082.860352 Iteration 68Q: 3 clusters Score -1921626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1921624.250000 Penalty: 11082.860352 Iteration 69Q: 3 clusters Score -1921624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -1921624.000000 Penalty: 11082.860352 Iteration 70Q: 3 clusters Score -1921624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -1921625.750000 Penalty: 11082.860352 Iteration 71Q: 3 clusters Score -1921626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1921626.875000 Penalty: 11082.860352 Iteration 72Q: 3 clusters Score -1921627 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -1921626.875000 Penalty: 11082.860352 Iteration 73F: 3 clusters Score -1921627 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Entering Unmasked Estep Score: -951756.625000 Penalty: 5093.583984 Iteration 0F: 2 clusters Score -951756.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -945283.625000 Penalty: 10187.167969 Iteration 0F: 3 clusters Score -945283.6 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -946277.937500 Penalty: 10187.167969 Iteration 1F: 3 clusters Score -946277.9 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -946612.062500 Penalty: 10187.167969 Iteration 2F: 3 clusters Score -946612.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -946773.375000 Penalty: 10187.167969 Iteration 3Q: 3 clusters Score -946773.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -946877.937500 Penalty: 10187.167969 Iteration 4Q: 3 clusters Score -946877.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -946972.437500 Penalty: 10187.167969 Iteration 5Q: 3 clusters Score -946972.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -947055.687500 Penalty: 10187.167969 Iteration 6Q: 3 clusters Score -947055.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -947137.687500 Penalty: 10187.167969 Iteration 7Q: 3 clusters Score -947137.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -947208.625000 Penalty: 10187.167969 Iteration 8Q: 3 clusters Score -947208.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -947261.562500 Penalty: 10187.167969 Iteration 9Q: 3 clusters Score -947261.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -947294.812500 Penalty: 10187.167969 Iteration 10Q: 3 clusters Score -947294.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -947311.312500 Penalty: 10187.167969 Iteration 11Q: 3 clusters Score -947311.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -947320.062500 Penalty: 10187.167969 Iteration 12Q: 3 clusters Score -947320.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -947328.250000 Penalty: 10187.167969 Iteration 13Q: 3 clusters Score -947328.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -947337.187500 Penalty: 10187.167969 Iteration 14Q: 3 clusters Score -947337.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -947342.500000 Penalty: 10187.167969 Iteration 15Q: 3 clusters Score -947342.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -947344.250000 Penalty: 10187.167969 Iteration 16Q: 3 clusters Score -947344.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -947344.250000 Penalty: 10187.167969 Iteration 17Q: 3 clusters Score -947344.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -947348.312500 Penalty: 10187.167969 Iteration 18Q: 3 clusters Score -947348.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -947348.937500 Penalty: 10187.167969 Iteration 19Q: 3 clusters Score -947348.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -947351.562500 Penalty: 10187.167969 Iteration 20F: 3 clusters Score -947351.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -947354.375000 Penalty: 10187.167969 Iteration 21Q: 3 clusters Score -947354.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -947356.750000 Penalty: 10187.167969 Iteration 22Q: 3 clusters Score -947356.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -947361.500000 Penalty: 10187.167969 Iteration 23Q: 3 clusters Score -947361.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -947364.312500 Penalty: 10187.167969 Iteration 24Q: 3 clusters Score -947364.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -947373.125000 Penalty: 10187.167969 Iteration 25Q: 3 clusters Score -947373.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -947381.437500 Penalty: 10187.167969 Iteration 26Q: 3 clusters Score -947381.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -947385.750000 Penalty: 10187.167969 Iteration 27Q: 3 clusters Score -947385.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -947391.000000 Penalty: 10187.167969 Iteration 28Q: 3 clusters Score -947391 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -947397.375000 Penalty: 10187.167969 Iteration 29Q: 3 clusters Score -947397.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -947400.625000 Penalty: 10187.167969 Iteration 30Q: 3 clusters Score -947400.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -947400.875000 Penalty: 10187.167969 Iteration 31Q: 3 clusters Score -947400.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -947401.375000 Penalty: 10187.167969 Iteration 32Q: 3 clusters Score -947401.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -947404.562500 Penalty: 10187.167969 Iteration 33Q: 3 clusters Score -947404.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -947404.750000 Penalty: 10187.167969 Iteration 34Q: 3 clusters Score -947404.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -947404.750000 Penalty: 10187.167969 Iteration 35F: 3 clusters Score -947404.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (47175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47175 members Entering Unmasked Estep Score: -11258871.000000 Penalty: 6591.492188 Iteration 0F: 2 clusters Score -1.125887e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23548 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -11225148.000000 Penalty: 13182.984375 Iteration 0F: 3 clusters Score -1.122515e+07 nChanged 20600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23652 members Mstep: Class 2 contains 23523 members Entering Unmasked Estep Score: -11235954.000000 Penalty: 13182.984375 Iteration 1F: 3 clusters Score -1.123595e+07 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23769 members Mstep: Class 2 contains 23406 members Entering Unmasked Estep Score: -11236853.000000 Penalty: 13182.984375 Iteration 2F: 3 clusters Score -1.123685e+07 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23961 members Mstep: Class 2 contains 23214 members Entering Unmasked Estep Score: -11237583.000000 Penalty: 13182.984375 Iteration 3Q: 3 clusters Score -1.123758e+07 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24283 members Mstep: Class 2 contains 22892 members Entering Unmasked Estep Score: -11238182.000000 Penalty: 13182.984375 Iteration 4Q: 3 clusters Score -1.123818e+07 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24669 members Mstep: Class 2 contains 22506 members Entering Unmasked Estep Score: -11238756.000000 Penalty: 13182.984375 Iteration 5Q: 3 clusters Score -1.123876e+07 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25211 members Mstep: Class 2 contains 21964 members Entering Unmasked Estep Score: -11239442.000000 Penalty: 13182.984375 Iteration 6Q: 3 clusters Score -1.123944e+07 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 21276 members Entering Unmasked Estep Score: -11240188.000000 Penalty: 13182.984375 Iteration 7Q: 3 clusters Score -1.124019e+07 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26717 members Mstep: Class 2 contains 20458 members Entering Unmasked Estep Score: -11241119.000000 Penalty: 13182.984375 Iteration 8Q: 3 clusters Score -1.124112e+07 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27703 members Mstep: Class 2 contains 19472 members Entering Unmasked Estep Score: -11242256.000000 Penalty: 13182.984375 Iteration 9Q: 3 clusters Score -1.124226e+07 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28772 members Mstep: Class 2 contains 18403 members Entering Unmasked Estep Score: -11243301.000000 Penalty: 13182.984375 Iteration 10Q: 3 clusters Score -1.12433e+07 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29917 members Mstep: Class 2 contains 17258 members Entering Unmasked Estep Score: -11244385.000000 Penalty: 13182.984375 Iteration 11Q: 3 clusters Score -1.124438e+07 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30966 members Mstep: Class 2 contains 16209 members Entering Unmasked Estep Score: -11245224.000000 Penalty: 13182.984375 Iteration 12Q: 3 clusters Score -1.124522e+07 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31839 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -11245855.000000 Penalty: 13182.984375 Iteration 13Q: 3 clusters Score -1.124586e+07 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32716 members Mstep: Class 2 contains 14459 members Entering Unmasked Estep Score: -11246321.000000 Penalty: 13182.984375 Iteration 14Q: 3 clusters Score -1.124632e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33554 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -11246783.000000 Penalty: 13182.984375 Iteration 15Q: 3 clusters Score -1.124678e+07 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34334 members Mstep: Class 2 contains 12841 members Entering Unmasked Estep Score: -11247152.000000 Penalty: 13182.984375 Iteration 16Q: 3 clusters Score -1.124715e+07 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35125 members Mstep: Class 2 contains 12050 members Entering Unmasked Estep Score: -11247533.000000 Penalty: 13182.984375 Iteration 17Q: 3 clusters Score -1.124753e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35913 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -11247893.000000 Penalty: 13182.984375 Iteration 18Q: 3 clusters Score -1.124789e+07 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36742 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -11248322.000000 Penalty: 13182.984375 Iteration 19Q: 3 clusters Score -1.124832e+07 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37581 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -11248654.000000 Penalty: 13182.984375 Iteration 20F: 3 clusters Score -1.124865e+07 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38424 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -11249103.000000 Penalty: 13182.984375 Iteration 21Q: 3 clusters Score -1.12491e+07 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39234 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -11249543.000000 Penalty: 13182.984375 Iteration 22Q: 3 clusters Score -1.124954e+07 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40041 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -11249914.000000 Penalty: 13182.984375 Iteration 23Q: 3 clusters Score -1.124991e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40768 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -11250353.000000 Penalty: 13182.984375 Iteration 24Q: 3 clusters Score -1.125035e+07 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -11250770.000000 Penalty: 13182.984375 Iteration 25Q: 3 clusters Score -1.125077e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42027 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -11251224.000000 Penalty: 13182.984375 Iteration 26Q: 3 clusters Score -1.125122e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42523 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -11251577.000000 Penalty: 13182.984375 Iteration 27Q: 3 clusters Score -1.125158e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42924 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -11251822.000000 Penalty: 13182.984375 Iteration 28Q: 3 clusters Score -1.125182e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43246 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -11251994.000000 Penalty: 13182.984375 Iteration 29Q: 3 clusters Score -1.125199e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43504 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -11252150.000000 Penalty: 13182.984375 Iteration 30Q: 3 clusters Score -1.125215e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43730 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -11252310.000000 Penalty: 13182.984375 Iteration 31Q: 3 clusters Score -1.125231e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43912 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -11252409.000000 Penalty: 13182.984375 Iteration 32Q: 3 clusters Score -1.125241e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44075 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -11252505.000000 Penalty: 13182.984375 Iteration 33Q: 3 clusters Score -1.12525e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44209 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -11252598.000000 Penalty: 13182.984375 Iteration 34Q: 3 clusters Score -1.12526e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44335 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -11252673.000000 Penalty: 13182.984375 Iteration 35Q: 3 clusters Score -1.125267e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44437 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -11252749.000000 Penalty: 13182.984375 Iteration 36Q: 3 clusters Score -1.125275e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44516 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -11252775.000000 Penalty: 13182.984375 Iteration 37Q: 3 clusters Score -1.125278e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44593 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -11252832.000000 Penalty: 13182.984375 Iteration 38Q: 3 clusters Score -1.125283e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44662 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -11252854.000000 Penalty: 13182.984375 Iteration 39Q: 3 clusters Score -1.125285e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44725 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -11252884.000000 Penalty: 13182.984375 Iteration 40F: 3 clusters Score -1.125288e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44785 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -11252917.000000 Penalty: 13182.984375 Iteration 41Q: 3 clusters Score -1.125292e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44837 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -11252957.000000 Penalty: 13182.984375 Iteration 42Q: 3 clusters Score -1.125296e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44889 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -11252957.000000 Penalty: 13182.984375 Iteration 43Q: 3 clusters Score -1.125296e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44927 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -11252970.000000 Penalty: 13182.984375 Iteration 44Q: 3 clusters Score -1.125297e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44965 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -11252979.000000 Penalty: 13182.984375 Iteration 45Q: 3 clusters Score -1.125298e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45009 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -11253028.000000 Penalty: 13182.984375 Iteration 46Q: 3 clusters Score -1.125303e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45047 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -11253041.000000 Penalty: 13182.984375 Iteration 47Q: 3 clusters Score -1.125304e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45085 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -11253086.000000 Penalty: 13182.984375 Iteration 48Q: 3 clusters Score -1.125309e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45127 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -11253109.000000 Penalty: 13182.984375 Iteration 49Q: 3 clusters Score -1.125311e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45152 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -11253131.000000 Penalty: 13182.984375 Iteration 50Q: 3 clusters Score -1.125313e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45180 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -11253150.000000 Penalty: 13182.984375 Iteration 51Q: 3 clusters Score -1.125315e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45202 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -11253164.000000 Penalty: 13182.984375 Iteration 52Q: 3 clusters Score -1.125316e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45225 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -11253190.000000 Penalty: 13182.984375 Iteration 53Q: 3 clusters Score -1.125319e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45250 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -11253199.000000 Penalty: 13182.984375 Iteration 54Q: 3 clusters Score -1.12532e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45273 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -11253193.000000 Penalty: 13182.984375 Iteration 55Q: 3 clusters Score -1.125319e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45295 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -11253224.000000 Penalty: 13182.984375 Iteration 56Q: 3 clusters Score -1.125322e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45316 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -11253244.000000 Penalty: 13182.984375 Iteration 57Q: 3 clusters Score -1.125324e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45329 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -11253248.000000 Penalty: 13182.984375 Iteration 58Q: 3 clusters Score -1.125325e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45347 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -11253250.000000 Penalty: 13182.984375 Iteration 59Q: 3 clusters Score -1.125325e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45355 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -11253256.000000 Penalty: 13182.984375 Iteration 60F: 3 clusters Score -1.125326e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45365 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -11253244.000000 Penalty: 13182.984375 Iteration 61Q: 3 clusters Score -1.125324e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45375 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -11253245.000000 Penalty: 13182.984375 Iteration 62Q: 3 clusters Score -1.125324e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45385 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -11253255.000000 Penalty: 13182.984375 Iteration 63Q: 3 clusters Score -1.125326e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45397 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -11253273.000000 Penalty: 13182.984375 Iteration 64Q: 3 clusters Score -1.125327e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45413 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -11253301.000000 Penalty: 13182.984375 Iteration 65Q: 3 clusters Score -1.12533e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45426 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -11253306.000000 Penalty: 13182.984375 Iteration 66Q: 3 clusters Score -1.125331e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45437 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -11253320.000000 Penalty: 13182.984375 Iteration 67Q: 3 clusters Score -1.125332e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45447 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -11253322.000000 Penalty: 13182.984375 Iteration 68Q: 3 clusters Score -1.125332e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45453 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -11253337.000000 Penalty: 13182.984375 Iteration 69Q: 3 clusters Score -1.125334e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45456 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -11253344.000000 Penalty: 13182.984375 Iteration 70Q: 3 clusters Score -1.125334e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45463 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -11253350.000000 Penalty: 13182.984375 Iteration 71Q: 3 clusters Score -1.125335e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45471 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -11253363.000000 Penalty: 13182.984375 Iteration 72Q: 3 clusters Score -1.125336e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45474 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -11253357.000000 Penalty: 13182.984375 Iteration 73Q: 3 clusters Score -1.125336e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45475 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -11253372.000000 Penalty: 13182.984375 Iteration 74Q: 3 clusters Score -1.125337e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45477 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -11253373.000000 Penalty: 13182.984375 Iteration 75Q: 3 clusters Score -1.125337e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45478 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -11253364.000000 Penalty: 13182.984375 Iteration 76Q: 3 clusters Score -1.125336e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45478 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -11253364.000000 Penalty: 13182.984375 Iteration 77F: 3 clusters Score -1.125336e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (20043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20043 members Entering Unmasked Estep Score: -4650962.000000 Penalty: 6067.201172 Iteration 0F: 2 clusters Score -4650962 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 9997 members Entering Unmasked Estep Score: -4634523.000000 Penalty: 12134.402344 Iteration 0F: 3 clusters Score -4634523 nChanged 8113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9989 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -4638691.000000 Penalty: 12134.402344 Iteration 1F: 3 clusters Score -4638691 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 10133 members Entering Unmasked Estep Score: -4639414.000000 Penalty: 12134.402344 Iteration 2F: 3 clusters Score -4639414 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -4640017.000000 Penalty: 12134.402344 Iteration 3F: 3 clusters Score -4640017 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -4640717.500000 Penalty: 12134.402344 Iteration 4Q: 3 clusters Score -4640718 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -4641750.000000 Penalty: 12134.402344 Iteration 5F: 3 clusters Score -4641750 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -4643252.000000 Penalty: 12134.402344 Iteration 6F: 3 clusters Score -4643252 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 12838 members Entering Unmasked Estep Score: -4645127.500000 Penalty: 12134.402344 Iteration 7F: 3 clusters Score -4645128 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -4646894.500000 Penalty: 12134.402344 Iteration 8F: 3 clusters Score -4646894 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 15071 members Entering Unmasked Estep Score: -4648229.500000 Penalty: 12134.402344 Iteration 9F: 3 clusters Score -4648230 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 15879 members Entering Unmasked Estep Score: -4649048.000000 Penalty: 12134.402344 Iteration 10Q: 3 clusters Score -4649048 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 16442 members Entering Unmasked Estep Score: -4649490.000000 Penalty: 12134.402344 Iteration 11Q: 3 clusters Score -4649490 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 16820 members Entering Unmasked Estep Score: -4649704.000000 Penalty: 12134.402344 Iteration 12Q: 3 clusters Score -4649704 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 17087 members Entering Unmasked Estep Score: -4649874.000000 Penalty: 12134.402344 Iteration 13Q: 3 clusters Score -4649874 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 17282 members Entering Unmasked Estep Score: -4649995.500000 Penalty: 12134.402344 Iteration 14Q: 3 clusters Score -4649996 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 17441 members Entering Unmasked Estep Score: -4650069.000000 Penalty: 12134.402344 Iteration 15Q: 3 clusters Score -4650069 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 17554 members Entering Unmasked Estep Score: -4650132.000000 Penalty: 12134.402344 Iteration 16Q: 3 clusters Score -4650132 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 17659 members Entering Unmasked Estep Score: -4650172.000000 Penalty: 12134.402344 Iteration 17Q: 3 clusters Score -4650172 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 17735 members Entering Unmasked Estep Score: -4650214.000000 Penalty: 12134.402344 Iteration 18Q: 3 clusters Score -4650214 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 17798 members Entering Unmasked Estep Score: -4650221.500000 Penalty: 12134.402344 Iteration 19Q: 3 clusters Score -4650222 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 17850 members Entering Unmasked Estep Score: -4650255.000000 Penalty: 12134.402344 Iteration 20F: 3 clusters Score -4650255 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 17885 members Entering Unmasked Estep Score: -4650269.500000 Penalty: 12134.402344 Iteration 21Q: 3 clusters Score -4650270 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 17908 members Entering Unmasked Estep Score: -4650286.500000 Penalty: 12134.402344 Iteration 22Q: 3 clusters Score -4650286 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 17931 members Entering Unmasked Estep Score: -4650294.000000 Penalty: 12134.402344 Iteration 23Q: 3 clusters Score -4650294 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 17943 members Entering Unmasked Estep Score: -4650302.500000 Penalty: 12134.402344 Iteration 24Q: 3 clusters Score -4650302 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 17955 members Entering Unmasked Estep Score: -4650298.000000 Penalty: 12134.402344 Iteration 25Q: 3 clusters Score -4650298 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 17970 members Entering Unmasked Estep Score: -4650301.500000 Penalty: 12134.402344 Iteration 26Q: 3 clusters Score -4650302 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 17981 members Entering Unmasked Estep Score: -4650318.000000 Penalty: 12134.402344 Iteration 27Q: 3 clusters Score -4650318 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 17992 members Entering Unmasked Estep Score: -4650321.000000 Penalty: 12134.402344 Iteration 28Q: 3 clusters Score -4650321 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 17997 members Entering Unmasked Estep Score: -4650319.500000 Penalty: 12134.402344 Iteration 29Q: 3 clusters Score -4650320 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 18002 members Entering Unmasked Estep Score: -4650331.000000 Penalty: 12134.402344 Iteration 30Q: 3 clusters Score -4650331 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 18008 members Entering Unmasked Estep Score: -4650336.500000 Penalty: 12134.402344 Iteration 31Q: 3 clusters Score -4650336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 18013 members Entering Unmasked Estep Score: -4650333.000000 Penalty: 12134.402344 Iteration 32Q: 3 clusters Score -4650333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 18015 members Entering Unmasked Estep Score: -4650332.000000 Penalty: 12134.402344 Iteration 33Q: 3 clusters Score -4650332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 18016 members Entering Unmasked Estep Score: -4650331.000000 Penalty: 12134.402344 Iteration 34Q: 3 clusters Score -4650331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 18016 members Entering Unmasked Estep Score: -4650331.000000 Penalty: 12134.402344 Iteration 35F: 3 clusters Score -4650331 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Entering Unmasked Estep Score: -324260.625000 Penalty: 4452.640137 Iteration 0F: 2 clusters Score -324260.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -319768.031250 Penalty: 8905.280273 Iteration 0F: 3 clusters Score -319768 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -320235.875000 Penalty: 8905.280273 Iteration 1F: 3 clusters Score -320235.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -320426.312500 Penalty: 8905.280273 Iteration 2F: 3 clusters Score -320426.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -320521.312500 Penalty: 8905.280273 Iteration 3Q: 3 clusters Score -320521.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -320565.062500 Penalty: 8905.280273 Iteration 4Q: 3 clusters Score -320565.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -320604.312500 Penalty: 8905.280273 Iteration 5Q: 3 clusters Score -320604.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -320652.937500 Penalty: 8905.280273 Iteration 6Q: 3 clusters Score -320652.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -320705.187500 Penalty: 8905.280273 Iteration 7Q: 3 clusters Score -320705.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -320748.812500 Penalty: 8905.280273 Iteration 8Q: 3 clusters Score -320748.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -320806.750000 Penalty: 8905.280273 Iteration 9Q: 3 clusters Score -320806.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -321039.000000 Penalty: 8905.280273 Iteration 10Q: 3 clusters Score -321039 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -321214.812500 Penalty: 8905.280273 Iteration 11Q: 3 clusters Score -321214.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -321392.187500 Penalty: 8905.280273 Iteration 12Q: 3 clusters Score -321392.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -321496.375000 Penalty: 8905.280273 Iteration 13Q: 3 clusters Score -321496.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -321550.187500 Penalty: 8905.280273 Iteration 14Q: 3 clusters Score -321550.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -321584.843750 Penalty: 8905.280273 Iteration 15Q: 3 clusters Score -321584.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -321628.062500 Penalty: 8905.280273 Iteration 16Q: 3 clusters Score -321628.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -321686.687500 Penalty: 8905.280273 Iteration 17Q: 3 clusters Score -321686.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -321757.281250 Penalty: 8905.280273 Iteration 18Q: 3 clusters Score -321757.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -321846.031250 Penalty: 8905.280273 Iteration 19Q: 3 clusters Score -321846 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -322042.187500 Penalty: 8905.280273 Iteration 20F: 3 clusters Score -322042.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -322580.781250 Penalty: 8905.280273 Iteration 21Q: 3 clusters Score -322580.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -323522.031250 Penalty: 8905.280273 Iteration 22Q: 3 clusters Score -323522 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -323915.500000 Penalty: 8905.280273 Iteration 23F: 3 clusters Score -323915.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -324220.343750 Penalty: 8905.280273 Iteration 24Q: 3 clusters Score -324220.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -324402.187500 Penalty: 8905.280273 Iteration 25Q: 3 clusters Score -324402.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -324439.750000 Penalty: 8905.280273 Iteration 26Q: 3 clusters Score -324439.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -324458.718750 Penalty: 8905.280273 Iteration 27Q: 3 clusters Score -324458.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -324487.593750 Penalty: 8905.280273 Iteration 28Q: 3 clusters Score -324487.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -324498.156250 Penalty: 8905.280273 Iteration 29Q: 3 clusters Score -324498.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -324532.875000 Penalty: 8905.280273 Iteration 30Q: 3 clusters Score -324532.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -324590.031250 Penalty: 8905.280273 Iteration 31Q: 3 clusters Score -324590 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -324609.281250 Penalty: 8905.280273 Iteration 32F: 3 clusters Score -324609.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -324632.468750 Penalty: 8905.280273 Iteration 33Q: 3 clusters Score -324632.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -324657.875000 Penalty: 8905.280273 Iteration 34Q: 3 clusters Score -324657.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -324665.250000 Penalty: 8905.280273 Iteration 35Q: 3 clusters Score -324665.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -324669.468750 Penalty: 8905.280273 Iteration 36Q: 3 clusters Score -324669.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -324669.468750 Penalty: 8905.280273 Iteration 37F: 3 clusters Score -324669.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17831 members Mstep: Class 6 contains 14061 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45314 members Mstep: Class 10 contains 395 members Mstep: Class 11 contains 21980 members Mstep: Class 12 contains 118100 members Mstep: Class 13 contains 20609 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4089 members Mstep: Class 17 contains 47175 members Mstep: Class 18 contains 20043 members Mstep: Class 19 contains 1041 members Mstep: Class 20 contains 38946 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep Score: -101691096.000000 Penalty: 190973.375000 Splitting cluster 19 changes total score from -101693968.000000 to -101691096.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (38946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38946 members Entering Unmasked Estep Score: -9256830.000000 Penalty: 6474.082520 Iteration 0F: 2 clusters Score -9256830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19493 members Mstep: Class 2 contains 19453 members Entering Unmasked Estep Score: -9228181.000000 Penalty: 12948.165039 Iteration 0F: 3 clusters Score -9228181 nChanged 16867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19548 members Mstep: Class 2 contains 19398 members Entering Unmasked Estep Score: -9237202.000000 Penalty: 12948.165039 Iteration 1F: 3 clusters Score -9237202 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19558 members Mstep: Class 2 contains 19388 members Entering Unmasked Estep Score: -9237992.000000 Penalty: 12948.165039 Iteration 2F: 3 clusters Score -9237992 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19611 members Mstep: Class 2 contains 19335 members Entering Unmasked Estep Score: -9238585.000000 Penalty: 12948.165039 Iteration 3Q: 3 clusters Score -9238585 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19663 members Mstep: Class 2 contains 19283 members Entering Unmasked Estep Score: -9239007.000000 Penalty: 12948.165039 Iteration 4Q: 3 clusters Score -9239007 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 19197 members Entering Unmasked Estep Score: -9239366.000000 Penalty: 12948.165039 Iteration 5Q: 3 clusters Score -9239366 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19831 members Mstep: Class 2 contains 19115 members Entering Unmasked Estep Score: -9239628.000000 Penalty: 12948.165039 Iteration 6Q: 3 clusters Score -9239628 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 19017 members Entering Unmasked Estep Score: -9239830.000000 Penalty: 12948.165039 Iteration 7Q: 3 clusters Score -9239830 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20042 members Mstep: Class 2 contains 18904 members Entering Unmasked Estep Score: -9240047.000000 Penalty: 12948.165039 Iteration 8Q: 3 clusters Score -9240047 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20208 members Mstep: Class 2 contains 18738 members Entering Unmasked Estep Score: -9240223.000000 Penalty: 12948.165039 Iteration 9Q: 3 clusters Score -9240223 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20463 members Mstep: Class 2 contains 18483 members Entering Unmasked Estep Score: -9240375.000000 Penalty: 12948.165039 Iteration 10Q: 3 clusters Score -9240375 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20724 members Mstep: Class 2 contains 18222 members Entering Unmasked Estep Score: -9240575.000000 Penalty: 12948.165039 Iteration 11Q: 3 clusters Score -9240575 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20990 members Mstep: Class 2 contains 17956 members Entering Unmasked Estep Score: -9240706.000000 Penalty: 12948.165039 Iteration 12Q: 3 clusters Score -9240706 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21324 members Mstep: Class 2 contains 17622 members Entering Unmasked Estep Score: -9240831.000000 Penalty: 12948.165039 Iteration 13Q: 3 clusters Score -9240831 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21678 members Mstep: Class 2 contains 17268 members Entering Unmasked Estep Score: -9240982.000000 Penalty: 12948.165039 Iteration 14Q: 3 clusters Score -9240982 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22111 members Mstep: Class 2 contains 16835 members Entering Unmasked Estep Score: -9241190.000000 Penalty: 12948.165039 Iteration 15Q: 3 clusters Score -9241190 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22599 members Mstep: Class 2 contains 16347 members Entering Unmasked Estep Score: -9241356.000000 Penalty: 12948.165039 Iteration 16Q: 3 clusters Score -9241356 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23189 members Mstep: Class 2 contains 15757 members Entering Unmasked Estep Score: -9241584.000000 Penalty: 12948.165039 Iteration 17Q: 3 clusters Score -9241584 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23851 members Mstep: Class 2 contains 15095 members Entering Unmasked Estep Score: -9241866.000000 Penalty: 12948.165039 Iteration 18Q: 3 clusters Score -9241866 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24650 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -9242145.000000 Penalty: 12948.165039 Iteration 19Q: 3 clusters Score -9242145 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25626 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -9242593.000000 Penalty: 12948.165039 Iteration 20F: 3 clusters Score -9242593 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26819 members Mstep: Class 2 contains 12127 members Entering Unmasked Estep Score: -9243216.000000 Penalty: 12948.165039 Iteration 21Q: 3 clusters Score -9243216 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28243 members Mstep: Class 2 contains 10703 members Entering Unmasked Estep Score: -9244038.000000 Penalty: 12948.165039 Iteration 22Q: 3 clusters Score -9244038 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29777 members Mstep: Class 2 contains 9169 members Entering Unmasked Estep Score: -9244975.000000 Penalty: 12948.165039 Iteration 23Q: 3 clusters Score -9244975 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31415 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -9246106.000000 Penalty: 12948.165039 Iteration 24Q: 3 clusters Score -9246106 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33015 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -9247314.000000 Penalty: 12948.165039 Iteration 25Q: 3 clusters Score -9247314 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34508 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -9248497.000000 Penalty: 12948.165039 Iteration 26Q: 3 clusters Score -9248497 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35715 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -9249509.000000 Penalty: 12948.165039 Iteration 27Q: 3 clusters Score -9249509 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36514 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -9250113.000000 Penalty: 12948.165039 Iteration 28Q: 3 clusters Score -9250113 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37006 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -9250536.000000 Penalty: 12948.165039 Iteration 29Q: 3 clusters Score -9250536 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37337 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -9250802.000000 Penalty: 12948.165039 Iteration 30Q: 3 clusters Score -9250802 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37547 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -9250979.000000 Penalty: 12948.165039 Iteration 31Q: 3 clusters Score -9250979 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37695 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -9251094.000000 Penalty: 12948.165039 Iteration 32Q: 3 clusters Score -9251094 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37778 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -9251168.000000 Penalty: 12948.165039 Iteration 33Q: 3 clusters Score -9251168 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37824 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -9251190.000000 Penalty: 12948.165039 Iteration 34Q: 3 clusters Score -9251190 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37873 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -9251247.000000 Penalty: 12948.165039 Iteration 35Q: 3 clusters Score -9251247 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37915 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -9251285.000000 Penalty: 12948.165039 Iteration 36Q: 3 clusters Score -9251285 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37940 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -9251336.000000 Penalty: 12948.165039 Iteration 37Q: 3 clusters Score -9251336 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37961 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -9251344.000000 Penalty: 12948.165039 Iteration 38Q: 3 clusters Score -9251344 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37980 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -9251372.000000 Penalty: 12948.165039 Iteration 39Q: 3 clusters Score -9251372 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37989 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -9251382.000000 Penalty: 12948.165039 Iteration 40F: 3 clusters Score -9251382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37991 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -9251381.000000 Penalty: 12948.165039 Iteration 41Q: 3 clusters Score -9251381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37994 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -9251385.000000 Penalty: 12948.165039 Iteration 42Q: 3 clusters Score -9251385 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38000 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -9251377.000000 Penalty: 12948.165039 Iteration 43Q: 3 clusters Score -9251377 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38006 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -9251395.000000 Penalty: 12948.165039 Iteration 44Q: 3 clusters Score -9251395 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38008 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -9251403.000000 Penalty: 12948.165039 Iteration 45Q: 3 clusters Score -9251403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38009 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -9251402.000000 Penalty: 12948.165039 Iteration 46Q: 3 clusters Score -9251402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38010 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -9251404.000000 Penalty: 12948.165039 Iteration 47Q: 3 clusters Score -9251404 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38011 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -9251397.000000 Penalty: 12948.165039 Iteration 48Q: 3 clusters Score -9251397 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38011 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -9251397.000000 Penalty: 12948.165039 Iteration 49F: 3 clusters Score -9251397 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Entering Unmasked Estep Score: -299018.718750 Penalty: 4466.973633 Iteration 0F: 2 clusters Score -299018.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -294821.031250 Penalty: 8933.947266 Iteration 0F: 3 clusters Score -294821 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -295750.750000 Penalty: 8933.947266 Iteration 1F: 3 clusters Score -295750.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -296420.843750 Penalty: 8933.947266 Iteration 2F: 3 clusters Score -296420.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -297175.406250 Penalty: 8933.947266 Iteration 3F: 3 clusters Score -297175.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -298008.062500 Penalty: 8933.947266 Iteration 4F: 3 clusters Score -298008.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -298903.312500 Penalty: 8933.947266 Iteration 5F: 3 clusters Score -298903.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -299841.937500 Penalty: 8933.947266 Iteration 6Q: 3 clusters Score -299841.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -300836.562500 Penalty: 8933.947266 Iteration 7F: 3 clusters Score -300836.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -301318.906250 Penalty: 8933.947266 Iteration 8Q: 3 clusters Score -301318.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -301645.218750 Penalty: 8933.947266 Iteration 9Q: 3 clusters Score -301645.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -301901.843750 Penalty: 8933.947266 Iteration 10Q: 3 clusters Score -301901.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -301962.468750 Penalty: 8933.947266 Iteration 11Q: 3 clusters Score -301962.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -302030.468750 Penalty: 8933.947266 Iteration 12Q: 3 clusters Score -302030.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -302096.875000 Penalty: 8933.947266 Iteration 13Q: 3 clusters Score -302096.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -302131.125000 Penalty: 8933.947266 Iteration 14Q: 3 clusters Score -302131.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -302162.281250 Penalty: 8933.947266 Iteration 15Q: 3 clusters Score -302162.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -302215.750000 Penalty: 8933.947266 Iteration 16Q: 3 clusters Score -302215.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -302282.500000 Penalty: 8933.947266 Iteration 17Q: 3 clusters Score -302282.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -302337.531250 Penalty: 8933.947266 Iteration 18Q: 3 clusters Score -302337.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -302397.968750 Penalty: 8933.947266 Iteration 19Q: 3 clusters Score -302398 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -302457.093750 Penalty: 8933.947266 Iteration 20F: 3 clusters Score -302457.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -302493.437500 Penalty: 8933.947266 Iteration 21Q: 3 clusters Score -302493.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -302520.031250 Penalty: 8933.947266 Iteration 22Q: 3 clusters Score -302520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -302541.593750 Penalty: 8933.947266 Iteration 23Q: 3 clusters Score -302541.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -302549.218750 Penalty: 8933.947266 Iteration 24Q: 3 clusters Score -302549.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -302553.312500 Penalty: 8933.947266 Iteration 25Q: 3 clusters Score -302553.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -302559.562500 Penalty: 8933.947266 Iteration 26Q: 3 clusters Score -302559.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -302559.562500 Penalty: 8933.947266 Iteration 27F: 3 clusters Score -302559.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17831 members Mstep: Class 6 contains 14061 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45314 members Mstep: Class 10 contains 855 members Mstep: Class 11 contains 21980 members Mstep: Class 12 contains 118100 members Mstep: Class 13 contains 20609 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4089 members Mstep: Class 17 contains 47175 members Mstep: Class 18 contains 20043 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38946 members Mstep: Class 21 contains 615 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep Score: -101693944.000000 Penalty: 190973.375000 Splitting cluster 21 changes total score from -101693968.000000 to -101693944.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (22951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22951 members Entering Unmasked Estep Score: -5436844.000000 Penalty: 6150.184082 Iteration 0F: 2 clusters Score -5436844 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11615 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -5418501.000000 Penalty: 12300.368164 Iteration 0F: 3 clusters Score -5418501 nChanged 9395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 11083 members Entering Unmasked Estep Score: -5423536.500000 Penalty: 12300.368164 Iteration 1F: 3 clusters Score -5423536 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -5424171.500000 Penalty: 12300.368164 Iteration 2F: 3 clusters Score -5424172 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 10680 members Entering Unmasked Estep Score: -5424629.000000 Penalty: 12300.368164 Iteration 3Q: 3 clusters Score -5424629 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -5424981.000000 Penalty: 12300.368164 Iteration 4Q: 3 clusters Score -5424981 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12882 members Mstep: Class 2 contains 10069 members Entering Unmasked Estep Score: -5425256.500000 Penalty: 12300.368164 Iteration 5Q: 3 clusters Score -5425256 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13229 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -5425511.000000 Penalty: 12300.368164 Iteration 6Q: 3 clusters Score -5425511 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13621 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -5425734.500000 Penalty: 12300.368164 Iteration 7Q: 3 clusters Score -5425734 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14039 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -5425974.000000 Penalty: 12300.368164 Iteration 8Q: 3 clusters Score -5425974 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -5426218.500000 Penalty: 12300.368164 Iteration 9Q: 3 clusters Score -5426218 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15031 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -5426471.000000 Penalty: 12300.368164 Iteration 10Q: 3 clusters Score -5426471 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15621 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -5426821.000000 Penalty: 12300.368164 Iteration 11Q: 3 clusters Score -5426821 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -5427229.000000 Penalty: 12300.368164 Iteration 12Q: 3 clusters Score -5427229 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17092 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -5427764.500000 Penalty: 12300.368164 Iteration 13Q: 3 clusters Score -5427764 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17882 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -5428304.500000 Penalty: 12300.368164 Iteration 14Q: 3 clusters Score -5428304 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18626 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -5428811.500000 Penalty: 12300.368164 Iteration 15Q: 3 clusters Score -5428812 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19358 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -5429331.000000 Penalty: 12300.368164 Iteration 16Q: 3 clusters Score -5429331 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20007 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -5429824.000000 Penalty: 12300.368164 Iteration 17Q: 3 clusters Score -5429824 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20554 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -5430239.500000 Penalty: 12300.368164 Iteration 18Q: 3 clusters Score -5430240 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20952 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -5430554.000000 Penalty: 12300.368164 Iteration 19Q: 3 clusters Score -5430554 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21248 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -5430792.500000 Penalty: 12300.368164 Iteration 20F: 3 clusters Score -5430792 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21462 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -5430964.500000 Penalty: 12300.368164 Iteration 21Q: 3 clusters Score -5430964 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21609 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -5431077.000000 Penalty: 12300.368164 Iteration 22Q: 3 clusters Score -5431077 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21713 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -5431182.000000 Penalty: 12300.368164 Iteration 23Q: 3 clusters Score -5431182 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21788 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -5431250.000000 Penalty: 12300.368164 Iteration 24Q: 3 clusters Score -5431250 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21844 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -5431295.500000 Penalty: 12300.368164 Iteration 25Q: 3 clusters Score -5431296 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21876 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -5431308.500000 Penalty: 12300.368164 Iteration 26Q: 3 clusters Score -5431308 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21898 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -5431322.500000 Penalty: 12300.368164 Iteration 27Q: 3 clusters Score -5431322 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21914 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -5431336.000000 Penalty: 12300.368164 Iteration 28Q: 3 clusters Score -5431336 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21927 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -5431356.500000 Penalty: 12300.368164 Iteration 29Q: 3 clusters Score -5431356 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21944 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -5431379.000000 Penalty: 12300.368164 Iteration 30Q: 3 clusters Score -5431379 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21953 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -5431389.500000 Penalty: 12300.368164 Iteration 31Q: 3 clusters Score -5431390 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21962 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -5431405.500000 Penalty: 12300.368164 Iteration 32Q: 3 clusters Score -5431406 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -5431419.000000 Penalty: 12300.368164 Iteration 33Q: 3 clusters Score -5431419 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21991 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -5431435.000000 Penalty: 12300.368164 Iteration 34Q: 3 clusters Score -5431435 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21998 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -5431430.500000 Penalty: 12300.368164 Iteration 35Q: 3 clusters Score -5431430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22006 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -5431441.500000 Penalty: 12300.368164 Iteration 36Q: 3 clusters Score -5431442 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22011 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -5431448.500000 Penalty: 12300.368164 Iteration 37Q: 3 clusters Score -5431448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22013 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -5431456.000000 Penalty: 12300.368164 Iteration 38Q: 3 clusters Score -5431456 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22020 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -5431452.000000 Penalty: 12300.368164 Iteration 39Q: 3 clusters Score -5431452 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22023 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -5431462.500000 Penalty: 12300.368164 Iteration 40F: 3 clusters Score -5431462 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22025 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -5431463.000000 Penalty: 12300.368164 Iteration 41Q: 3 clusters Score -5431463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22027 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -5431466.000000 Penalty: 12300.368164 Iteration 42Q: 3 clusters Score -5431466 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22029 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -5431460.000000 Penalty: 12300.368164 Iteration 43Q: 3 clusters Score -5431460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22034 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -5431471.000000 Penalty: 12300.368164 Iteration 44Q: 3 clusters Score -5431471 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22040 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -5431477.000000 Penalty: 12300.368164 Iteration 45Q: 3 clusters Score -5431477 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22043 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -5431474.500000 Penalty: 12300.368164 Iteration 46Q: 3 clusters Score -5431474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22047 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -5431480.000000 Penalty: 12300.368164 Iteration 47Q: 3 clusters Score -5431480 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22047 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -5431480.000000 Penalty: 12300.368164 Iteration 48F: 3 clusters Score -5431480 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (9916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9916 members Entering Unmasked Estep Score: -2326922.750000 Penalty: 5636.166992 Iteration 0F: 2 clusters Score -2326923 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -2316693.500000 Penalty: 11272.333984 Iteration 0F: 3 clusters Score -2316694 nChanged 3687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -2319085.750000 Penalty: 11272.333984 Iteration 1F: 3 clusters Score -2319086 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -2319942.750000 Penalty: 11272.333984 Iteration 2F: 3 clusters Score -2319943 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -2320580.500000 Penalty: 11272.333984 Iteration 3F: 3 clusters Score -2320580 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -2321156.500000 Penalty: 11272.333984 Iteration 4F: 3 clusters Score -2321156 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -2321776.750000 Penalty: 11272.333984 Iteration 5F: 3 clusters Score -2321777 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -2322369.500000 Penalty: 11272.333984 Iteration 6F: 3 clusters Score -2322370 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -2322967.250000 Penalty: 11272.333984 Iteration 7Q: 3 clusters Score -2322967 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -2323538.750000 Penalty: 11272.333984 Iteration 8Q: 3 clusters Score -2323539 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -2323938.500000 Penalty: 11272.333984 Iteration 9Q: 3 clusters Score -2323938 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -2324200.250000 Penalty: 11272.333984 Iteration 10Q: 3 clusters Score -2324200 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -2324396.000000 Penalty: 11272.333984 Iteration 11Q: 3 clusters Score -2324396 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -2324507.750000 Penalty: 11272.333984 Iteration 12Q: 3 clusters Score -2324508 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -2324585.500000 Penalty: 11272.333984 Iteration 13Q: 3 clusters Score -2324586 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -2324637.000000 Penalty: 11272.333984 Iteration 14Q: 3 clusters Score -2324637 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -2324663.000000 Penalty: 11272.333984 Iteration 15Q: 3 clusters Score -2324663 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -2324691.750000 Penalty: 11272.333984 Iteration 16Q: 3 clusters Score -2324692 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -2324701.750000 Penalty: 11272.333984 Iteration 17Q: 3 clusters Score -2324702 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -2324711.750000 Penalty: 11272.333984 Iteration 18Q: 3 clusters Score -2324712 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -2324720.750000 Penalty: 11272.333984 Iteration 19Q: 3 clusters Score -2324721 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -2324728.000000 Penalty: 11272.333984 Iteration 20F: 3 clusters Score -2324728 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -2324724.250000 Penalty: 11272.333984 Iteration 21Q: 3 clusters Score -2324724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -2324728.250000 Penalty: 11272.333984 Iteration 22Q: 3 clusters Score -2324728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -2324728.750000 Penalty: 11272.333984 Iteration 23Q: 3 clusters Score -2324729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -2324732.750000 Penalty: 11272.333984 Iteration 24Q: 3 clusters Score -2324733 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -2324732.000000 Penalty: 11272.333984 Iteration 25Q: 3 clusters Score -2324732 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -2324735.750000 Penalty: 11272.333984 Iteration 26Q: 3 clusters Score -2324736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -2324738.250000 Penalty: 11272.333984 Iteration 27Q: 3 clusters Score -2324738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -2324734.750000 Penalty: 11272.333984 Iteration 28Q: 3 clusters Score -2324735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -2324736.000000 Penalty: 11272.333984 Iteration 29Q: 3 clusters Score -2324736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -2324739.000000 Penalty: 11272.333984 Iteration 30Q: 3 clusters Score -2324739 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -2324739.000000 Penalty: 11272.333984 Iteration 31F: 3 clusters Score -2324739 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Entering Unmasked Estep Score: -225784.750000 Penalty: 4318.200195 Iteration 0F: 2 clusters Score -225784.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -221832.953125 Penalty: 8636.400391 Iteration 0F: 3 clusters Score -221833 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -223064.156250 Penalty: 8636.400391 Iteration 1F: 3 clusters Score -223064.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -224245.765625 Penalty: 8636.400391 Iteration 2F: 3 clusters Score -224245.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -225369.000000 Penalty: 8636.400391 Iteration 3F: 3 clusters Score -225369 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -226195.218750 Penalty: 8636.400391 Iteration 4F: 3 clusters Score -226195.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -226916.187500 Penalty: 8636.400391 Iteration 5F: 3 clusters Score -226916.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -228556.937500 Penalty: 8636.400391 Iteration 6Q: 3 clusters Score -228556.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -228829.296875 Penalty: 8636.400391 Iteration 7Q: 3 clusters Score -228829.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -228913.453125 Penalty: 8636.400391 Iteration 8Q: 3 clusters Score -228913.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -228954.390625 Penalty: 8636.400391 Iteration 9Q: 3 clusters Score -228954.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -228996.437500 Penalty: 8636.400391 Iteration 10Q: 3 clusters Score -228996.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -229022.281250 Penalty: 8636.400391 Iteration 11Q: 3 clusters Score -229022.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -229022.281250 Penalty: 8636.400391 Iteration 12F: 3 clusters Score -229022.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17831 members Mstep: Class 6 contains 14061 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45314 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 21980 members Mstep: Class 12 contains 118100 members Mstep: Class 13 contains 20609 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4089 members Mstep: Class 17 contains 47175 members Mstep: Class 18 contains 20043 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38946 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 101 members Entering Unmasked Estep Score: -101693560.000000 Penalty: 190973.375000 Splitting cluster 24 changes total score from -101693968.000000 to -101693560.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17831 members Mstep: Class 6 contains 14061 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45314 members Mstep: Class 11 contains 21980 members Mstep: Class 12 contains 118100 members Mstep: Class 13 contains 20609 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4089 members Mstep: Class 17 contains 47175 members Mstep: Class 18 contains 20043 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38946 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101693992.000000 Penalty: 183016.156250 Iteration 79Q: 24 clusters Score -1.01694e+08 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17834 members Mstep: Class 6 contains 14062 members Mstep: Class 7 contains 4515 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45316 members Mstep: Class 11 contains 21981 members Mstep: Class 12 contains 118094 members Mstep: Class 13 contains 20607 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8493 members Mstep: Class 16 contains 4094 members Mstep: Class 17 contains 47187 members Mstep: Class 18 contains 20041 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38935 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22950 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101694784.000000 Penalty: 183016.156250 Iteration 80F: 24 clusters Score -1.016948e+08 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17834 members Mstep: Class 6 contains 14064 members Mstep: Class 7 contains 4516 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45320 members Mstep: Class 11 contains 21979 members Mstep: Class 12 contains 118091 members Mstep: Class 13 contains 20388 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8492 members Mstep: Class 16 contains 4321 members Mstep: Class 17 contains 47193 members Mstep: Class 18 contains 20039 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38922 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22950 members Mstep: Class 23 contains 9916 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695456.000000 Penalty: 183016.156250 Iteration 81Q: 24 clusters Score -1.016955e+08 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9822 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17827 members Mstep: Class 6 contains 14070 members Mstep: Class 7 contains 4516 members Mstep: Class 8 contains 27101 members Mstep: Class 9 contains 45325 members Mstep: Class 11 contains 21998 members Mstep: Class 12 contains 118057 members Mstep: Class 13 contains 20343 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8496 members Mstep: Class 16 contains 4373 members Mstep: Class 17 contains 47196 members Mstep: Class 18 contains 20031 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38906 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22950 members Mstep: Class 23 contains 9914 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695432.000000 Penalty: 183016.156250 Iteration 82Q: 24 clusters Score -1.016954e+08 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 9830 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17827 members Mstep: Class 6 contains 14081 members Mstep: Class 7 contains 4520 members Mstep: Class 8 contains 27103 members Mstep: Class 9 contains 45332 members Mstep: Class 11 contains 22009 members Mstep: Class 12 contains 118017 members Mstep: Class 13 contains 20358 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8496 members Mstep: Class 16 contains 4387 members Mstep: Class 17 contains 47213 members Mstep: Class 18 contains 20016 members Mstep: Class 19 contains 1436 members Mstep: Class 20 contains 38869 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22952 members Mstep: Class 23 contains 9915 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695592.000000 Penalty: 183016.156250 Iteration 83Q: 24 clusters Score -1.016956e+08 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9832 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17823 members Mstep: Class 6 contains 14094 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 27106 members Mstep: Class 9 contains 45337 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117996 members Mstep: Class 13 contains 20367 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 4399 members Mstep: Class 17 contains 47236 members Mstep: Class 18 contains 19999 members Mstep: Class 19 contains 1437 members Mstep: Class 20 contains 38836 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22952 members Mstep: Class 23 contains 9914 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695656.000000 Penalty: 183016.156250 Iteration 84Q: 24 clusters Score -1.016957e+08 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9831 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17825 members Mstep: Class 6 contains 14105 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 27109 members Mstep: Class 9 contains 45340 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117989 members Mstep: Class 13 contains 20386 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8493 members Mstep: Class 16 contains 4394 members Mstep: Class 17 contains 47257 members Mstep: Class 18 contains 19978 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38811 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22953 members Mstep: Class 23 contains 9914 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695680.000000 Penalty: 183016.156250 Iteration 85Q: 24 clusters Score -1.016957e+08 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9830 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17820 members Mstep: Class 6 contains 14115 members Mstep: Class 7 contains 4522 members Mstep: Class 8 contains 27108 members Mstep: Class 9 contains 45349 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117980 members Mstep: Class 13 contains 20405 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8493 members Mstep: Class 16 contains 4391 members Mstep: Class 17 contains 47269 members Mstep: Class 18 contains 19964 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38793 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22953 members Mstep: Class 23 contains 9912 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695776.000000 Penalty: 183016.156250 Iteration 86Q: 24 clusters Score -1.016958e+08 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9827 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14123 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27110 members Mstep: Class 9 contains 45355 members Mstep: Class 11 contains 22019 members Mstep: Class 12 contains 117973 members Mstep: Class 13 contains 20408 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8491 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 47281 members Mstep: Class 18 contains 19953 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38784 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22954 members Mstep: Class 23 contains 9912 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695920.000000 Penalty: 183016.156250 Iteration 87Q: 24 clusters Score -1.016959e+08 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9826 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17814 members Mstep: Class 6 contains 14131 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27108 members Mstep: Class 9 contains 45360 members Mstep: Class 11 contains 22019 members Mstep: Class 12 contains 117976 members Mstep: Class 13 contains 20421 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8490 members Mstep: Class 16 contains 4390 members Mstep: Class 17 contains 47285 members Mstep: Class 18 contains 19937 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38775 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22955 members Mstep: Class 23 contains 9912 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695856.000000 Penalty: 183016.156250 Iteration 88Q: 24 clusters Score -1.016959e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9827 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17812 members Mstep: Class 6 contains 14136 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27108 members Mstep: Class 9 contains 45363 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117977 members Mstep: Class 13 contains 20426 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8489 members Mstep: Class 16 contains 4392 members Mstep: Class 17 contains 47293 members Mstep: Class 18 contains 19929 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38766 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22955 members Mstep: Class 23 contains 9910 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695840.000000 Penalty: 183016.156250 Iteration 89Q: 24 clusters Score -1.016958e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9827 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17811 members Mstep: Class 6 contains 14140 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27108 members Mstep: Class 9 contains 45362 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117981 members Mstep: Class 13 contains 20433 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8489 members Mstep: Class 16 contains 4393 members Mstep: Class 17 contains 47297 members Mstep: Class 18 contains 19922 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38757 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22955 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695728.000000 Penalty: 183016.156250 Iteration 90Q: 24 clusters Score -1.016957e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9828 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17812 members Mstep: Class 6 contains 14142 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27104 members Mstep: Class 9 contains 45363 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117973 members Mstep: Class 13 contains 20447 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8489 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47298 members Mstep: Class 18 contains 19919 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38751 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22955 members Mstep: Class 23 contains 9907 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695800.000000 Penalty: 183016.156250 Iteration 91Q: 24 clusters Score -1.016958e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9830 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17815 members Mstep: Class 6 contains 14143 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27099 members Mstep: Class 9 contains 45363 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117971 members Mstep: Class 13 contains 20453 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8489 members Mstep: Class 16 contains 4396 members Mstep: Class 17 contains 47300 members Mstep: Class 18 contains 19916 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38746 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22955 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695800.000000 Penalty: 183016.156250 Iteration 92Q: 24 clusters Score -1.016958e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17822 members Mstep: Class 6 contains 14144 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27097 members Mstep: Class 9 contains 45363 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117972 members Mstep: Class 13 contains 20453 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8489 members Mstep: Class 16 contains 4396 members Mstep: Class 17 contains 47302 members Mstep: Class 18 contains 19912 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38744 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22954 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695760.000000 Penalty: 183016.156250 Iteration 93Q: 24 clusters Score -1.016958e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17825 members Mstep: Class 6 contains 14145 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27097 members Mstep: Class 9 contains 45363 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117974 members Mstep: Class 13 contains 20452 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8488 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47303 members Mstep: Class 18 contains 19909 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38743 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22954 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695808.000000 Penalty: 183016.156250 Iteration 94Q: 24 clusters Score -1.016958e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17829 members Mstep: Class 6 contains 14146 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 27098 members Mstep: Class 9 contains 45363 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117976 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4394 members Mstep: Class 17 contains 47306 members Mstep: Class 18 contains 19906 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38742 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22954 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695840.000000 Penalty: 183016.156250 Iteration 95Q: 24 clusters Score -1.016958e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17833 members Mstep: Class 6 contains 14148 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 27097 members Mstep: Class 9 contains 45363 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117972 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8485 members Mstep: Class 16 contains 4394 members Mstep: Class 17 contains 47309 members Mstep: Class 18 contains 19905 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38739 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22952 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695880.000000 Penalty: 183016.156250 Iteration 96Q: 24 clusters Score -1.016959e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17840 members Mstep: Class 6 contains 14147 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27093 members Mstep: Class 9 contains 45364 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117971 members Mstep: Class 13 contains 20446 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8485 members Mstep: Class 16 contains 4394 members Mstep: Class 17 contains 47311 members Mstep: Class 18 contains 19905 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38738 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22952 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695888.000000 Penalty: 183016.156250 Iteration 97Q: 24 clusters Score -1.016959e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17841 members Mstep: Class 6 contains 14148 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27092 members Mstep: Class 9 contains 45365 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20447 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47313 members Mstep: Class 18 contains 19905 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38736 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695840.000000 Penalty: 183016.156250 Iteration 98Q: 24 clusters Score -1.016958e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17841 members Mstep: Class 6 contains 14148 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27091 members Mstep: Class 9 contains 45365 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20449 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47314 members Mstep: Class 18 contains 19905 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38734 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695832.000000 Penalty: 183016.156250 Iteration 99Q: 24 clusters Score -1.016958e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17842 members Mstep: Class 6 contains 14148 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27090 members Mstep: Class 9 contains 45365 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47315 members Mstep: Class 18 contains 19905 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38733 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22951 members Mstep: Class 23 contains 9905 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695840.000000 Penalty: 183016.156250 Iteration 100F: 24 clusters Score -1.016958e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17842 members Mstep: Class 6 contains 14149 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27089 members Mstep: Class 9 contains 45365 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47316 members Mstep: Class 18 contains 19905 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38732 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22950 members Mstep: Class 23 contains 9905 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695824.000000 Penalty: 183016.156250 Iteration 101Q: 24 clusters Score -1.016958e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17840 members Mstep: Class 6 contains 14152 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27086 members Mstep: Class 9 contains 45368 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117967 members Mstep: Class 13 contains 20449 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47318 members Mstep: Class 18 contains 19905 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38731 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22950 members Mstep: Class 23 contains 9906 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695824.000000 Penalty: 183016.156250 Iteration 102Q: 24 clusters Score -1.016958e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17834 members Mstep: Class 6 contains 14157 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27084 members Mstep: Class 9 contains 45369 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117970 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8483 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47319 members Mstep: Class 18 contains 19904 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38729 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22950 members Mstep: Class 23 contains 9907 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695816.000000 Penalty: 183016.156250 Iteration 103Q: 24 clusters Score -1.016958e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17831 members Mstep: Class 6 contains 14161 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27084 members Mstep: Class 9 contains 45368 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20451 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47319 members Mstep: Class 18 contains 19904 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38728 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695824.000000 Penalty: 183016.156250 Iteration 104Q: 24 clusters Score -1.016958e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17829 members Mstep: Class 6 contains 14165 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27084 members Mstep: Class 9 contains 45368 members Mstep: Class 11 contains 22016 members Mstep: Class 12 contains 117968 members Mstep: Class 13 contains 20451 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47319 members Mstep: Class 18 contains 19904 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38728 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695768.000000 Penalty: 183016.156250 Iteration 105Q: 24 clusters Score -1.016958e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17826 members Mstep: Class 6 contains 14165 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27084 members Mstep: Class 9 contains 45370 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47319 members Mstep: Class 18 contains 19904 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38728 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695752.000000 Penalty: 183016.156250 Iteration 106Q: 24 clusters Score -1.016958e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17825 members Mstep: Class 6 contains 14166 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27084 members Mstep: Class 9 contains 45369 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20451 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47319 members Mstep: Class 18 contains 19904 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38728 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695768.000000 Penalty: 183016.156250 Iteration 107Q: 24 clusters Score -1.016958e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9828 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17822 members Mstep: Class 6 contains 14171 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27083 members Mstep: Class 9 contains 45370 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20452 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47318 members Mstep: Class 18 contains 19903 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38728 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695792.000000 Penalty: 183016.156250 Iteration 108Q: 24 clusters Score -1.016958e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9828 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17820 members Mstep: Class 6 contains 14173 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27083 members Mstep: Class 9 contains 45371 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117969 members Mstep: Class 13 contains 20452 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47319 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38727 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695760.000000 Penalty: 183016.156250 Iteration 109Q: 24 clusters Score -1.016958e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9828 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17820 members Mstep: Class 6 contains 14174 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27083 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20452 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47320 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38726 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695768.000000 Penalty: 183016.156250 Iteration 110Q: 24 clusters Score -1.016958e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9828 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17818 members Mstep: Class 6 contains 14176 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27083 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20452 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47321 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38725 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695784.000000 Penalty: 183016.156250 Iteration 111Q: 24 clusters Score -1.016958e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9828 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17817 members Mstep: Class 6 contains 14178 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27082 members Mstep: Class 9 contains 45372 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20451 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47323 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38724 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695728.000000 Penalty: 183016.156250 Iteration 112Q: 24 clusters Score -1.016957e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9829 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17817 members Mstep: Class 6 contains 14181 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27078 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47326 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38721 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695776.000000 Penalty: 183016.156250 Iteration 113Q: 24 clusters Score -1.016958e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9828 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17818 members Mstep: Class 6 contains 14182 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117968 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47327 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38720 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695752.000000 Penalty: 183016.156250 Iteration 114Q: 24 clusters Score -1.016958e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9826 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17818 members Mstep: Class 6 contains 14185 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 22017 members Mstep: Class 12 contains 117968 members Mstep: Class 13 contains 20450 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47328 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38719 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695736.000000 Penalty: 183016.156250 Iteration 115Q: 24 clusters Score -1.016957e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9825 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14189 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117967 members Mstep: Class 13 contains 20449 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47329 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38718 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695744.000000 Penalty: 183016.156250 Iteration 116Q: 24 clusters Score -1.016957e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14190 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117967 members Mstep: Class 13 contains 20448 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47329 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38719 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695736.000000 Penalty: 183016.156250 Iteration 117Q: 24 clusters Score -1.016957e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14191 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20448 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47329 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38719 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -101695736.000000 Penalty: 183016.156250 Iteration 118Q: 24 clusters Score -1.016957e+08 nChanged 0 Entering ConstructFrom: Score: -101695736.000000 Penalty: 183016.156250 Entering ConstructFrom: Trying to split cluster 1 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -250723.734375 Penalty: 4320.850586 Iteration 0F: 2 clusters Score -250723.7 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 589 members Entering Unmasked Estep Score: -246563.031250 Penalty: 8641.701172 Iteration 0F: 3 clusters Score -246563 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -247042.546875 Penalty: 8641.701172 Iteration 1F: 3 clusters Score -247042.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -247292.625000 Penalty: 8641.701172 Iteration 2F: 3 clusters Score -247292.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -247613.078125 Penalty: 8641.701172 Iteration 3Q: 3 clusters Score -247613.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -248089.015625 Penalty: 8641.701172 Iteration 4Q: 3 clusters Score -248089 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -248296.703125 Penalty: 8641.701172 Iteration 5Q: 3 clusters Score -248296.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -248468.234375 Penalty: 8641.701172 Iteration 6Q: 3 clusters Score -248468.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -248573.015625 Penalty: 8641.701172 Iteration 7Q: 3 clusters Score -248573 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -248608.000000 Penalty: 8641.701172 Iteration 8Q: 3 clusters Score -248608 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -248625.328125 Penalty: 8641.701172 Iteration 9Q: 3 clusters Score -248625.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -248645.312500 Penalty: 8641.701172 Iteration 10Q: 3 clusters Score -248645.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -248671.093750 Penalty: 8641.701172 Iteration 11Q: 3 clusters Score -248671.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -248689.109375 Penalty: 8641.701172 Iteration 12Q: 3 clusters Score -248689.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -248727.343750 Penalty: 8641.701172 Iteration 13Q: 3 clusters Score -248727.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -248757.812500 Penalty: 8641.701172 Iteration 14Q: 3 clusters Score -248757.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -248781.968750 Penalty: 8641.701172 Iteration 15Q: 3 clusters Score -248782 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -248808.437500 Penalty: 8641.701172 Iteration 16Q: 3 clusters Score -248808.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -248836.734375 Penalty: 8641.701172 Iteration 17Q: 3 clusters Score -248836.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -248863.218750 Penalty: 8641.701172 Iteration 18Q: 3 clusters Score -248863.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -248878.234375 Penalty: 8641.701172 Iteration 19Q: 3 clusters Score -248878.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -248892.562500 Penalty: 8641.701172 Iteration 20F: 3 clusters Score -248892.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -248904.281250 Penalty: 8641.701172 Iteration 21Q: 3 clusters Score -248904.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -248922.468750 Penalty: 8641.701172 Iteration 22Q: 3 clusters Score -248922.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -248937.750000 Penalty: 8641.701172 Iteration 23Q: 3 clusters Score -248937.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -248942.921875 Penalty: 8641.701172 Iteration 24Q: 3 clusters Score -248942.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -248947.390625 Penalty: 8641.701172 Iteration 25Q: 3 clusters Score -248947.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -248947.390625 Penalty: 8641.701172 Iteration 26F: 3 clusters Score -248947.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Entering Unmasked Estep Score: -205639.296875 Penalty: 4224.225098 Iteration 0F: 2 clusters Score -205639.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -201755.468750 Penalty: 8448.450195 Iteration 0F: 3 clusters Score -201755.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -202146.140625 Penalty: 8448.450195 Iteration 1F: 3 clusters Score -202146.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -202274.296875 Penalty: 8448.450195 Iteration 2Q: 3 clusters Score -202274.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -202343.750000 Penalty: 8448.450195 Iteration 3Q: 3 clusters Score -202343.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -202419.906250 Penalty: 8448.450195 Iteration 4Q: 3 clusters Score -202419.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -202495.109375 Penalty: 8448.450195 Iteration 5Q: 3 clusters Score -202495.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -202563.000000 Penalty: 8448.450195 Iteration 6Q: 3 clusters Score -202563 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -202681.421875 Penalty: 8448.450195 Iteration 7Q: 3 clusters Score -202681.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -202852.203125 Penalty: 8448.450195 Iteration 8Q: 3 clusters Score -202852.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -203082.078125 Penalty: 8448.450195 Iteration 9Q: 3 clusters Score -203082.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -203560.156250 Penalty: 8448.450195 Iteration 10Q: 3 clusters Score -203560.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -203711.500000 Penalty: 8448.450195 Iteration 11Q: 3 clusters Score -203711.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -203802.046875 Penalty: 8448.450195 Iteration 12Q: 3 clusters Score -203802 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -203831.015625 Penalty: 8448.450195 Iteration 13Q: 3 clusters Score -203831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -203832.031250 Penalty: 8448.450195 Iteration 14Q: 3 clusters Score -203832 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -203832.031250 Penalty: 8448.450195 Iteration 15F: 3 clusters Score -203832 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Entering Unmasked Estep Score: -2301667.750000 Penalty: 5630.457520 Iteration 0F: 2 clusters Score -2301668 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -2291628.500000 Penalty: 11260.915039 Iteration 0F: 3 clusters Score -2291628 nChanged 3562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -2293754.750000 Penalty: 11260.915039 Iteration 1F: 3 clusters Score -2293755 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -2294181.250000 Penalty: 11260.915039 Iteration 2F: 3 clusters Score -2294181 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -2294451.750000 Penalty: 11260.915039 Iteration 3Q: 3 clusters Score -2294452 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -2294616.500000 Penalty: 11260.915039 Iteration 4Q: 3 clusters Score -2294616 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -2294731.500000 Penalty: 11260.915039 Iteration 5Q: 3 clusters Score -2294732 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -2294818.750000 Penalty: 11260.915039 Iteration 6Q: 3 clusters Score -2294819 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -2294896.750000 Penalty: 11260.915039 Iteration 7Q: 3 clusters Score -2294897 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -2294966.500000 Penalty: 11260.915039 Iteration 8Q: 3 clusters Score -2294966 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -2295043.250000 Penalty: 11260.915039 Iteration 9Q: 3 clusters Score -2295043 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -2295112.750000 Penalty: 11260.915039 Iteration 10Q: 3 clusters Score -2295113 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -2295194.750000 Penalty: 11260.915039 Iteration 11Q: 3 clusters Score -2295195 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -2295293.000000 Penalty: 11260.915039 Iteration 12Q: 3 clusters Score -2295293 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -2295436.500000 Penalty: 11260.915039 Iteration 13Q: 3 clusters Score -2295436 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -2295717.000000 Penalty: 11260.915039 Iteration 14Q: 3 clusters Score -2295717 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -2296135.750000 Penalty: 11260.915039 Iteration 15Q: 3 clusters Score -2296136 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -2296703.750000 Penalty: 11260.915039 Iteration 16Q: 3 clusters Score -2296704 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -2297332.000000 Penalty: 11260.915039 Iteration 17F: 3 clusters Score -2297332 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -2298030.000000 Penalty: 11260.915039 Iteration 18F: 3 clusters Score -2298030 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -2298663.750000 Penalty: 11260.915039 Iteration 19F: 3 clusters Score -2298664 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -2299110.000000 Penalty: 11260.915039 Iteration 20F: 3 clusters Score -2299110 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -2299410.750000 Penalty: 11260.915039 Iteration 21Q: 3 clusters Score -2299411 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -2299633.500000 Penalty: 11260.915039 Iteration 22Q: 3 clusters Score -2299634 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -2299788.000000 Penalty: 11260.915039 Iteration 23Q: 3 clusters Score -2299788 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -2299931.250000 Penalty: 11260.915039 Iteration 24Q: 3 clusters Score -2299931 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -2300073.250000 Penalty: 11260.915039 Iteration 25Q: 3 clusters Score -2300073 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -2300176.250000 Penalty: 11260.915039 Iteration 26Q: 3 clusters Score -2300176 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -2300260.250000 Penalty: 11260.915039 Iteration 27Q: 3 clusters Score -2300260 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -2300325.250000 Penalty: 11260.915039 Iteration 28Q: 3 clusters Score -2300325 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -2300384.250000 Penalty: 11260.915039 Iteration 29Q: 3 clusters Score -2300384 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -2300423.500000 Penalty: 11260.915039 Iteration 30Q: 3 clusters Score -2300424 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -2300451.000000 Penalty: 11260.915039 Iteration 31Q: 3 clusters Score -2300451 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -2300470.500000 Penalty: 11260.915039 Iteration 32Q: 3 clusters Score -2300470 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -2300487.250000 Penalty: 11260.915039 Iteration 33Q: 3 clusters Score -2300487 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -2300493.000000 Penalty: 11260.915039 Iteration 34Q: 3 clusters Score -2300493 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -2300503.250000 Penalty: 11260.915039 Iteration 35Q: 3 clusters Score -2300503 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -2300502.750000 Penalty: 11260.915039 Iteration 36Q: 3 clusters Score -2300503 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -2300504.500000 Penalty: 11260.915039 Iteration 37Q: 3 clusters Score -2300504 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -2300503.250000 Penalty: 11260.915039 Iteration 38Q: 3 clusters Score -2300503 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -2300507.250000 Penalty: 11260.915039 Iteration 39Q: 3 clusters Score -2300507 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -2300511.500000 Penalty: 11260.915039 Iteration 40F: 3 clusters Score -2300512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -2300509.750000 Penalty: 11260.915039 Iteration 41Q: 3 clusters Score -2300510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -2300512.000000 Penalty: 11260.915039 Iteration 42Q: 3 clusters Score -2300512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -2300512.000000 Penalty: 11260.915039 Iteration 43F: 3 clusters Score -2300512 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -221386.593750 Penalty: 4232.834961 Iteration 0F: 2 clusters Score -221386.6 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 472 members Entering Unmasked Estep Score: -217280.406250 Penalty: 8465.669922 Iteration 0F: 3 clusters Score -217280.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -217667.765625 Penalty: 8465.669922 Iteration 1F: 3 clusters Score -217667.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -217831.156250 Penalty: 8465.669922 Iteration 2F: 3 clusters Score -217831.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -217897.750000 Penalty: 8465.669922 Iteration 3Q: 3 clusters Score -217897.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -217922.125000 Penalty: 8465.669922 Iteration 4Q: 3 clusters Score -217922.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -217941.140625 Penalty: 8465.669922 Iteration 5Q: 3 clusters Score -217941.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -217953.093750 Penalty: 8465.669922 Iteration 6Q: 3 clusters Score -217953.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -217957.765625 Penalty: 8465.669922 Iteration 7Q: 3 clusters Score -217957.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -217960.421875 Penalty: 8465.669922 Iteration 8Q: 3 clusters Score -217960.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -217960.421875 Penalty: 8465.669922 Iteration 9F: 3 clusters Score -217960.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (17816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17816 members Entering Unmasked Estep Score: -4014563.500000 Penalty: 5995.059570 Iteration 0F: 2 clusters Score -4014564 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -3999404.250000 Penalty: 11990.119141 Iteration 0F: 3 clusters Score -3999404 nChanged 7181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -4003323.500000 Penalty: 11990.119141 Iteration 1F: 3 clusters Score -4003324 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -4003977.750000 Penalty: 11990.119141 Iteration 2F: 3 clusters Score -4003978 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -4004467.750000 Penalty: 11990.119141 Iteration 3F: 3 clusters Score -4004468 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -4004865.000000 Penalty: 11990.119141 Iteration 4Q: 3 clusters Score -4004865 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -4005142.000000 Penalty: 11990.119141 Iteration 5Q: 3 clusters Score -4005142 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -4005369.500000 Penalty: 11990.119141 Iteration 6Q: 3 clusters Score -4005370 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -4005579.500000 Penalty: 11990.119141 Iteration 7Q: 3 clusters Score -4005580 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10513 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -4005820.500000 Penalty: 11990.119141 Iteration 8Q: 3 clusters Score -4005820 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -4006096.750000 Penalty: 11990.119141 Iteration 9Q: 3 clusters Score -4006097 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -4006357.750000 Penalty: 11990.119141 Iteration 10Q: 3 clusters Score -4006358 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -4006605.500000 Penalty: 11990.119141 Iteration 11Q: 3 clusters Score -4006606 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12006 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -4006881.250000 Penalty: 11990.119141 Iteration 12Q: 3 clusters Score -4006881 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12460 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -4007222.500000 Penalty: 11990.119141 Iteration 13Q: 3 clusters Score -4007222 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12940 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -4007564.000000 Penalty: 11990.119141 Iteration 14Q: 3 clusters Score -4007564 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13431 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -4007934.750000 Penalty: 11990.119141 Iteration 15Q: 3 clusters Score -4007935 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13876 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -4008258.500000 Penalty: 11990.119141 Iteration 16Q: 3 clusters Score -4008258 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -4008576.000000 Penalty: 11990.119141 Iteration 17Q: 3 clusters Score -4008576 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14689 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -4008898.250000 Penalty: 11990.119141 Iteration 18Q: 3 clusters Score -4008898 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15033 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -4009148.000000 Penalty: 11990.119141 Iteration 19Q: 3 clusters Score -4009148 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15358 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -4009396.500000 Penalty: 11990.119141 Iteration 20F: 3 clusters Score -4009396 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15626 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -4009592.000000 Penalty: 11990.119141 Iteration 21Q: 3 clusters Score -4009592 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -4009756.000000 Penalty: 11990.119141 Iteration 22Q: 3 clusters Score -4009756 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16004 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -4009881.250000 Penalty: 11990.119141 Iteration 23Q: 3 clusters Score -4009881 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -4009971.250000 Penalty: 11990.119141 Iteration 24Q: 3 clusters Score -4009971 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16221 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -4010034.000000 Penalty: 11990.119141 Iteration 25Q: 3 clusters Score -4010034 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16298 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -4010097.000000 Penalty: 11990.119141 Iteration 26Q: 3 clusters Score -4010097 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16362 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -4010156.750000 Penalty: 11990.119141 Iteration 27Q: 3 clusters Score -4010157 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16410 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -4010197.750000 Penalty: 11990.119141 Iteration 28Q: 3 clusters Score -4010198 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16454 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -4010227.000000 Penalty: 11990.119141 Iteration 29Q: 3 clusters Score -4010227 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16493 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -4010251.250000 Penalty: 11990.119141 Iteration 30Q: 3 clusters Score -4010251 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16531 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -4010275.000000 Penalty: 11990.119141 Iteration 31Q: 3 clusters Score -4010275 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16569 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -4010300.500000 Penalty: 11990.119141 Iteration 32Q: 3 clusters Score -4010300 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16599 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -4010331.750000 Penalty: 11990.119141 Iteration 33Q: 3 clusters Score -4010332 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16631 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -4010362.250000 Penalty: 11990.119141 Iteration 34Q: 3 clusters Score -4010362 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16657 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -4010389.250000 Penalty: 11990.119141 Iteration 35Q: 3 clusters Score -4010389 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16682 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -4010401.500000 Penalty: 11990.119141 Iteration 36Q: 3 clusters Score -4010402 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16707 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -4010422.250000 Penalty: 11990.119141 Iteration 37Q: 3 clusters Score -4010422 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16723 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -4010438.000000 Penalty: 11990.119141 Iteration 38Q: 3 clusters Score -4010438 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16739 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -4010447.000000 Penalty: 11990.119141 Iteration 39Q: 3 clusters Score -4010447 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16752 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -4010458.750000 Penalty: 11990.119141 Iteration 40F: 3 clusters Score -4010459 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16756 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -4010470.750000 Penalty: 11990.119141 Iteration 41Q: 3 clusters Score -4010471 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16766 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -4010481.000000 Penalty: 11990.119141 Iteration 42Q: 3 clusters Score -4010481 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16776 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -4010475.500000 Penalty: 11990.119141 Iteration 43Q: 3 clusters Score -4010476 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -4010485.750000 Penalty: 11990.119141 Iteration 44Q: 3 clusters Score -4010486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16787 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -4010488.750000 Penalty: 11990.119141 Iteration 45Q: 3 clusters Score -4010489 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16793 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -4010490.250000 Penalty: 11990.119141 Iteration 46Q: 3 clusters Score -4010490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16799 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -4010494.250000 Penalty: 11990.119141 Iteration 47Q: 3 clusters Score -4010494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16805 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -4010491.500000 Penalty: 11990.119141 Iteration 48Q: 3 clusters Score -4010492 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16809 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -4010498.000000 Penalty: 11990.119141 Iteration 49Q: 3 clusters Score -4010498 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16814 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -4010499.750000 Penalty: 11990.119141 Iteration 50Q: 3 clusters Score -4010500 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16819 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -4010497.500000 Penalty: 11990.119141 Iteration 51Q: 3 clusters Score -4010498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16824 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -4010507.750000 Penalty: 11990.119141 Iteration 52Q: 3 clusters Score -4010508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16826 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -4010509.500000 Penalty: 11990.119141 Iteration 53Q: 3 clusters Score -4010510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16826 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -4010509.500000 Penalty: 11990.119141 Iteration 54F: 3 clusters Score -4010510 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14191 members Entering Unmasked Estep Score: -3332882.750000 Penalty: 5855.722168 Iteration 0F: 2 clusters Score -3332883 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -3320004.750000 Penalty: 11711.444336 Iteration 0F: 3 clusters Score -3320005 nChanged 5463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -3322969.500000 Penalty: 11711.444336 Iteration 1F: 3 clusters Score -3322970 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -3323530.500000 Penalty: 11711.444336 Iteration 2F: 3 clusters Score -3323530 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -3323899.250000 Penalty: 11711.444336 Iteration 3Q: 3 clusters Score -3323899 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -3324120.250000 Penalty: 11711.444336 Iteration 4Q: 3 clusters Score -3324120 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -3324298.500000 Penalty: 11711.444336 Iteration 5Q: 3 clusters Score -3324298 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -3324397.250000 Penalty: 11711.444336 Iteration 6Q: 3 clusters Score -3324397 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -3324483.000000 Penalty: 11711.444336 Iteration 7Q: 3 clusters Score -3324483 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -3324546.250000 Penalty: 11711.444336 Iteration 8Q: 3 clusters Score -3324546 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -3324601.250000 Penalty: 11711.444336 Iteration 9Q: 3 clusters Score -3324601 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -3324666.000000 Penalty: 11711.444336 Iteration 10Q: 3 clusters Score -3324666 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -3324702.250000 Penalty: 11711.444336 Iteration 11Q: 3 clusters Score -3324702 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -3324735.500000 Penalty: 11711.444336 Iteration 12Q: 3 clusters Score -3324736 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -3324766.750000 Penalty: 11711.444336 Iteration 13Q: 3 clusters Score -3324767 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -3324806.250000 Penalty: 11711.444336 Iteration 14Q: 3 clusters Score -3324806 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -3324823.000000 Penalty: 11711.444336 Iteration 15Q: 3 clusters Score -3324823 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -3324856.500000 Penalty: 11711.444336 Iteration 16Q: 3 clusters Score -3324856 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -3324878.500000 Penalty: 11711.444336 Iteration 17Q: 3 clusters Score -3324878 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -3324897.000000 Penalty: 11711.444336 Iteration 18Q: 3 clusters Score -3324897 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -3324912.250000 Penalty: 11711.444336 Iteration 19Q: 3 clusters Score -3324912 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -3324927.250000 Penalty: 11711.444336 Iteration 20F: 3 clusters Score -3324927 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -3324943.500000 Penalty: 11711.444336 Iteration 21Q: 3 clusters Score -3324944 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -3324972.500000 Penalty: 11711.444336 Iteration 22Q: 3 clusters Score -3324972 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -3324988.750000 Penalty: 11711.444336 Iteration 23Q: 3 clusters Score -3324989 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -3325003.000000 Penalty: 11711.444336 Iteration 24Q: 3 clusters Score -3325003 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -3325009.250000 Penalty: 11711.444336 Iteration 25Q: 3 clusters Score -3325009 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -3325016.500000 Penalty: 11711.444336 Iteration 26Q: 3 clusters Score -3325016 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -3325031.250000 Penalty: 11711.444336 Iteration 27Q: 3 clusters Score -3325031 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -3325060.500000 Penalty: 11711.444336 Iteration 28Q: 3 clusters Score -3325060 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -3325079.000000 Penalty: 11711.444336 Iteration 29Q: 3 clusters Score -3325079 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -3325084.250000 Penalty: 11711.444336 Iteration 30Q: 3 clusters Score -3325084 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -3325103.000000 Penalty: 11711.444336 Iteration 31Q: 3 clusters Score -3325103 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 8511 members Entering Unmasked Estep Score: -3325119.500000 Penalty: 11711.444336 Iteration 32Q: 3 clusters Score -3325120 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 8569 members Entering Unmasked Estep Score: -3325147.500000 Penalty: 11711.444336 Iteration 33Q: 3 clusters Score -3325148 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 8625 members Entering Unmasked Estep Score: -3325161.500000 Penalty: 11711.444336 Iteration 34Q: 3 clusters Score -3325162 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -3325188.000000 Penalty: 11711.444336 Iteration 35Q: 3 clusters Score -3325188 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -3325217.500000 Penalty: 11711.444336 Iteration 36Q: 3 clusters Score -3325218 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -3325231.750000 Penalty: 11711.444336 Iteration 37Q: 3 clusters Score -3325232 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -3325257.750000 Penalty: 11711.444336 Iteration 38Q: 3 clusters Score -3325258 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -3325286.000000 Penalty: 11711.444336 Iteration 39Q: 3 clusters Score -3325286 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -3325315.000000 Penalty: 11711.444336 Iteration 40F: 3 clusters Score -3325315 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -3325339.250000 Penalty: 11711.444336 Iteration 41Q: 3 clusters Score -3325339 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -3325380.500000 Penalty: 11711.444336 Iteration 42Q: 3 clusters Score -3325380 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -3325406.750000 Penalty: 11711.444336 Iteration 43Q: 3 clusters Score -3325407 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 9371 members Entering Unmasked Estep Score: -3325455.750000 Penalty: 11711.444336 Iteration 44Q: 3 clusters Score -3325456 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -3325501.750000 Penalty: 11711.444336 Iteration 45Q: 3 clusters Score -3325502 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -3325541.500000 Penalty: 11711.444336 Iteration 46Q: 3 clusters Score -3325542 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 9708 members Entering Unmasked Estep Score: -3325595.000000 Penalty: 11711.444336 Iteration 47Q: 3 clusters Score -3325595 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -3325652.500000 Penalty: 11711.444336 Iteration 48Q: 3 clusters Score -3325652 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -3325715.250000 Penalty: 11711.444336 Iteration 49Q: 3 clusters Score -3325715 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -3325764.000000 Penalty: 11711.444336 Iteration 50Q: 3 clusters Score -3325764 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 10232 members Entering Unmasked Estep Score: -3325836.000000 Penalty: 11711.444336 Iteration 51Q: 3 clusters Score -3325836 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 10366 members Entering Unmasked Estep Score: -3325888.250000 Penalty: 11711.444336 Iteration 52Q: 3 clusters Score -3325888 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -3325955.750000 Penalty: 11711.444336 Iteration 53Q: 3 clusters Score -3325956 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -3326024.500000 Penalty: 11711.444336 Iteration 54Q: 3 clusters Score -3326024 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 10790 members Entering Unmasked Estep Score: -3326105.000000 Penalty: 11711.444336 Iteration 55Q: 3 clusters Score -3326105 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -3326199.750000 Penalty: 11711.444336 Iteration 56Q: 3 clusters Score -3326200 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 11180 members Entering Unmasked Estep Score: -3326308.000000 Penalty: 11711.444336 Iteration 57Q: 3 clusters Score -3326308 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -3326440.000000 Penalty: 11711.444336 Iteration 58Q: 3 clusters Score -3326440 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -3326525.500000 Penalty: 11711.444336 Iteration 59Q: 3 clusters Score -3326526 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -3326635.000000 Penalty: 11711.444336 Iteration 60F: 3 clusters Score -3326635 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 11878 members Entering Unmasked Estep Score: -3326750.250000 Penalty: 11711.444336 Iteration 61Q: 3 clusters Score -3326750 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 12033 members Entering Unmasked Estep Score: -3326870.250000 Penalty: 11711.444336 Iteration 62Q: 3 clusters Score -3326870 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -3326973.000000 Penalty: 11711.444336 Iteration 63Q: 3 clusters Score -3326973 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -3327075.250000 Penalty: 11711.444336 Iteration 64Q: 3 clusters Score -3327075 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 12415 members Entering Unmasked Estep Score: -3327169.750000 Penalty: 11711.444336 Iteration 65Q: 3 clusters Score -3327170 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 12523 members Entering Unmasked Estep Score: -3327251.500000 Penalty: 11711.444336 Iteration 66Q: 3 clusters Score -3327252 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 12606 members Entering Unmasked Estep Score: -3327322.750000 Penalty: 11711.444336 Iteration 67Q: 3 clusters Score -3327323 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -3327370.500000 Penalty: 11711.444336 Iteration 68Q: 3 clusters Score -3327370 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -3327414.250000 Penalty: 11711.444336 Iteration 69Q: 3 clusters Score -3327414 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 12782 members Entering Unmasked Estep Score: -3327446.500000 Penalty: 11711.444336 Iteration 70Q: 3 clusters Score -3327446 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 12829 members Entering Unmasked Estep Score: -3327496.250000 Penalty: 11711.444336 Iteration 71Q: 3 clusters Score -3327496 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 12867 members Entering Unmasked Estep Score: -3327532.000000 Penalty: 11711.444336 Iteration 72Q: 3 clusters Score -3327532 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -3327551.500000 Penalty: 11711.444336 Iteration 73Q: 3 clusters Score -3327552 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -3327564.250000 Penalty: 11711.444336 Iteration 74Q: 3 clusters Score -3327564 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 12923 members Entering Unmasked Estep Score: -3327576.000000 Penalty: 11711.444336 Iteration 75Q: 3 clusters Score -3327576 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 12930 members Entering Unmasked Estep Score: -3327584.500000 Penalty: 11711.444336 Iteration 76Q: 3 clusters Score -3327584 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -3327593.000000 Penalty: 11711.444336 Iteration 77Q: 3 clusters Score -3327593 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -3327602.750000 Penalty: 11711.444336 Iteration 78Q: 3 clusters Score -3327603 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -3327605.500000 Penalty: 11711.444336 Iteration 79Q: 3 clusters Score -3327606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 12962 members Entering Unmasked Estep Score: -3327615.500000 Penalty: 11711.444336 Iteration 80F: 3 clusters Score -3327616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -3327619.000000 Penalty: 11711.444336 Iteration 81Q: 3 clusters Score -3327619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -3327628.250000 Penalty: 11711.444336 Iteration 82Q: 3 clusters Score -3327628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 12974 members Entering Unmasked Estep Score: -3327623.750000 Penalty: 11711.444336 Iteration 83Q: 3 clusters Score -3327624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 12976 members Entering Unmasked Estep Score: -3327630.250000 Penalty: 11711.444336 Iteration 84Q: 3 clusters Score -3327630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 12979 members Entering Unmasked Estep Score: -3327627.750000 Penalty: 11711.444336 Iteration 85Q: 3 clusters Score -3327628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 12980 members Entering Unmasked Estep Score: -3327631.250000 Penalty: 11711.444336 Iteration 86Q: 3 clusters Score -3327631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 12984 members Entering Unmasked Estep Score: -3327632.750000 Penalty: 11711.444336 Iteration 87Q: 3 clusters Score -3327633 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -3327633.000000 Penalty: 11711.444336 Iteration 88Q: 3 clusters Score -3327633 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 12994 members Entering Unmasked Estep Score: -3327640.000000 Penalty: 11711.444336 Iteration 89Q: 3 clusters Score -3327640 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -3327640.250000 Penalty: 11711.444336 Iteration 90Q: 3 clusters Score -3327640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -3327646.500000 Penalty: 11711.444336 Iteration 91Q: 3 clusters Score -3327646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 13007 members Entering Unmasked Estep Score: -3327644.000000 Penalty: 11711.444336 Iteration 92Q: 3 clusters Score -3327644 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 13011 members Entering Unmasked Estep Score: -3327650.750000 Penalty: 11711.444336 Iteration 93Q: 3 clusters Score -3327651 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 13011 members Entering Unmasked Estep Score: -3327658.750000 Penalty: 11711.444336 Iteration 94Q: 3 clusters Score -3327659 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -3327665.250000 Penalty: 11711.444336 Iteration 95Q: 3 clusters Score -3327665 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 13019 members Entering Unmasked Estep Score: -3327667.750000 Penalty: 11711.444336 Iteration 96Q: 3 clusters Score -3327668 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -3327668.250000 Penalty: 11711.444336 Iteration 97Q: 3 clusters Score -3327668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -3327671.250000 Penalty: 11711.444336 Iteration 98Q: 3 clusters Score -3327671 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -3327680.250000 Penalty: 11711.444336 Iteration 99Q: 3 clusters Score -3327680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -3327687.750000 Penalty: 11711.444336 Iteration 100F: 3 clusters Score -3327688 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 13048 members Entering Unmasked Estep Score: -3327695.500000 Penalty: 11711.444336 Iteration 101Q: 3 clusters Score -3327696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 13050 members Entering Unmasked Estep Score: -3327696.750000 Penalty: 11711.444336 Iteration 102Q: 3 clusters Score -3327697 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -3327701.750000 Penalty: 11711.444336 Iteration 103Q: 3 clusters Score -3327702 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 13063 members Entering Unmasked Estep Score: -3327705.000000 Penalty: 11711.444336 Iteration 104Q: 3 clusters Score -3327705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 13069 members Entering Unmasked Estep Score: -3327707.750000 Penalty: 11711.444336 Iteration 105Q: 3 clusters Score -3327708 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 13072 members Entering Unmasked Estep Score: -3327705.750000 Penalty: 11711.444336 Iteration 106Q: 3 clusters Score -3327706 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -3327706.250000 Penalty: 11711.444336 Iteration 107Q: 3 clusters Score -3327706 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 13084 members Entering Unmasked Estep Score: -3327716.250000 Penalty: 11711.444336 Iteration 108Q: 3 clusters Score -3327716 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 13096 members Entering Unmasked Estep Score: -3327718.250000 Penalty: 11711.444336 Iteration 109Q: 3 clusters Score -3327718 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 13104 members Entering Unmasked Estep Score: -3327733.250000 Penalty: 11711.444336 Iteration 110Q: 3 clusters Score -3327733 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -3327742.250000 Penalty: 11711.444336 Iteration 111Q: 3 clusters Score -3327742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 13116 members Entering Unmasked Estep Score: -3327747.250000 Penalty: 11711.444336 Iteration 112Q: 3 clusters Score -3327747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 13119 members Entering Unmasked Estep Score: -3327745.500000 Penalty: 11711.444336 Iteration 113Q: 3 clusters Score -3327746 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -3327746.750000 Penalty: 11711.444336 Iteration 114Q: 3 clusters Score -3327747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 13123 members Entering Unmasked Estep Score: -3327750.500000 Penalty: 11711.444336 Iteration 115Q: 3 clusters Score -3327750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -3327755.000000 Penalty: 11711.444336 Iteration 116Q: 3 clusters Score -3327755 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -3327755.000000 Penalty: 11711.444336 Iteration 117F: 3 clusters Score -3327755 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Entering Unmasked Estep Score: -1032436.062500 Penalty: 5155.640625 Iteration 0F: 2 clusters Score -1032436 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1025684.687500 Penalty: 10311.281250 Iteration 0F: 3 clusters Score -1025685 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1026854.937500 Penalty: 10311.281250 Iteration 1F: 3 clusters Score -1026855 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1027464.187500 Penalty: 10311.281250 Iteration 2F: 3 clusters Score -1027464 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -1028342.625000 Penalty: 10311.281250 Iteration 3F: 3 clusters Score -1028343 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -1029845.437500 Penalty: 10311.281250 Iteration 4F: 3 clusters Score -1029845 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1031641.000000 Penalty: 10311.281250 Iteration 5F: 3 clusters Score -1031641 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1032652.437500 Penalty: 10311.281250 Iteration 6F: 3 clusters Score -1032652 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1033232.937500 Penalty: 10311.281250 Iteration 7F: 3 clusters Score -1033233 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1033625.312500 Penalty: 10311.281250 Iteration 8Q: 3 clusters Score -1033625 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1033938.437500 Penalty: 10311.281250 Iteration 9Q: 3 clusters Score -1033938 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1034137.312500 Penalty: 10311.281250 Iteration 10Q: 3 clusters Score -1034137 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1034340.312500 Penalty: 10311.281250 Iteration 11Q: 3 clusters Score -1034340 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1034517.750000 Penalty: 10311.281250 Iteration 12Q: 3 clusters Score -1034518 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -1034595.687500 Penalty: 10311.281250 Iteration 13Q: 3 clusters Score -1034596 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -1034629.375000 Penalty: 10311.281250 Iteration 14Q: 3 clusters Score -1034629 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1034637.812500 Penalty: 10311.281250 Iteration 15Q: 3 clusters Score -1034638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1034637.812500 Penalty: 10311.281250 Iteration 16F: 3 clusters Score -1034638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14191 members Mstep: Class 7 contains 3302 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 10 contains 1223 members Mstep: Class 11 contains 22018 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20448 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47329 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38719 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep Score: -101694888.000000 Penalty: 190973.375000 Splitting cluster 7 changes total score from -101695736.000000 to -101694888.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (27075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27075 members Entering Unmasked Estep Score: -6330900.000000 Penalty: 6251.399414 Iteration 0F: 2 clusters Score -6330900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13621 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -6310001.000000 Penalty: 12502.798828 Iteration 0F: 3 clusters Score -6310001 nChanged 11366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -6316560.500000 Penalty: 12502.798828 Iteration 1F: 3 clusters Score -6316560 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14643 members Mstep: Class 2 contains 12432 members Entering Unmasked Estep Score: -6317885.000000 Penalty: 12502.798828 Iteration 2F: 3 clusters Score -6317885 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15340 members Mstep: Class 2 contains 11735 members Entering Unmasked Estep Score: -6319049.000000 Penalty: 12502.798828 Iteration 3F: 3 clusters Score -6319049 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16308 members Mstep: Class 2 contains 10767 members Entering Unmasked Estep Score: -6320035.000000 Penalty: 12502.798828 Iteration 4F: 3 clusters Score -6320035 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -6320977.500000 Penalty: 12502.798828 Iteration 5F: 3 clusters Score -6320978 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18546 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -6322030.500000 Penalty: 12502.798828 Iteration 6F: 3 clusters Score -6322030 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19747 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -6323062.000000 Penalty: 12502.798828 Iteration 7F: 3 clusters Score -6323062 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20907 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -6324125.500000 Penalty: 12502.798828 Iteration 8Q: 3 clusters Score -6324126 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21923 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -6324995.000000 Penalty: 12502.798828 Iteration 9Q: 3 clusters Score -6324995 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22754 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -6325710.500000 Penalty: 12502.798828 Iteration 10Q: 3 clusters Score -6325710 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23364 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -6326248.000000 Penalty: 12502.798828 Iteration 11Q: 3 clusters Score -6326248 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23801 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -6326669.000000 Penalty: 12502.798828 Iteration 12Q: 3 clusters Score -6326669 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24127 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -6326948.500000 Penalty: 12502.798828 Iteration 13Q: 3 clusters Score -6326948 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24343 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -6327129.000000 Penalty: 12502.798828 Iteration 14Q: 3 clusters Score -6327129 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24510 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -6327245.000000 Penalty: 12502.798828 Iteration 15Q: 3 clusters Score -6327245 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24638 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -6327355.000000 Penalty: 12502.798828 Iteration 16Q: 3 clusters Score -6327355 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24735 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -6327444.000000 Penalty: 12502.798828 Iteration 17Q: 3 clusters Score -6327444 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24819 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -6327529.000000 Penalty: 12502.798828 Iteration 18Q: 3 clusters Score -6327529 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24884 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -6327625.500000 Penalty: 12502.798828 Iteration 19Q: 3 clusters Score -6327626 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24934 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -6327664.000000 Penalty: 12502.798828 Iteration 20F: 3 clusters Score -6327664 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24960 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -6327699.000000 Penalty: 12502.798828 Iteration 21Q: 3 clusters Score -6327699 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24975 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -6327718.500000 Penalty: 12502.798828 Iteration 22Q: 3 clusters Score -6327718 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24991 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -6327734.500000 Penalty: 12502.798828 Iteration 23Q: 3 clusters Score -6327734 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24996 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -6327736.000000 Penalty: 12502.798828 Iteration 24Q: 3 clusters Score -6327736 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25007 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -6327742.500000 Penalty: 12502.798828 Iteration 25Q: 3 clusters Score -6327742 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25015 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -6327755.500000 Penalty: 12502.798828 Iteration 26Q: 3 clusters Score -6327756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25016 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -6327757.500000 Penalty: 12502.798828 Iteration 27Q: 3 clusters Score -6327758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25015 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -6327761.000000 Penalty: 12502.798828 Iteration 28Q: 3 clusters Score -6327761 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25015 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -6327761.000000 Penalty: 12502.798828 Iteration 29F: 3 clusters Score -6327761 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (45373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45373 members Entering Unmasked Estep Score: -10783943.000000 Penalty: 6567.636719 Iteration 0F: 2 clusters Score -1.078394e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22804 members Mstep: Class 2 contains 22569 members Entering Unmasked Estep Score: -10751358.000000 Penalty: 13135.273438 Iteration 0F: 3 clusters Score -1.075136e+07 nChanged 19713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23141 members Mstep: Class 2 contains 22232 members Entering Unmasked Estep Score: -10762057.000000 Penalty: 13135.273438 Iteration 1F: 3 clusters Score -1.076206e+07 nChanged 2621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23302 members Mstep: Class 2 contains 22071 members Entering Unmasked Estep Score: -10763582.000000 Penalty: 13135.273438 Iteration 2F: 3 clusters Score -1.076358e+07 nChanged 2564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23408 members Mstep: Class 2 contains 21965 members Entering Unmasked Estep Score: -10765525.000000 Penalty: 13135.273438 Iteration 3F: 3 clusters Score -1.076552e+07 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23237 members Mstep: Class 2 contains 22136 members Entering Unmasked Estep Score: -10767634.000000 Penalty: 13135.273438 Iteration 4F: 3 clusters Score -1.076763e+07 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22745 members Mstep: Class 2 contains 22628 members Entering Unmasked Estep Score: -10769725.000000 Penalty: 13135.273438 Iteration 5F: 3 clusters Score -1.076972e+07 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21956 members Mstep: Class 2 contains 23417 members Entering Unmasked Estep Score: -10771737.000000 Penalty: 13135.273438 Iteration 6F: 3 clusters Score -1.077174e+07 nChanged 2752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20926 members Mstep: Class 2 contains 24447 members Entering Unmasked Estep Score: -10773728.000000 Penalty: 13135.273438 Iteration 7F: 3 clusters Score -1.077373e+07 nChanged 2653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19805 members Mstep: Class 2 contains 25568 members Entering Unmasked Estep Score: -10775591.000000 Penalty: 13135.273438 Iteration 8F: 3 clusters Score -1.077559e+07 nChanged 2485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18632 members Mstep: Class 2 contains 26741 members Entering Unmasked Estep Score: -10777380.000000 Penalty: 13135.273438 Iteration 9F: 3 clusters Score -1.077738e+07 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17563 members Mstep: Class 2 contains 27810 members Entering Unmasked Estep Score: -10778773.000000 Penalty: 13135.273438 Iteration 10Q: 3 clusters Score -1.077877e+07 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16675 members Mstep: Class 2 contains 28698 members Entering Unmasked Estep Score: -10779857.000000 Penalty: 13135.273438 Iteration 11Q: 3 clusters Score -1.077986e+07 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16014 members Mstep: Class 2 contains 29359 members Entering Unmasked Estep Score: -10780667.000000 Penalty: 13135.273438 Iteration 12Q: 3 clusters Score -1.078067e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15482 members Mstep: Class 2 contains 29891 members Entering Unmasked Estep Score: -10781105.000000 Penalty: 13135.273438 Iteration 13Q: 3 clusters Score -1.07811e+07 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15034 members Mstep: Class 2 contains 30339 members Entering Unmasked Estep Score: -10781336.000000 Penalty: 13135.273438 Iteration 14Q: 3 clusters Score -1.078134e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14658 members Mstep: Class 2 contains 30715 members Entering Unmasked Estep Score: -10781554.000000 Penalty: 13135.273438 Iteration 15Q: 3 clusters Score -1.078155e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14361 members Mstep: Class 2 contains 31012 members Entering Unmasked Estep Score: -10781637.000000 Penalty: 13135.273438 Iteration 16Q: 3 clusters Score -1.078164e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Mstep: Class 2 contains 31246 members Entering Unmasked Estep Score: -10781659.000000 Penalty: 13135.273438 Iteration 17Q: 3 clusters Score -1.078166e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Mstep: Class 2 contains 31461 members Entering Unmasked Estep Score: -10781690.000000 Penalty: 13135.273438 Iteration 18Q: 3 clusters Score -1.078169e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13713 members Mstep: Class 2 contains 31660 members Entering Unmasked Estep Score: -10781707.000000 Penalty: 13135.273438 Iteration 19Q: 3 clusters Score -1.078171e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 31812 members Entering Unmasked Estep Score: -10781755.000000 Penalty: 13135.273438 Iteration 20F: 3 clusters Score -1.078176e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13413 members Mstep: Class 2 contains 31960 members Entering Unmasked Estep Score: -10781785.000000 Penalty: 13135.273438 Iteration 21Q: 3 clusters Score -1.078178e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13292 members Mstep: Class 2 contains 32081 members Entering Unmasked Estep Score: -10781828.000000 Penalty: 13135.273438 Iteration 22Q: 3 clusters Score -1.078183e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13202 members Mstep: Class 2 contains 32171 members Entering Unmasked Estep Score: -10781830.000000 Penalty: 13135.273438 Iteration 23Q: 3 clusters Score -1.078183e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13115 members Mstep: Class 2 contains 32258 members Entering Unmasked Estep Score: -10781844.000000 Penalty: 13135.273438 Iteration 24Q: 3 clusters Score -1.078184e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13035 members Mstep: Class 2 contains 32338 members Entering Unmasked Estep Score: -10781879.000000 Penalty: 13135.273438 Iteration 25Q: 3 clusters Score -1.078188e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 32412 members Entering Unmasked Estep Score: -10781894.000000 Penalty: 13135.273438 Iteration 26Q: 3 clusters Score -1.078189e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12900 members Mstep: Class 2 contains 32473 members Entering Unmasked Estep Score: -10781910.000000 Penalty: 13135.273438 Iteration 27Q: 3 clusters Score -1.078191e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12842 members Mstep: Class 2 contains 32531 members Entering Unmasked Estep Score: -10781914.000000 Penalty: 13135.273438 Iteration 28Q: 3 clusters Score -1.078191e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12787 members Mstep: Class 2 contains 32586 members Entering Unmasked Estep Score: -10781904.000000 Penalty: 13135.273438 Iteration 29Q: 3 clusters Score -1.07819e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12749 members Mstep: Class 2 contains 32624 members Entering Unmasked Estep Score: -10781934.000000 Penalty: 13135.273438 Iteration 30Q: 3 clusters Score -1.078193e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 32668 members Entering Unmasked Estep Score: -10781931.000000 Penalty: 13135.273438 Iteration 31Q: 3 clusters Score -1.078193e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 32707 members Entering Unmasked Estep Score: -10781951.000000 Penalty: 13135.273438 Iteration 32Q: 3 clusters Score -1.078195e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12631 members Mstep: Class 2 contains 32742 members Entering Unmasked Estep Score: -10781949.000000 Penalty: 13135.273438 Iteration 33Q: 3 clusters Score -1.078195e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 32781 members Entering Unmasked Estep Score: -10781938.000000 Penalty: 13135.273438 Iteration 34Q: 3 clusters Score -1.078194e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12554 members Mstep: Class 2 contains 32819 members Entering Unmasked Estep Score: -10781934.000000 Penalty: 13135.273438 Iteration 35Q: 3 clusters Score -1.078193e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12515 members Mstep: Class 2 contains 32858 members Entering Unmasked Estep Score: -10781923.000000 Penalty: 13135.273438 Iteration 36Q: 3 clusters Score -1.078192e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 32891 members Entering Unmasked Estep Score: -10781921.000000 Penalty: 13135.273438 Iteration 37Q: 3 clusters Score -1.078192e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12443 members Mstep: Class 2 contains 32930 members Entering Unmasked Estep Score: -10781932.000000 Penalty: 13135.273438 Iteration 38Q: 3 clusters Score -1.078193e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 32966 members Entering Unmasked Estep Score: -10781927.000000 Penalty: 13135.273438 Iteration 39Q: 3 clusters Score -1.078193e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12380 members Mstep: Class 2 contains 32993 members Entering Unmasked Estep Score: -10781928.000000 Penalty: 13135.273438 Iteration 40F: 3 clusters Score -1.078193e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 33020 members Entering Unmasked Estep Score: -10781943.000000 Penalty: 13135.273438 Iteration 41Q: 3 clusters Score -1.078194e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 33050 members Entering Unmasked Estep Score: -10781980.000000 Penalty: 13135.273438 Iteration 42Q: 3 clusters Score -1.078198e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 33080 members Entering Unmasked Estep Score: -10781966.000000 Penalty: 13135.273438 Iteration 43Q: 3 clusters Score -1.078197e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 33102 members Entering Unmasked Estep Score: -10781964.000000 Penalty: 13135.273438 Iteration 44Q: 3 clusters Score -1.078196e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 33124 members Entering Unmasked Estep Score: -10781970.000000 Penalty: 13135.273438 Iteration 45Q: 3 clusters Score -1.078197e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 33146 members Entering Unmasked Estep Score: -10781958.000000 Penalty: 13135.273438 Iteration 46Q: 3 clusters Score -1.078196e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12209 members Mstep: Class 2 contains 33164 members Entering Unmasked Estep Score: -10781948.000000 Penalty: 13135.273438 Iteration 47Q: 3 clusters Score -1.078195e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 33181 members Entering Unmasked Estep Score: -10781968.000000 Penalty: 13135.273438 Iteration 48Q: 3 clusters Score -1.078197e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 33194 members Entering Unmasked Estep Score: -10781955.000000 Penalty: 13135.273438 Iteration 49Q: 3 clusters Score -1.078196e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 33208 members Entering Unmasked Estep Score: -10781963.000000 Penalty: 13135.273438 Iteration 50Q: 3 clusters Score -1.078196e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12151 members Mstep: Class 2 contains 33222 members Entering Unmasked Estep Score: -10781972.000000 Penalty: 13135.273438 Iteration 51Q: 3 clusters Score -1.078197e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 33230 members Entering Unmasked Estep Score: -10781985.000000 Penalty: 13135.273438 Iteration 52Q: 3 clusters Score -1.078198e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 33239 members Entering Unmasked Estep Score: -10781989.000000 Penalty: 13135.273438 Iteration 53Q: 3 clusters Score -1.078199e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12124 members Mstep: Class 2 contains 33249 members Entering Unmasked Estep Score: -10781973.000000 Penalty: 13135.273438 Iteration 54Q: 3 clusters Score -1.078197e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12117 members Mstep: Class 2 contains 33256 members Entering Unmasked Estep Score: -10781958.000000 Penalty: 13135.273438 Iteration 55Q: 3 clusters Score -1.078196e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 33263 members Entering Unmasked Estep Score: -10781964.000000 Penalty: 13135.273438 Iteration 56Q: 3 clusters Score -1.078196e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 33272 members Entering Unmasked Estep Score: -10781962.000000 Penalty: 13135.273438 Iteration 57Q: 3 clusters Score -1.078196e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 33282 members Entering Unmasked Estep Score: -10781979.000000 Penalty: 13135.273438 Iteration 58Q: 3 clusters Score -1.078198e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 33294 members Entering Unmasked Estep Score: -10781992.000000 Penalty: 13135.273438 Iteration 59Q: 3 clusters Score -1.078199e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 33305 members Entering Unmasked Estep Score: -10781984.000000 Penalty: 13135.273438 Iteration 60F: 3 clusters Score -1.078198e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 33315 members Entering Unmasked Estep Score: -10781991.000000 Penalty: 13135.273438 Iteration 61Q: 3 clusters Score -1.078199e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 33326 members Entering Unmasked Estep Score: -10781967.000000 Penalty: 13135.273438 Iteration 62Q: 3 clusters Score -1.078197e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12036 members Mstep: Class 2 contains 33337 members Entering Unmasked Estep Score: -10781971.000000 Penalty: 13135.273438 Iteration 63Q: 3 clusters Score -1.078197e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 33345 members Entering Unmasked Estep Score: -10781983.000000 Penalty: 13135.273438 Iteration 64Q: 3 clusters Score -1.078198e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 33353 members Entering Unmasked Estep Score: -10781968.000000 Penalty: 13135.273438 Iteration 65Q: 3 clusters Score -1.078197e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12011 members Mstep: Class 2 contains 33362 members Entering Unmasked Estep Score: -10781988.000000 Penalty: 13135.273438 Iteration 66Q: 3 clusters Score -1.078199e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11998 members Mstep: Class 2 contains 33375 members Entering Unmasked Estep Score: -10781995.000000 Penalty: 13135.273438 Iteration 67Q: 3 clusters Score -1.0782e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 33383 members Entering Unmasked Estep Score: -10781984.000000 Penalty: 13135.273438 Iteration 68Q: 3 clusters Score -1.078198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 33389 members Entering Unmasked Estep Score: -10781992.000000 Penalty: 13135.273438 Iteration 69Q: 3 clusters Score -1.078199e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 33396 members Entering Unmasked Estep Score: -10781985.000000 Penalty: 13135.273438 Iteration 70Q: 3 clusters Score -1.078198e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11974 members Mstep: Class 2 contains 33399 members Entering Unmasked Estep Score: -10781980.000000 Penalty: 13135.273438 Iteration 71Q: 3 clusters Score -1.078198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 33405 members Entering Unmasked Estep Score: -10781982.000000 Penalty: 13135.273438 Iteration 72Q: 3 clusters Score -1.078198e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 33410 members Entering Unmasked Estep Score: -10781979.000000 Penalty: 13135.273438 Iteration 73Q: 3 clusters Score -1.078198e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 33413 members Entering Unmasked Estep Score: -10781963.000000 Penalty: 13135.273438 Iteration 74Q: 3 clusters Score -1.078196e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 33417 members Entering Unmasked Estep Score: -10781962.000000 Penalty: 13135.273438 Iteration 75Q: 3 clusters Score -1.078196e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 33420 members Entering Unmasked Estep Score: -10781966.000000 Penalty: 13135.273438 Iteration 76Q: 3 clusters Score -1.078197e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 33425 members Entering Unmasked Estep Score: -10781958.000000 Penalty: 13135.273438 Iteration 77Q: 3 clusters Score -1.078196e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Mstep: Class 2 contains 33432 members Entering Unmasked Estep Score: -10781964.000000 Penalty: 13135.273438 Iteration 78Q: 3 clusters Score -1.078196e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 33437 members Entering Unmasked Estep Score: -10781954.000000 Penalty: 13135.273438 Iteration 79Q: 3 clusters Score -1.078195e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 33441 members Entering Unmasked Estep Score: -10781955.000000 Penalty: 13135.273438 Iteration 80F: 3 clusters Score -1.078196e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 33445 members Entering Unmasked Estep Score: -10781961.000000 Penalty: 13135.273438 Iteration 81Q: 3 clusters Score -1.078196e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 33450 members Entering Unmasked Estep Score: -10781957.000000 Penalty: 13135.273438 Iteration 82Q: 3 clusters Score -1.078196e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 33457 members Entering Unmasked Estep Score: -10781968.000000 Penalty: 13135.273438 Iteration 83Q: 3 clusters Score -1.078197e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 33462 members Entering Unmasked Estep Score: -10781977.000000 Penalty: 13135.273438 Iteration 84Q: 3 clusters Score -1.078198e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11904 members Mstep: Class 2 contains 33469 members Entering Unmasked Estep Score: -10781980.000000 Penalty: 13135.273438 Iteration 85Q: 3 clusters Score -1.078198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 33475 members Entering Unmasked Estep Score: -10781985.000000 Penalty: 13135.273438 Iteration 86Q: 3 clusters Score -1.078198e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 33478 members Entering Unmasked Estep Score: -10781973.000000 Penalty: 13135.273438 Iteration 87Q: 3 clusters Score -1.078197e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 33481 members Entering Unmasked Estep Score: -10781975.000000 Penalty: 13135.273438 Iteration 88Q: 3 clusters Score -1.078198e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 33483 members Entering Unmasked Estep Score: -10781984.000000 Penalty: 13135.273438 Iteration 89Q: 3 clusters Score -1.078198e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 33484 members Entering Unmasked Estep Score: -10781970.000000 Penalty: 13135.273438 Iteration 90Q: 3 clusters Score -1.078197e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 33484 members Entering Unmasked Estep Score: -10781970.000000 Penalty: 13135.273438 Iteration 91F: 3 clusters Score -1.078197e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (22018 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22018 members Entering Unmasked Estep Score: -5165878.000000 Penalty: 6124.764648 Iteration 0F: 2 clusters Score -5165878 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -5148134.000000 Penalty: 12249.529297 Iteration 0F: 3 clusters Score -5148134 nChanged 9026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -5152998.500000 Penalty: 12249.529297 Iteration 1F: 3 clusters Score -5152998 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -5153720.500000 Penalty: 12249.529297 Iteration 2F: 3 clusters Score -5153720 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10262 members Mstep: Class 2 contains 11756 members Entering Unmasked Estep Score: -5154301.000000 Penalty: 12249.529297 Iteration 3F: 3 clusters Score -5154301 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -5154826.500000 Penalty: 12249.529297 Iteration 4Q: 3 clusters Score -5154826 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9772 members Mstep: Class 2 contains 12246 members Entering Unmasked Estep Score: -5155367.000000 Penalty: 12249.529297 Iteration 5Q: 3 clusters Score -5155367 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -5155920.500000 Penalty: 12249.529297 Iteration 6Q: 3 clusters Score -5155920 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 12840 members Entering Unmasked Estep Score: -5156563.500000 Penalty: 12249.529297 Iteration 7Q: 3 clusters Score -5156564 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 13050 members Entering Unmasked Estep Score: -5157385.500000 Penalty: 12249.529297 Iteration 8Q: 3 clusters Score -5157386 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8851 members Mstep: Class 2 contains 13167 members Entering Unmasked Estep Score: -5158789.000000 Penalty: 12249.529297 Iteration 9Q: 3 clusters Score -5158789 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 13047 members Entering Unmasked Estep Score: -5161600.500000 Penalty: 12249.529297 Iteration 10F: 3 clusters Score -5161600 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 12387 members Entering Unmasked Estep Score: -5165990.500000 Penalty: 12249.529297 Iteration 11F: 3 clusters Score -5165990 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -5168491.500000 Penalty: 12249.529297 Iteration 12F: 3 clusters Score -5168492 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -5169516.000000 Penalty: 12249.529297 Iteration 13Q: 3 clusters Score -5169516 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -5170509.000000 Penalty: 12249.529297 Iteration 14Q: 3 clusters Score -5170509 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -5171329.500000 Penalty: 12249.529297 Iteration 15Q: 3 clusters Score -5171330 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -5171772.500000 Penalty: 12249.529297 Iteration 16Q: 3 clusters Score -5171772 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -5171996.000000 Penalty: 12249.529297 Iteration 17Q: 3 clusters Score -5171996 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12231 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -5172072.000000 Penalty: 12249.529297 Iteration 18Q: 3 clusters Score -5172072 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -5172122.500000 Penalty: 12249.529297 Iteration 19Q: 3 clusters Score -5172122 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -5172122.500000 Penalty: 12249.529297 Iteration 20F: 3 clusters Score -5172122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12302 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -5172119.500000 Penalty: 12249.529297 Iteration 21Q: 3 clusters Score -5172120 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -5172128.000000 Penalty: 12249.529297 Iteration 22Q: 3 clusters Score -5172128 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12307 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -5172123.000000 Penalty: 12249.529297 Iteration 23Q: 3 clusters Score -5172123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -5172126.000000 Penalty: 12249.529297 Iteration 24Q: 3 clusters Score -5172126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -5172126.000000 Penalty: 12249.529297 Iteration 25F: 3 clusters Score -5172126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14191 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 10 contains 9710 members Mstep: Class 11 contains 12308 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20448 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47329 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38719 members Mstep: Class 21 contains 1470 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Entering Unmasked Estep Score: -101700352.000000 Penalty: 190973.375000 Splitting cluster 11 changes total score from -101695736.000000 to -101700352.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 12 (117966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117966 members Entering Unmasked Estep Score: -27772582.000000 Penalty: 7152.868164 Iteration 0F: 2 clusters Score -2.777258e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59270 members Mstep: Class 2 contains 58696 members Entering Unmasked Estep Score: -27694342.000000 Penalty: 14305.736328 Iteration 0F: 3 clusters Score -2.769434e+07 nChanged 53947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60923 members Mstep: Class 2 contains 57043 members Entering Unmasked Estep Score: -27724022.000000 Penalty: 14305.736328 Iteration 1F: 3 clusters Score -2.772402e+07 nChanged 4536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61871 members Mstep: Class 2 contains 56095 members Entering Unmasked Estep Score: -27725334.000000 Penalty: 14305.736328 Iteration 2Q: 3 clusters Score -2.772533e+07 nChanged 4076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63271 members Mstep: Class 2 contains 54695 members Entering Unmasked Estep Score: -27726524.000000 Penalty: 14305.736328 Iteration 3Q: 3 clusters Score -2.772652e+07 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65278 members Mstep: Class 2 contains 52688 members Entering Unmasked Estep Score: -27727576.000000 Penalty: 14305.736328 Iteration 4Q: 3 clusters Score -2.772758e+07 nChanged 4068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68180 members Mstep: Class 2 contains 49786 members Entering Unmasked Estep Score: -27728900.000000 Penalty: 14305.736328 Iteration 5Q: 3 clusters Score -2.77289e+07 nChanged 4574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72130 members Mstep: Class 2 contains 45836 members Entering Unmasked Estep Score: -27730534.000000 Penalty: 14305.736328 Iteration 6Q: 3 clusters Score -2.773053e+07 nChanged 5685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77573 members Mstep: Class 2 contains 40393 members Entering Unmasked Estep Score: -27733490.000000 Penalty: 14305.736328 Iteration 7Q: 3 clusters Score -2.773349e+07 nChanged 7192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84665 members Mstep: Class 2 contains 33301 members Entering Unmasked Estep Score: -27737908.000000 Penalty: 14305.736328 Iteration 8F: 3 clusters Score -2.773791e+07 nChanged 8812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93447 members Mstep: Class 2 contains 24519 members Entering Unmasked Estep Score: -27744712.000000 Penalty: 14305.736328 Iteration 9F: 3 clusters Score -2.774471e+07 nChanged 9223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102658 members Mstep: Class 2 contains 15308 members Entering Unmasked Estep Score: -27752600.000000 Penalty: 14305.736328 Iteration 10F: 3 clusters Score -2.77526e+07 nChanged 7443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110095 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -27759260.000000 Penalty: 14305.736328 Iteration 11F: 3 clusters Score -2.775926e+07 nChanged 4385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114468 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -27763298.000000 Penalty: 14305.736328 Iteration 12Q: 3 clusters Score -2.77633e+07 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116294 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -27765056.000000 Penalty: 14305.736328 Iteration 13Q: 3 clusters Score -2.776506e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116908 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -27765672.000000 Penalty: 14305.736328 Iteration 14Q: 3 clusters Score -2.776567e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117131 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -27765944.000000 Penalty: 14305.736328 Iteration 15Q: 3 clusters Score -2.776594e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117233 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -27766124.000000 Penalty: 14305.736328 Iteration 16Q: 3 clusters Score -2.776612e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117278 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -27766224.000000 Penalty: 14305.736328 Iteration 17Q: 3 clusters Score -2.776622e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117310 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -27766246.000000 Penalty: 14305.736328 Iteration 18Q: 3 clusters Score -2.776625e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117322 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -27766318.000000 Penalty: 14305.736328 Iteration 19Q: 3 clusters Score -2.776632e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117335 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -27766300.000000 Penalty: 14305.736328 Iteration 20F: 3 clusters Score -2.77663e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117336 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -27766332.000000 Penalty: 14305.736328 Iteration 21Q: 3 clusters Score -2.776633e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117334 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -27766362.000000 Penalty: 14305.736328 Iteration 22Q: 3 clusters Score -2.776636e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117332 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -27766374.000000 Penalty: 14305.736328 Iteration 23Q: 3 clusters Score -2.776637e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117335 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -27766394.000000 Penalty: 14305.736328 Iteration 24Q: 3 clusters Score -2.776639e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117335 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -27766376.000000 Penalty: 14305.736328 Iteration 25Q: 3 clusters Score -2.776638e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117334 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -27766386.000000 Penalty: 14305.736328 Iteration 26Q: 3 clusters Score -2.776639e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117332 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -27766418.000000 Penalty: 14305.736328 Iteration 27Q: 3 clusters Score -2.776642e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117332 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -27766424.000000 Penalty: 14305.736328 Iteration 28Q: 3 clusters Score -2.776642e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117336 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -27766414.000000 Penalty: 14305.736328 Iteration 29Q: 3 clusters Score -2.776641e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117338 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -27766418.000000 Penalty: 14305.736328 Iteration 30Q: 3 clusters Score -2.776642e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117339 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -27766428.000000 Penalty: 14305.736328 Iteration 31Q: 3 clusters Score -2.776643e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117342 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -27766402.000000 Penalty: 14305.736328 Iteration 32Q: 3 clusters Score -2.77664e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117343 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -27766424.000000 Penalty: 14305.736328 Iteration 33Q: 3 clusters Score -2.776642e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117346 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -27766396.000000 Penalty: 14305.736328 Iteration 34Q: 3 clusters Score -2.77664e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117350 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -27766406.000000 Penalty: 14305.736328 Iteration 35Q: 3 clusters Score -2.776641e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117352 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -27766434.000000 Penalty: 14305.736328 Iteration 36Q: 3 clusters Score -2.776643e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117353 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -27766430.000000 Penalty: 14305.736328 Iteration 37Q: 3 clusters Score -2.776643e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117354 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -27766426.000000 Penalty: 14305.736328 Iteration 38Q: 3 clusters Score -2.776643e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117355 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -27766428.000000 Penalty: 14305.736328 Iteration 39Q: 3 clusters Score -2.776643e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117354 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -27766430.000000 Penalty: 14305.736328 Iteration 40F: 3 clusters Score -2.776643e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117355 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -27766432.000000 Penalty: 14305.736328 Iteration 41Q: 3 clusters Score -2.776643e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117355 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -27766432.000000 Penalty: 14305.736328 Iteration 42F: 3 clusters Score -2.776643e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (20448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20448 members Entering Unmasked Estep Score: -4656165.500000 Penalty: 6079.454590 Iteration 0F: 2 clusters Score -4656166 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 10183 members Entering Unmasked Estep Score: -4639415.000000 Penalty: 12158.909180 Iteration 0F: 3 clusters Score -4639415 nChanged 8305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10420 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -4644383.500000 Penalty: 12158.909180 Iteration 1F: 3 clusters Score -4644384 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 9892 members Entering Unmasked Estep Score: -4645897.000000 Penalty: 12158.909180 Iteration 2F: 3 clusters Score -4645897 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10649 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -4646976.000000 Penalty: 12158.909180 Iteration 3F: 3 clusters Score -4646976 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -4647857.000000 Penalty: 12158.909180 Iteration 4F: 3 clusters Score -4647857 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -4648672.500000 Penalty: 12158.909180 Iteration 5F: 3 clusters Score -4648672 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -4649474.000000 Penalty: 12158.909180 Iteration 6Q: 3 clusters Score -4649474 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -4650172.500000 Penalty: 12158.909180 Iteration 7Q: 3 clusters Score -4650172 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -4650696.500000 Penalty: 12158.909180 Iteration 8Q: 3 clusters Score -4650696 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -4651075.000000 Penalty: 12158.909180 Iteration 9Q: 3 clusters Score -4651075 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -4651351.500000 Penalty: 12158.909180 Iteration 10Q: 3 clusters Score -4651352 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10486 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -4651638.000000 Penalty: 12158.909180 Iteration 11Q: 3 clusters Score -4651638 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -4651949.500000 Penalty: 12158.909180 Iteration 12Q: 3 clusters Score -4651950 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 10373 members Entering Unmasked Estep Score: -4652289.500000 Penalty: 12158.909180 Iteration 13Q: 3 clusters Score -4652290 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 10689 members Entering Unmasked Estep Score: -4652700.500000 Penalty: 12158.909180 Iteration 14Q: 3 clusters Score -4652700 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 11057 members Entering Unmasked Estep Score: -4653262.000000 Penalty: 12158.909180 Iteration 15Q: 3 clusters Score -4653262 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 11424 members Entering Unmasked Estep Score: -4653778.000000 Penalty: 12158.909180 Iteration 16Q: 3 clusters Score -4653778 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -4654209.000000 Penalty: 12158.909180 Iteration 17Q: 3 clusters Score -4654209 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 12033 members Entering Unmasked Estep Score: -4654539.500000 Penalty: 12158.909180 Iteration 18Q: 3 clusters Score -4654540 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8198 members Mstep: Class 2 contains 12250 members Entering Unmasked Estep Score: -4654785.000000 Penalty: 12158.909180 Iteration 19Q: 3 clusters Score -4654785 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -4654981.000000 Penalty: 12158.909180 Iteration 20F: 3 clusters Score -4654981 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 12456 members Entering Unmasked Estep Score: -4655115.000000 Penalty: 12158.909180 Iteration 21Q: 3 clusters Score -4655115 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 12499 members Entering Unmasked Estep Score: -4655200.000000 Penalty: 12158.909180 Iteration 22Q: 3 clusters Score -4655200 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -4655275.500000 Penalty: 12158.909180 Iteration 23Q: 3 clusters Score -4655276 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -4655349.000000 Penalty: 12158.909180 Iteration 24Q: 3 clusters Score -4655349 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 12600 members Entering Unmasked Estep Score: -4655405.500000 Penalty: 12158.909180 Iteration 25Q: 3 clusters Score -4655406 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -4655439.500000 Penalty: 12158.909180 Iteration 26Q: 3 clusters Score -4655440 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -4655459.000000 Penalty: 12158.909180 Iteration 27Q: 3 clusters Score -4655459 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -4655472.500000 Penalty: 12158.909180 Iteration 28Q: 3 clusters Score -4655472 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 12659 members Entering Unmasked Estep Score: -4655476.000000 Penalty: 12158.909180 Iteration 29Q: 3 clusters Score -4655476 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -4655492.500000 Penalty: 12158.909180 Iteration 30Q: 3 clusters Score -4655492 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 12672 members Entering Unmasked Estep Score: -4655499.500000 Penalty: 12158.909180 Iteration 31Q: 3 clusters Score -4655500 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -4655501.000000 Penalty: 12158.909180 Iteration 32Q: 3 clusters Score -4655501 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 12679 members Entering Unmasked Estep Score: -4655508.000000 Penalty: 12158.909180 Iteration 33Q: 3 clusters Score -4655508 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 12677 members Entering Unmasked Estep Score: -4655510.000000 Penalty: 12158.909180 Iteration 34Q: 3 clusters Score -4655510 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 12672 members Entering Unmasked Estep Score: -4655515.000000 Penalty: 12158.909180 Iteration 35Q: 3 clusters Score -4655515 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -4655534.500000 Penalty: 12158.909180 Iteration 36Q: 3 clusters Score -4655534 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 12650 members Entering Unmasked Estep Score: -4655546.500000 Penalty: 12158.909180 Iteration 37Q: 3 clusters Score -4655546 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -4655562.500000 Penalty: 12158.909180 Iteration 38Q: 3 clusters Score -4655562 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -4655571.500000 Penalty: 12158.909180 Iteration 39Q: 3 clusters Score -4655572 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Mstep: Class 2 contains 12574 members Entering Unmasked Estep Score: -4655584.500000 Penalty: 12158.909180 Iteration 40F: 3 clusters Score -4655584 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -4655614.500000 Penalty: 12158.909180 Iteration 41Q: 3 clusters Score -4655614 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -4655655.500000 Penalty: 12158.909180 Iteration 42Q: 3 clusters Score -4655656 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -4655682.500000 Penalty: 12158.909180 Iteration 43Q: 3 clusters Score -4655682 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -4655721.000000 Penalty: 12158.909180 Iteration 44Q: 3 clusters Score -4655721 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 12371 members Entering Unmasked Estep Score: -4655735.000000 Penalty: 12158.909180 Iteration 45Q: 3 clusters Score -4655735 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 12327 members Entering Unmasked Estep Score: -4655750.500000 Penalty: 12158.909180 Iteration 46Q: 3 clusters Score -4655750 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 12299 members Entering Unmasked Estep Score: -4655777.000000 Penalty: 12158.909180 Iteration 47Q: 3 clusters Score -4655777 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 12276 members Entering Unmasked Estep Score: -4655773.500000 Penalty: 12158.909180 Iteration 48Q: 3 clusters Score -4655774 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 12261 members Entering Unmasked Estep Score: -4655785.000000 Penalty: 12158.909180 Iteration 49Q: 3 clusters Score -4655785 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 12249 members Entering Unmasked Estep Score: -4655787.000000 Penalty: 12158.909180 Iteration 50Q: 3 clusters Score -4655787 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 12232 members Entering Unmasked Estep Score: -4655787.500000 Penalty: 12158.909180 Iteration 51Q: 3 clusters Score -4655788 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 12217 members Entering Unmasked Estep Score: -4655799.500000 Penalty: 12158.909180 Iteration 52Q: 3 clusters Score -4655800 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -4655810.000000 Penalty: 12158.909180 Iteration 53Q: 3 clusters Score -4655810 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -4655823.500000 Penalty: 12158.909180 Iteration 54Q: 3 clusters Score -4655824 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -4655811.500000 Penalty: 12158.909180 Iteration 55Q: 3 clusters Score -4655812 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 12163 members Entering Unmasked Estep Score: -4655802.500000 Penalty: 12158.909180 Iteration 56Q: 3 clusters Score -4655802 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -4655806.500000 Penalty: 12158.909180 Iteration 57Q: 3 clusters Score -4655806 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -4655807.500000 Penalty: 12158.909180 Iteration 58Q: 3 clusters Score -4655808 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 12152 members Entering Unmasked Estep Score: -4655806.000000 Penalty: 12158.909180 Iteration 59Q: 3 clusters Score -4655806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8298 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -4655809.500000 Penalty: 12158.909180 Iteration 60F: 3 clusters Score -4655810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -4655810.000000 Penalty: 12158.909180 Iteration 61Q: 3 clusters Score -4655810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -4655809.000000 Penalty: 12158.909180 Iteration 62Q: 3 clusters Score -4655809 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 12146 members Entering Unmasked Estep Score: -4655809.000000 Penalty: 12158.909180 Iteration 63F: 3 clusters Score -4655809 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Entering Unmasked Estep Score: -101152.828125 Penalty: 3744.630371 Iteration 0F: 2 clusters Score -101152.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -97822.179688 Penalty: 7489.260742 Iteration 0F: 3 clusters Score -97822.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -97949.882812 Penalty: 7489.260742 Iteration 1F: 3 clusters Score -97949.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -97968.164062 Penalty: 7489.260742 Iteration 2Q: 3 clusters Score -97968.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -97981.570312 Penalty: 7489.260742 Iteration 3Q: 3 clusters Score -97981.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -97981.570312 Penalty: 7489.260742 Iteration 4F: 3 clusters Score -97981.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Entering Unmasked Estep Score: -1923447.500000 Penalty: 5540.636719 Iteration 0F: 2 clusters Score -1923448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1914169.375000 Penalty: 11081.273438 Iteration 0F: 3 clusters Score -1914169 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1916013.875000 Penalty: 11081.273438 Iteration 1F: 3 clusters Score -1916014 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1916425.750000 Penalty: 11081.273438 Iteration 2F: 3 clusters Score -1916426 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1916636.625000 Penalty: 11081.273438 Iteration 3Q: 3 clusters Score -1916637 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1916773.250000 Penalty: 11081.273438 Iteration 4Q: 3 clusters Score -1916773 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1916854.750000 Penalty: 11081.273438 Iteration 5Q: 3 clusters Score -1916855 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1916918.625000 Penalty: 11081.273438 Iteration 6Q: 3 clusters Score -1916919 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1916977.875000 Penalty: 11081.273438 Iteration 7Q: 3 clusters Score -1916978 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1917021.250000 Penalty: 11081.273438 Iteration 8Q: 3 clusters Score -1917021 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1917063.000000 Penalty: 11081.273438 Iteration 9Q: 3 clusters Score -1917063 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1917103.375000 Penalty: 11081.273438 Iteration 10Q: 3 clusters Score -1917103 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -1917144.000000 Penalty: 11081.273438 Iteration 11Q: 3 clusters Score -1917144 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1917194.125000 Penalty: 11081.273438 Iteration 12Q: 3 clusters Score -1917194 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1917244.625000 Penalty: 11081.273438 Iteration 13Q: 3 clusters Score -1917245 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1917280.625000 Penalty: 11081.273438 Iteration 14Q: 3 clusters Score -1917281 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -1917316.875000 Penalty: 11081.273438 Iteration 15Q: 3 clusters Score -1917317 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1917360.125000 Penalty: 11081.273438 Iteration 16Q: 3 clusters Score -1917360 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1917394.125000 Penalty: 11081.273438 Iteration 17Q: 3 clusters Score -1917394 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -1917428.625000 Penalty: 11081.273438 Iteration 18Q: 3 clusters Score -1917429 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -1917460.375000 Penalty: 11081.273438 Iteration 19Q: 3 clusters Score -1917460 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1917494.000000 Penalty: 11081.273438 Iteration 20F: 3 clusters Score -1917494 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -1917527.875000 Penalty: 11081.273438 Iteration 21Q: 3 clusters Score -1917528 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -1917561.375000 Penalty: 11081.273438 Iteration 22Q: 3 clusters Score -1917561 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1917593.250000 Penalty: 11081.273438 Iteration 23Q: 3 clusters Score -1917593 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1917623.500000 Penalty: 11081.273438 Iteration 24Q: 3 clusters Score -1917624 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1917651.750000 Penalty: 11081.273438 Iteration 25Q: 3 clusters Score -1917652 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1917686.750000 Penalty: 11081.273438 Iteration 26Q: 3 clusters Score -1917687 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1917718.750000 Penalty: 11081.273438 Iteration 27Q: 3 clusters Score -1917719 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -1917753.000000 Penalty: 11081.273438 Iteration 28Q: 3 clusters Score -1917753 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1917776.125000 Penalty: 11081.273438 Iteration 29Q: 3 clusters Score -1917776 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -1917807.750000 Penalty: 11081.273438 Iteration 30Q: 3 clusters Score -1917808 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -1917841.750000 Penalty: 11081.273438 Iteration 31Q: 3 clusters Score -1917842 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -1917871.250000 Penalty: 11081.273438 Iteration 32Q: 3 clusters Score -1917871 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -1917894.375000 Penalty: 11081.273438 Iteration 33Q: 3 clusters Score -1917894 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1917931.375000 Penalty: 11081.273438 Iteration 34Q: 3 clusters Score -1917931 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1917953.250000 Penalty: 11081.273438 Iteration 35Q: 3 clusters Score -1917953 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -1917984.625000 Penalty: 11081.273438 Iteration 36Q: 3 clusters Score -1917985 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -1918008.875000 Penalty: 11081.273438 Iteration 37Q: 3 clusters Score -1918009 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -1918037.625000 Penalty: 11081.273438 Iteration 38Q: 3 clusters Score -1918038 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1918061.875000 Penalty: 11081.273438 Iteration 39Q: 3 clusters Score -1918062 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1918097.000000 Penalty: 11081.273438 Iteration 40F: 3 clusters Score -1918097 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1918128.500000 Penalty: 11081.273438 Iteration 41Q: 3 clusters Score -1918128 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1918169.500000 Penalty: 11081.273438 Iteration 42Q: 3 clusters Score -1918170 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1918226.250000 Penalty: 11081.273438 Iteration 43Q: 3 clusters Score -1918226 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1918276.250000 Penalty: 11081.273438 Iteration 44Q: 3 clusters Score -1918276 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -1918339.750000 Penalty: 11081.273438 Iteration 45Q: 3 clusters Score -1918340 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -1918408.125000 Penalty: 11081.273438 Iteration 46Q: 3 clusters Score -1918408 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1918470.250000 Penalty: 11081.273438 Iteration 47Q: 3 clusters Score -1918470 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1918521.000000 Penalty: 11081.273438 Iteration 48Q: 3 clusters Score -1918521 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -1918577.375000 Penalty: 11081.273438 Iteration 49Q: 3 clusters Score -1918577 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -1918622.375000 Penalty: 11081.273438 Iteration 50Q: 3 clusters Score -1918622 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -1918670.250000 Penalty: 11081.273438 Iteration 51Q: 3 clusters Score -1918670 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1918716.375000 Penalty: 11081.273438 Iteration 52Q: 3 clusters Score -1918716 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -1918746.000000 Penalty: 11081.273438 Iteration 53Q: 3 clusters Score -1918746 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -1918774.750000 Penalty: 11081.273438 Iteration 54Q: 3 clusters Score -1918775 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -1918818.750000 Penalty: 11081.273438 Iteration 55Q: 3 clusters Score -1918819 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -1918848.250000 Penalty: 11081.273438 Iteration 56Q: 3 clusters Score -1918848 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -1918884.125000 Penalty: 11081.273438 Iteration 57Q: 3 clusters Score -1918884 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1918927.750000 Penalty: 11081.273438 Iteration 58Q: 3 clusters Score -1918928 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1918969.875000 Penalty: 11081.273438 Iteration 59Q: 3 clusters Score -1918970 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -1919021.125000 Penalty: 11081.273438 Iteration 60F: 3 clusters Score -1919021 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -1919055.875000 Penalty: 11081.273438 Iteration 61Q: 3 clusters Score -1919056 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1919087.500000 Penalty: 11081.273438 Iteration 62Q: 3 clusters Score -1919088 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -1919122.500000 Penalty: 11081.273438 Iteration 63Q: 3 clusters Score -1919122 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -1919142.625000 Penalty: 11081.273438 Iteration 64Q: 3 clusters Score -1919143 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -1919155.625000 Penalty: 11081.273438 Iteration 65Q: 3 clusters Score -1919156 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -1919161.875000 Penalty: 11081.273438 Iteration 66Q: 3 clusters Score -1919162 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1919177.750000 Penalty: 11081.273438 Iteration 67Q: 3 clusters Score -1919178 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -1919192.625000 Penalty: 11081.273438 Iteration 68Q: 3 clusters Score -1919193 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -1919205.625000 Penalty: 11081.273438 Iteration 69Q: 3 clusters Score -1919206 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -1919220.375000 Penalty: 11081.273438 Iteration 70Q: 3 clusters Score -1919220 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1919223.500000 Penalty: 11081.273438 Iteration 71Q: 3 clusters Score -1919224 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -1919229.625000 Penalty: 11081.273438 Iteration 72Q: 3 clusters Score -1919230 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -1919239.750000 Penalty: 11081.273438 Iteration 73Q: 3 clusters Score -1919240 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -1919240.500000 Penalty: 11081.273438 Iteration 74Q: 3 clusters Score -1919240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -1919247.750000 Penalty: 11081.273438 Iteration 75Q: 3 clusters Score -1919248 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -1919251.375000 Penalty: 11081.273438 Iteration 76Q: 3 clusters Score -1919251 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1919254.375000 Penalty: 11081.273438 Iteration 77Q: 3 clusters Score -1919254 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1919259.500000 Penalty: 11081.273438 Iteration 78Q: 3 clusters Score -1919260 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1919268.625000 Penalty: 11081.273438 Iteration 79Q: 3 clusters Score -1919269 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -1919271.125000 Penalty: 11081.273438 Iteration 80F: 3 clusters Score -1919271 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -1919273.375000 Penalty: 11081.273438 Iteration 81Q: 3 clusters Score -1919273 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -1919274.250000 Penalty: 11081.273438 Iteration 82Q: 3 clusters Score -1919274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -1919277.500000 Penalty: 11081.273438 Iteration 83Q: 3 clusters Score -1919278 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -1919281.625000 Penalty: 11081.273438 Iteration 84Q: 3 clusters Score -1919282 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -1919281.375000 Penalty: 11081.273438 Iteration 85Q: 3 clusters Score -1919281 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -1919292.500000 Penalty: 11081.273438 Iteration 86Q: 3 clusters Score -1919292 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -1919295.125000 Penalty: 11081.273438 Iteration 87Q: 3 clusters Score -1919295 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -1919306.375000 Penalty: 11081.273438 Iteration 88Q: 3 clusters Score -1919306 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -1919308.625000 Penalty: 11081.273438 Iteration 89Q: 3 clusters Score -1919309 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -1919315.875000 Penalty: 11081.273438 Iteration 90Q: 3 clusters Score -1919316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -1919318.375000 Penalty: 11081.273438 Iteration 91Q: 3 clusters Score -1919318 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1919316.250000 Penalty: 11081.273438 Iteration 92Q: 3 clusters Score -1919316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -1919317.625000 Penalty: 11081.273438 Iteration 93Q: 3 clusters Score -1919318 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -1919319.375000 Penalty: 11081.273438 Iteration 94Q: 3 clusters Score -1919319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -1919321.250000 Penalty: 11081.273438 Iteration 95Q: 3 clusters Score -1919321 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -1919319.500000 Penalty: 11081.273438 Iteration 96Q: 3 clusters Score -1919320 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -1919319.500000 Penalty: 11081.273438 Iteration 97F: 3 clusters Score -1919320 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Entering Unmasked Estep Score: -1021987.875000 Penalty: 5137.786621 Iteration 0F: 2 clusters Score -1021988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1015360.812500 Penalty: 10275.573242 Iteration 0F: 3 clusters Score -1015361 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -1016387.937500 Penalty: 10275.573242 Iteration 1F: 3 clusters Score -1016388 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1016719.125000 Penalty: 10275.573242 Iteration 2F: 3 clusters Score -1016719 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1016926.750000 Penalty: 10275.573242 Iteration 3Q: 3 clusters Score -1016927 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1017084.687500 Penalty: 10275.573242 Iteration 4Q: 3 clusters Score -1017085 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1017219.000000 Penalty: 10275.573242 Iteration 5Q: 3 clusters Score -1017219 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1017355.000000 Penalty: 10275.573242 Iteration 6Q: 3 clusters Score -1017355 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1017458.562500 Penalty: 10275.573242 Iteration 7Q: 3 clusters Score -1017459 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1017572.250000 Penalty: 10275.573242 Iteration 8Q: 3 clusters Score -1017572 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1017660.250000 Penalty: 10275.573242 Iteration 9Q: 3 clusters Score -1017660 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1017731.750000 Penalty: 10275.573242 Iteration 10Q: 3 clusters Score -1017732 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -1017794.937500 Penalty: 10275.573242 Iteration 11Q: 3 clusters Score -1017795 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1017851.625000 Penalty: 10275.573242 Iteration 12Q: 3 clusters Score -1017852 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1017924.562500 Penalty: 10275.573242 Iteration 13Q: 3 clusters Score -1017925 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -1018000.875000 Penalty: 10275.573242 Iteration 14Q: 3 clusters Score -1018001 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1018063.687500 Penalty: 10275.573242 Iteration 15Q: 3 clusters Score -1018064 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1018117.000000 Penalty: 10275.573242 Iteration 16Q: 3 clusters Score -1018117 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1018163.312500 Penalty: 10275.573242 Iteration 17Q: 3 clusters Score -1018163 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -1018220.062500 Penalty: 10275.573242 Iteration 18Q: 3 clusters Score -1018220 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1018273.375000 Penalty: 10275.573242 Iteration 19Q: 3 clusters Score -1018273 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1018332.187500 Penalty: 10275.573242 Iteration 20F: 3 clusters Score -1018332 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1018407.875000 Penalty: 10275.573242 Iteration 21Q: 3 clusters Score -1018408 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -1018476.312500 Penalty: 10275.573242 Iteration 22Q: 3 clusters Score -1018476 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1018541.437500 Penalty: 10275.573242 Iteration 23Q: 3 clusters Score -1018541 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -1018593.187500 Penalty: 10275.573242 Iteration 24Q: 3 clusters Score -1018593 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1018652.562500 Penalty: 10275.573242 Iteration 25Q: 3 clusters Score -1018653 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1018715.187500 Penalty: 10275.573242 Iteration 26Q: 3 clusters Score -1018715 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -1018766.625000 Penalty: 10275.573242 Iteration 27Q: 3 clusters Score -1018767 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1018812.812500 Penalty: 10275.573242 Iteration 28Q: 3 clusters Score -1018813 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -1018842.125000 Penalty: 10275.573242 Iteration 29Q: 3 clusters Score -1018842 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -1018874.125000 Penalty: 10275.573242 Iteration 30Q: 3 clusters Score -1018874 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1018896.187500 Penalty: 10275.573242 Iteration 31Q: 3 clusters Score -1018896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1018904.750000 Penalty: 10275.573242 Iteration 32Q: 3 clusters Score -1018905 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1018914.125000 Penalty: 10275.573242 Iteration 33Q: 3 clusters Score -1018914 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1018917.562500 Penalty: 10275.573242 Iteration 34Q: 3 clusters Score -1018918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1018924.937500 Penalty: 10275.573242 Iteration 35Q: 3 clusters Score -1018925 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1018929.375000 Penalty: 10275.573242 Iteration 36Q: 3 clusters Score -1018929 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1018935.937500 Penalty: 10275.573242 Iteration 37Q: 3 clusters Score -1018936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1018942.125000 Penalty: 10275.573242 Iteration 38Q: 3 clusters Score -1018942 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -1018948.062500 Penalty: 10275.573242 Iteration 39Q: 3 clusters Score -1018948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1018953.625000 Penalty: 10275.573242 Iteration 40F: 3 clusters Score -1018954 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1018965.250000 Penalty: 10275.573242 Iteration 41Q: 3 clusters Score -1018965 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -1018969.875000 Penalty: 10275.573242 Iteration 42Q: 3 clusters Score -1018970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1018978.312500 Penalty: 10275.573242 Iteration 43Q: 3 clusters Score -1018978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -1018984.125000 Penalty: 10275.573242 Iteration 44Q: 3 clusters Score -1018984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -1018984.750000 Penalty: 10275.573242 Iteration 45Q: 3 clusters Score -1018985 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1018988.375000 Penalty: 10275.573242 Iteration 46Q: 3 clusters Score -1018988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1018989.000000 Penalty: 10275.573242 Iteration 47Q: 3 clusters Score -1018989 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1018989.000000 Penalty: 10275.573242 Iteration 48F: 3 clusters Score -1018989 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (47329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47329 members Entering Unmasked Estep Score: -11295961.000000 Penalty: 6593.487793 Iteration 0F: 2 clusters Score -1.129596e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23605 members Mstep: Class 2 contains 23724 members Entering Unmasked Estep Score: -11261919.000000 Penalty: 13186.975586 Iteration 0F: 3 clusters Score -1.126192e+07 nChanged 20781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23554 members Mstep: Class 2 contains 23775 members Entering Unmasked Estep Score: -11273042.000000 Penalty: 13186.975586 Iteration 1F: 3 clusters Score -1.127304e+07 nChanged 2568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23596 members Mstep: Class 2 contains 23733 members Entering Unmasked Estep Score: -11273951.000000 Penalty: 13186.975586 Iteration 2F: 3 clusters Score -1.127395e+07 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23686 members Mstep: Class 2 contains 23643 members Entering Unmasked Estep Score: -11274690.000000 Penalty: 13186.975586 Iteration 3Q: 3 clusters Score -1.127469e+07 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23791 members Mstep: Class 2 contains 23538 members Entering Unmasked Estep Score: -11275177.000000 Penalty: 13186.975586 Iteration 4Q: 3 clusters Score -1.127518e+07 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23935 members Mstep: Class 2 contains 23394 members Entering Unmasked Estep Score: -11275583.000000 Penalty: 13186.975586 Iteration 5Q: 3 clusters Score -1.127558e+07 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24102 members Mstep: Class 2 contains 23227 members Entering Unmasked Estep Score: -11275828.000000 Penalty: 13186.975586 Iteration 6Q: 3 clusters Score -1.127583e+07 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24302 members Mstep: Class 2 contains 23027 members Entering Unmasked Estep Score: -11276217.000000 Penalty: 13186.975586 Iteration 7Q: 3 clusters Score -1.127622e+07 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24547 members Mstep: Class 2 contains 22782 members Entering Unmasked Estep Score: -11276541.000000 Penalty: 13186.975586 Iteration 8Q: 3 clusters Score -1.127654e+07 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24830 members Mstep: Class 2 contains 22499 members Entering Unmasked Estep Score: -11276741.000000 Penalty: 13186.975586 Iteration 9Q: 3 clusters Score -1.127674e+07 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25190 members Mstep: Class 2 contains 22139 members Entering Unmasked Estep Score: -11276990.000000 Penalty: 13186.975586 Iteration 10Q: 3 clusters Score -1.127699e+07 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25628 members Mstep: Class 2 contains 21701 members Entering Unmasked Estep Score: -11277241.000000 Penalty: 13186.975586 Iteration 11Q: 3 clusters Score -1.127724e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26110 members Mstep: Class 2 contains 21219 members Entering Unmasked Estep Score: -11277422.000000 Penalty: 13186.975586 Iteration 12Q: 3 clusters Score -1.127742e+07 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26689 members Mstep: Class 2 contains 20640 members Entering Unmasked Estep Score: -11277706.000000 Penalty: 13186.975586 Iteration 13Q: 3 clusters Score -1.127771e+07 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27397 members Mstep: Class 2 contains 19932 members Entering Unmasked Estep Score: -11277988.000000 Penalty: 13186.975586 Iteration 14Q: 3 clusters Score -1.127799e+07 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28265 members Mstep: Class 2 contains 19064 members Entering Unmasked Estep Score: -11278371.000000 Penalty: 13186.975586 Iteration 15Q: 3 clusters Score -1.127837e+07 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29334 members Mstep: Class 2 contains 17995 members Entering Unmasked Estep Score: -11278893.000000 Penalty: 13186.975586 Iteration 16Q: 3 clusters Score -1.127889e+07 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30586 members Mstep: Class 2 contains 16743 members Entering Unmasked Estep Score: -11279470.000000 Penalty: 13186.975586 Iteration 17Q: 3 clusters Score -1.127947e+07 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32120 members Mstep: Class 2 contains 15209 members Entering Unmasked Estep Score: -11280296.000000 Penalty: 13186.975586 Iteration 18Q: 3 clusters Score -1.12803e+07 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33969 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -11281392.000000 Penalty: 13186.975586 Iteration 19Q: 3 clusters Score -1.128139e+07 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36006 members Mstep: Class 2 contains 11323 members Entering Unmasked Estep Score: -11282611.000000 Penalty: 13186.975586 Iteration 20F: 3 clusters Score -1.128261e+07 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38094 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -11284103.000000 Penalty: 13186.975586 Iteration 21Q: 3 clusters Score -1.12841e+07 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40102 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -11285508.000000 Penalty: 13186.975586 Iteration 22Q: 3 clusters Score -1.128551e+07 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41869 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -11286798.000000 Penalty: 13186.975586 Iteration 23Q: 3 clusters Score -1.12868e+07 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43317 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -11287962.000000 Penalty: 13186.975586 Iteration 24Q: 3 clusters Score -1.128796e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44369 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -11288742.000000 Penalty: 13186.975586 Iteration 25Q: 3 clusters Score -1.128874e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45051 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -11289199.000000 Penalty: 13186.975586 Iteration 26Q: 3 clusters Score -1.12892e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45470 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -11289518.000000 Penalty: 13186.975586 Iteration 27Q: 3 clusters Score -1.128952e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45713 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -11289702.000000 Penalty: 13186.975586 Iteration 28Q: 3 clusters Score -1.12897e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45863 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -11289826.000000 Penalty: 13186.975586 Iteration 29Q: 3 clusters Score -1.128983e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45974 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -11289911.000000 Penalty: 13186.975586 Iteration 30Q: 3 clusters Score -1.128991e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46037 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -11289954.000000 Penalty: 13186.975586 Iteration 31Q: 3 clusters Score -1.128995e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46076 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -11290015.000000 Penalty: 13186.975586 Iteration 32Q: 3 clusters Score -1.129002e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46115 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -11290052.000000 Penalty: 13186.975586 Iteration 33Q: 3 clusters Score -1.129005e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46144 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -11290071.000000 Penalty: 13186.975586 Iteration 34Q: 3 clusters Score -1.129007e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46178 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -11290102.000000 Penalty: 13186.975586 Iteration 35Q: 3 clusters Score -1.12901e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46198 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -11290120.000000 Penalty: 13186.975586 Iteration 36Q: 3 clusters Score -1.129012e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46222 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -11290173.000000 Penalty: 13186.975586 Iteration 37Q: 3 clusters Score -1.129017e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46242 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -11290177.000000 Penalty: 13186.975586 Iteration 38Q: 3 clusters Score -1.129018e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46267 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -11290180.000000 Penalty: 13186.975586 Iteration 39Q: 3 clusters Score -1.129018e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46292 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -11290191.000000 Penalty: 13186.975586 Iteration 40F: 3 clusters Score -1.129019e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46310 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -11290213.000000 Penalty: 13186.975586 Iteration 41Q: 3 clusters Score -1.129021e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46329 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -11290224.000000 Penalty: 13186.975586 Iteration 42Q: 3 clusters Score -1.129022e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46341 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -11290232.000000 Penalty: 13186.975586 Iteration 43Q: 3 clusters Score -1.129023e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46347 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -11290234.000000 Penalty: 13186.975586 Iteration 44Q: 3 clusters Score -1.129023e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46356 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -11290234.000000 Penalty: 13186.975586 Iteration 45Q: 3 clusters Score -1.129023e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46361 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -11290236.000000 Penalty: 13186.975586 Iteration 46Q: 3 clusters Score -1.129024e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46365 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -11290241.000000 Penalty: 13186.975586 Iteration 47Q: 3 clusters Score -1.129024e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46371 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -11290253.000000 Penalty: 13186.975586 Iteration 48Q: 3 clusters Score -1.129025e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46374 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -11290251.000000 Penalty: 13186.975586 Iteration 49Q: 3 clusters Score -1.129025e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46377 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -11290272.000000 Penalty: 13186.975586 Iteration 50Q: 3 clusters Score -1.129027e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46380 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -11290276.000000 Penalty: 13186.975586 Iteration 51Q: 3 clusters Score -1.129028e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46382 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -11290278.000000 Penalty: 13186.975586 Iteration 52Q: 3 clusters Score -1.129028e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46383 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -11290279.000000 Penalty: 13186.975586 Iteration 53Q: 3 clusters Score -1.129028e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46383 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -11290279.000000 Penalty: 13186.975586 Iteration 54F: 3 clusters Score -1.129028e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (19902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19902 members Entering Unmasked Estep Score: -4618559.500000 Penalty: 6062.877441 Iteration 0F: 2 clusters Score -4618560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 10001 members Entering Unmasked Estep Score: -4602110.000000 Penalty: 12125.754883 Iteration 0F: 3 clusters Score -4602110 nChanged 8135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -4606676.000000 Penalty: 12125.754883 Iteration 1F: 3 clusters Score -4606676 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -4608260.000000 Penalty: 12125.754883 Iteration 2F: 3 clusters Score -4608260 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -4610361.000000 Penalty: 12125.754883 Iteration 3F: 3 clusters Score -4610361 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 12828 members Entering Unmasked Estep Score: -4612606.500000 Penalty: 12125.754883 Iteration 4F: 3 clusters Score -4612606 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 13992 members Entering Unmasked Estep Score: -4614349.500000 Penalty: 12125.754883 Iteration 5F: 3 clusters Score -4614350 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 15006 members Entering Unmasked Estep Score: -4615560.000000 Penalty: 12125.754883 Iteration 6F: 3 clusters Score -4615560 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 15788 members Entering Unmasked Estep Score: -4616381.000000 Penalty: 12125.754883 Iteration 7Q: 3 clusters Score -4616381 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 16367 members Entering Unmasked Estep Score: -4616874.500000 Penalty: 12125.754883 Iteration 8Q: 3 clusters Score -4616874 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -4617146.500000 Penalty: 12125.754883 Iteration 9Q: 3 clusters Score -4617146 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 17033 members Entering Unmasked Estep Score: -4617310.500000 Penalty: 12125.754883 Iteration 10Q: 3 clusters Score -4617310 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -4617443.000000 Penalty: 12125.754883 Iteration 11Q: 3 clusters Score -4617443 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 17405 members Entering Unmasked Estep Score: -4617518.000000 Penalty: 12125.754883 Iteration 12Q: 3 clusters Score -4617518 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 17524 members Entering Unmasked Estep Score: -4617572.500000 Penalty: 12125.754883 Iteration 13Q: 3 clusters Score -4617572 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 17624 members Entering Unmasked Estep Score: -4617625.500000 Penalty: 12125.754883 Iteration 14Q: 3 clusters Score -4617626 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 17689 members Entering Unmasked Estep Score: -4617647.000000 Penalty: 12125.754883 Iteration 15Q: 3 clusters Score -4617647 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 17751 members Entering Unmasked Estep Score: -4617676.000000 Penalty: 12125.754883 Iteration 16Q: 3 clusters Score -4617676 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 17786 members Entering Unmasked Estep Score: -4617698.500000 Penalty: 12125.754883 Iteration 17Q: 3 clusters Score -4617698 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 17815 members Entering Unmasked Estep Score: -4617714.000000 Penalty: 12125.754883 Iteration 18Q: 3 clusters Score -4617714 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 17832 members Entering Unmasked Estep Score: -4617710.500000 Penalty: 12125.754883 Iteration 19Q: 3 clusters Score -4617710 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 17843 members Entering Unmasked Estep Score: -4617709.500000 Penalty: 12125.754883 Iteration 20F: 3 clusters Score -4617710 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 17856 members Entering Unmasked Estep Score: -4617713.000000 Penalty: 12125.754883 Iteration 21Q: 3 clusters Score -4617713 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 17868 members Entering Unmasked Estep Score: -4617724.000000 Penalty: 12125.754883 Iteration 22Q: 3 clusters Score -4617724 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 17875 members Entering Unmasked Estep Score: -4617722.500000 Penalty: 12125.754883 Iteration 23Q: 3 clusters Score -4617722 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 17878 members Entering Unmasked Estep Score: -4617724.000000 Penalty: 12125.754883 Iteration 24Q: 3 clusters Score -4617724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 17881 members Entering Unmasked Estep Score: -4617726.000000 Penalty: 12125.754883 Iteration 25Q: 3 clusters Score -4617726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 17885 members Entering Unmasked Estep Score: -4617735.500000 Penalty: 12125.754883 Iteration 26Q: 3 clusters Score -4617736 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 17892 members Entering Unmasked Estep Score: -4617746.500000 Penalty: 12125.754883 Iteration 27Q: 3 clusters Score -4617746 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -4617753.500000 Penalty: 12125.754883 Iteration 28Q: 3 clusters Score -4617754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 17901 members Entering Unmasked Estep Score: -4617749.500000 Penalty: 12125.754883 Iteration 29Q: 3 clusters Score -4617750 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 17906 members Entering Unmasked Estep Score: -4617754.500000 Penalty: 12125.754883 Iteration 30Q: 3 clusters Score -4617754 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 17910 members Entering Unmasked Estep Score: -4617757.500000 Penalty: 12125.754883 Iteration 31Q: 3 clusters Score -4617758 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 17913 members Entering Unmasked Estep Score: -4617745.000000 Penalty: 12125.754883 Iteration 32Q: 3 clusters Score -4617745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 17915 members Entering Unmasked Estep Score: -4617755.500000 Penalty: 12125.754883 Iteration 33Q: 3 clusters Score -4617756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 17916 members Entering Unmasked Estep Score: -4617752.500000 Penalty: 12125.754883 Iteration 34Q: 3 clusters Score -4617752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -4617759.000000 Penalty: 12125.754883 Iteration 35Q: 3 clusters Score -4617759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -4617759.000000 Penalty: 12125.754883 Iteration 36F: 3 clusters Score -4617759 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -324707.125000 Penalty: 4453.492676 Iteration 0F: 2 clusters Score -324707.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -320306.343750 Penalty: 8906.985352 Iteration 0F: 3 clusters Score -320306.3 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -320878.968750 Penalty: 8906.985352 Iteration 1F: 3 clusters Score -320879 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -321103.093750 Penalty: 8906.985352 Iteration 2F: 3 clusters Score -321103.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -321346.437500 Penalty: 8906.985352 Iteration 3Q: 3 clusters Score -321346.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -321805.562500 Penalty: 8906.985352 Iteration 4Q: 3 clusters Score -321805.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -322151.656250 Penalty: 8906.985352 Iteration 5Q: 3 clusters Score -322151.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -322349.375000 Penalty: 8906.985352 Iteration 6Q: 3 clusters Score -322349.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -322443.437500 Penalty: 8906.985352 Iteration 7Q: 3 clusters Score -322443.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -322546.468750 Penalty: 8906.985352 Iteration 8Q: 3 clusters Score -322546.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -322612.062500 Penalty: 8906.985352 Iteration 9Q: 3 clusters Score -322612.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -322656.093750 Penalty: 8906.985352 Iteration 10Q: 3 clusters Score -322656.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -322680.125000 Penalty: 8906.985352 Iteration 11Q: 3 clusters Score -322680.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -322694.812500 Penalty: 8906.985352 Iteration 12Q: 3 clusters Score -322694.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -322705.031250 Penalty: 8906.985352 Iteration 13Q: 3 clusters Score -322705 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -322712.937500 Penalty: 8906.985352 Iteration 14Q: 3 clusters Score -322712.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -322725.343750 Penalty: 8906.985352 Iteration 15Q: 3 clusters Score -322725.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -322737.968750 Penalty: 8906.985352 Iteration 16Q: 3 clusters Score -322738 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -322749.843750 Penalty: 8906.985352 Iteration 17Q: 3 clusters Score -322749.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -322751.250000 Penalty: 8906.985352 Iteration 18Q: 3 clusters Score -322751.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -322751.250000 Penalty: 8906.985352 Iteration 19F: 3 clusters Score -322751.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (38719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38719 members Entering Unmasked Estep Score: -9202675.000000 Penalty: 6470.502441 Iteration 0F: 2 clusters Score -9202675 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19362 members Mstep: Class 2 contains 19357 members Entering Unmasked Estep Score: -9174550.000000 Penalty: 12941.004883 Iteration 0F: 3 clusters Score -9174550 nChanged 16568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19308 members Mstep: Class 2 contains 19411 members Entering Unmasked Estep Score: -9183123.000000 Penalty: 12941.004883 Iteration 1F: 3 clusters Score -9183123 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19332 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -9183967.000000 Penalty: 12941.004883 Iteration 2F: 3 clusters Score -9183967 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19306 members Mstep: Class 2 contains 19413 members Entering Unmasked Estep Score: -9184534.000000 Penalty: 12941.004883 Iteration 3Q: 3 clusters Score -9184534 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19318 members Mstep: Class 2 contains 19401 members Entering Unmasked Estep Score: -9185052.000000 Penalty: 12941.004883 Iteration 4Q: 3 clusters Score -9185052 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19348 members Mstep: Class 2 contains 19371 members Entering Unmasked Estep Score: -9185484.000000 Penalty: 12941.004883 Iteration 5Q: 3 clusters Score -9185484 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19426 members Mstep: Class 2 contains 19293 members Entering Unmasked Estep Score: -9185899.000000 Penalty: 12941.004883 Iteration 6Q: 3 clusters Score -9185899 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19543 members Mstep: Class 2 contains 19176 members Entering Unmasked Estep Score: -9186346.000000 Penalty: 12941.004883 Iteration 7Q: 3 clusters Score -9186346 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19734 members Mstep: Class 2 contains 18985 members Entering Unmasked Estep Score: -9186735.000000 Penalty: 12941.004883 Iteration 8Q: 3 clusters Score -9186735 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20085 members Mstep: Class 2 contains 18634 members Entering Unmasked Estep Score: -9187165.000000 Penalty: 12941.004883 Iteration 9Q: 3 clusters Score -9187165 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20498 members Mstep: Class 2 contains 18221 members Entering Unmasked Estep Score: -9187641.000000 Penalty: 12941.004883 Iteration 10Q: 3 clusters Score -9187641 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21048 members Mstep: Class 2 contains 17671 members Entering Unmasked Estep Score: -9188115.000000 Penalty: 12941.004883 Iteration 11Q: 3 clusters Score -9188115 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21671 members Mstep: Class 2 contains 17048 members Entering Unmasked Estep Score: -9188624.000000 Penalty: 12941.004883 Iteration 12Q: 3 clusters Score -9188624 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22413 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -9189199.000000 Penalty: 12941.004883 Iteration 13Q: 3 clusters Score -9189199 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23279 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -9189795.000000 Penalty: 12941.004883 Iteration 14Q: 3 clusters Score -9189795 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24200 members Mstep: Class 2 contains 14519 members Entering Unmasked Estep Score: -9190327.000000 Penalty: 12941.004883 Iteration 15Q: 3 clusters Score -9190327 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25217 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -9190923.000000 Penalty: 12941.004883 Iteration 16Q: 3 clusters Score -9190923 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26213 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -9191487.000000 Penalty: 12941.004883 Iteration 17Q: 3 clusters Score -9191487 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27178 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -9191962.000000 Penalty: 12941.004883 Iteration 18Q: 3 clusters Score -9191962 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28054 members Mstep: Class 2 contains 10665 members Entering Unmasked Estep Score: -9192355.000000 Penalty: 12941.004883 Iteration 19Q: 3 clusters Score -9192355 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28905 members Mstep: Class 2 contains 9814 members Entering Unmasked Estep Score: -9192735.000000 Penalty: 12941.004883 Iteration 20F: 3 clusters Score -9192735 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29769 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -9193143.000000 Penalty: 12941.004883 Iteration 21Q: 3 clusters Score -9193143 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30648 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -9193622.000000 Penalty: 12941.004883 Iteration 22Q: 3 clusters Score -9193622 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31485 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -9194040.000000 Penalty: 12941.004883 Iteration 23Q: 3 clusters Score -9194040 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32251 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -9194456.000000 Penalty: 12941.004883 Iteration 24Q: 3 clusters Score -9194456 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32934 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -9194864.000000 Penalty: 12941.004883 Iteration 25Q: 3 clusters Score -9194864 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33525 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -9195203.000000 Penalty: 12941.004883 Iteration 26Q: 3 clusters Score -9195203 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34037 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -9195510.000000 Penalty: 12941.004883 Iteration 27Q: 3 clusters Score -9195510 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34469 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -9195799.000000 Penalty: 12941.004883 Iteration 28Q: 3 clusters Score -9195799 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34832 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -9196108.000000 Penalty: 12941.004883 Iteration 29Q: 3 clusters Score -9196108 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35137 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -9196310.000000 Penalty: 12941.004883 Iteration 30Q: 3 clusters Score -9196310 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35393 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -9196479.000000 Penalty: 12941.004883 Iteration 31Q: 3 clusters Score -9196479 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35611 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -9196582.000000 Penalty: 12941.004883 Iteration 32Q: 3 clusters Score -9196582 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35764 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -9196685.000000 Penalty: 12941.004883 Iteration 33Q: 3 clusters Score -9196685 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35908 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -9196774.000000 Penalty: 12941.004883 Iteration 34Q: 3 clusters Score -9196774 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36053 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -9196843.000000 Penalty: 12941.004883 Iteration 35Q: 3 clusters Score -9196843 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36151 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -9196895.000000 Penalty: 12941.004883 Iteration 36Q: 3 clusters Score -9196895 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36229 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -9196924.000000 Penalty: 12941.004883 Iteration 37Q: 3 clusters Score -9196924 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36295 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -9196963.000000 Penalty: 12941.004883 Iteration 38Q: 3 clusters Score -9196963 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36358 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -9197012.000000 Penalty: 12941.004883 Iteration 39Q: 3 clusters Score -9197012 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36406 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -9197036.000000 Penalty: 12941.004883 Iteration 40F: 3 clusters Score -9197036 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36454 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -9197067.000000 Penalty: 12941.004883 Iteration 41Q: 3 clusters Score -9197067 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36490 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -9197079.000000 Penalty: 12941.004883 Iteration 42Q: 3 clusters Score -9197079 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36531 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -9197110.000000 Penalty: 12941.004883 Iteration 43Q: 3 clusters Score -9197110 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36566 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -9197115.000000 Penalty: 12941.004883 Iteration 44Q: 3 clusters Score -9197115 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36603 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -9197123.000000 Penalty: 12941.004883 Iteration 45Q: 3 clusters Score -9197123 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36632 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -9197143.000000 Penalty: 12941.004883 Iteration 46Q: 3 clusters Score -9197143 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36662 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -9197164.000000 Penalty: 12941.004883 Iteration 47Q: 3 clusters Score -9197164 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36696 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -9197178.000000 Penalty: 12941.004883 Iteration 48Q: 3 clusters Score -9197178 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36724 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -9197189.000000 Penalty: 12941.004883 Iteration 49Q: 3 clusters Score -9197189 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36759 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -9197226.000000 Penalty: 12941.004883 Iteration 50Q: 3 clusters Score -9197226 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36781 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -9197250.000000 Penalty: 12941.004883 Iteration 51Q: 3 clusters Score -9197250 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36803 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -9197252.000000 Penalty: 12941.004883 Iteration 52Q: 3 clusters Score -9197252 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36814 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -9197269.000000 Penalty: 12941.004883 Iteration 53Q: 3 clusters Score -9197269 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36827 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -9197267.000000 Penalty: 12941.004883 Iteration 54Q: 3 clusters Score -9197267 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36836 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -9197272.000000 Penalty: 12941.004883 Iteration 55Q: 3 clusters Score -9197272 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36843 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -9197261.000000 Penalty: 12941.004883 Iteration 56Q: 3 clusters Score -9197261 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36847 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -9197266.000000 Penalty: 12941.004883 Iteration 57Q: 3 clusters Score -9197266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36852 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -9197272.000000 Penalty: 12941.004883 Iteration 58Q: 3 clusters Score -9197272 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36858 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -9197270.000000 Penalty: 12941.004883 Iteration 59Q: 3 clusters Score -9197270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36861 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -9197274.000000 Penalty: 12941.004883 Iteration 60F: 3 clusters Score -9197274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36865 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -9197264.000000 Penalty: 12941.004883 Iteration 61Q: 3 clusters Score -9197264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36869 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -9197269.000000 Penalty: 12941.004883 Iteration 62Q: 3 clusters Score -9197269 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36873 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -9197272.000000 Penalty: 12941.004883 Iteration 63Q: 3 clusters Score -9197272 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36877 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -9197276.000000 Penalty: 12941.004883 Iteration 64Q: 3 clusters Score -9197276 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36884 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -9197278.000000 Penalty: 12941.004883 Iteration 65Q: 3 clusters Score -9197278 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36892 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -9197286.000000 Penalty: 12941.004883 Iteration 66Q: 3 clusters Score -9197286 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36901 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -9197264.000000 Penalty: 12941.004883 Iteration 67Q: 3 clusters Score -9197264 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36908 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -9197275.000000 Penalty: 12941.004883 Iteration 68Q: 3 clusters Score -9197275 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36913 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -9197290.000000 Penalty: 12941.004883 Iteration 69Q: 3 clusters Score -9197290 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36914 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -9197289.000000 Penalty: 12941.004883 Iteration 70Q: 3 clusters Score -9197289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36919 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -9197281.000000 Penalty: 12941.004883 Iteration 71Q: 3 clusters Score -9197281 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36922 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -9197286.000000 Penalty: 12941.004883 Iteration 72Q: 3 clusters Score -9197286 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36927 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -9197297.000000 Penalty: 12941.004883 Iteration 73Q: 3 clusters Score -9197297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36931 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -9197302.000000 Penalty: 12941.004883 Iteration 74Q: 3 clusters Score -9197302 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36936 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -9197287.000000 Penalty: 12941.004883 Iteration 75Q: 3 clusters Score -9197287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36941 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -9197292.000000 Penalty: 12941.004883 Iteration 76Q: 3 clusters Score -9197292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36946 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -9197292.000000 Penalty: 12941.004883 Iteration 77Q: 3 clusters Score -9197292 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36949 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -9197303.000000 Penalty: 12941.004883 Iteration 78Q: 3 clusters Score -9197303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36954 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -9197306.000000 Penalty: 12941.004883 Iteration 79Q: 3 clusters Score -9197306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36956 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -9197310.000000 Penalty: 12941.004883 Iteration 80F: 3 clusters Score -9197310 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36959 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -9197300.000000 Penalty: 12941.004883 Iteration 81Q: 3 clusters Score -9197300 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36962 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -9197305.000000 Penalty: 12941.004883 Iteration 82Q: 3 clusters Score -9197305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36967 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -9197308.000000 Penalty: 12941.004883 Iteration 83Q: 3 clusters Score -9197308 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36977 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -9197311.000000 Penalty: 12941.004883 Iteration 84Q: 3 clusters Score -9197311 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36985 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -9197319.000000 Penalty: 12941.004883 Iteration 85Q: 3 clusters Score -9197319 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36988 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -9197321.000000 Penalty: 12941.004883 Iteration 86Q: 3 clusters Score -9197321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36990 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -9197325.000000 Penalty: 12941.004883 Iteration 87Q: 3 clusters Score -9197325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36992 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -9197329.000000 Penalty: 12941.004883 Iteration 88Q: 3 clusters Score -9197329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36995 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -9197321.000000 Penalty: 12941.004883 Iteration 89Q: 3 clusters Score -9197321 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36996 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -9197324.000000 Penalty: 12941.004883 Iteration 90Q: 3 clusters Score -9197324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36998 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -9197333.000000 Penalty: 12941.004883 Iteration 91Q: 3 clusters Score -9197333 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36999 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -9197327.000000 Penalty: 12941.004883 Iteration 92Q: 3 clusters Score -9197327 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37002 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -9197337.000000 Penalty: 12941.004883 Iteration 93Q: 3 clusters Score -9197337 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37008 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -9197336.000000 Penalty: 12941.004883 Iteration 94Q: 3 clusters Score -9197336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37009 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -9197337.000000 Penalty: 12941.004883 Iteration 95Q: 3 clusters Score -9197337 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37015 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -9197335.000000 Penalty: 12941.004883 Iteration 96Q: 3 clusters Score -9197335 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37022 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -9197350.000000 Penalty: 12941.004883 Iteration 97Q: 3 clusters Score -9197350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37025 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -9197352.000000 Penalty: 12941.004883 Iteration 98Q: 3 clusters Score -9197352 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37025 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -9197360.000000 Penalty: 12941.004883 Iteration 99Q: 3 clusters Score -9197360 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37026 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -9197350.000000 Penalty: 12941.004883 Iteration 100F: 3 clusters Score -9197350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37029 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -9197358.000000 Penalty: 12941.004883 Iteration 101Q: 3 clusters Score -9197358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37032 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -9197345.000000 Penalty: 12941.004883 Iteration 102Q: 3 clusters Score -9197345 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37034 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -9197349.000000 Penalty: 12941.004883 Iteration 103Q: 3 clusters Score -9197349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37035 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -9197352.000000 Penalty: 12941.004883 Iteration 104Q: 3 clusters Score -9197352 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37037 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -9197349.000000 Penalty: 12941.004883 Iteration 105Q: 3 clusters Score -9197349 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37037 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -9197352.000000 Penalty: 12941.004883 Iteration 106Q: 3 clusters Score -9197352 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37038 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -9197345.000000 Penalty: 12941.004883 Iteration 107Q: 3 clusters Score -9197345 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37038 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -9197345.000000 Penalty: 12941.004883 Iteration 108F: 3 clusters Score -9197345 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Entering Unmasked Estep Score: -299018.718750 Penalty: 4466.973633 Iteration 0F: 2 clusters Score -299018.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -294649.625000 Penalty: 8933.947266 Iteration 0F: 3 clusters Score -294649.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -295366.031250 Penalty: 8933.947266 Iteration 1F: 3 clusters Score -295366 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -295707.156250 Penalty: 8933.947266 Iteration 2F: 3 clusters Score -295707.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -296114.312500 Penalty: 8933.947266 Iteration 3F: 3 clusters Score -296114.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -296761.187500 Penalty: 8933.947266 Iteration 4F: 3 clusters Score -296761.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -297864.531250 Penalty: 8933.947266 Iteration 5F: 3 clusters Score -297864.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -298855.468750 Penalty: 8933.947266 Iteration 6F: 3 clusters Score -298855.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -299825.281250 Penalty: 8933.947266 Iteration 7F: 3 clusters Score -299825.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -300657.593750 Penalty: 8933.947266 Iteration 8F: 3 clusters Score -300657.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -301185.156250 Penalty: 8933.947266 Iteration 9Q: 3 clusters Score -301185.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -301657.812500 Penalty: 8933.947266 Iteration 10Q: 3 clusters Score -301657.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -302145.500000 Penalty: 8933.947266 Iteration 11Q: 3 clusters Score -302145.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -302422.343750 Penalty: 8933.947266 Iteration 12Q: 3 clusters Score -302422.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -302555.000000 Penalty: 8933.947266 Iteration 13Q: 3 clusters Score -302555 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -302663.156250 Penalty: 8933.947266 Iteration 14Q: 3 clusters Score -302663.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -302762.343750 Penalty: 8933.947266 Iteration 15Q: 3 clusters Score -302762.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -302768.281250 Penalty: 8933.947266 Iteration 16F: 3 clusters Score -302768.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -302824.031250 Penalty: 8933.947266 Iteration 17Q: 3 clusters Score -302824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -302836.531250 Penalty: 8933.947266 Iteration 18Q: 3 clusters Score -302836.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -302846.843750 Penalty: 8933.947266 Iteration 19F: 3 clusters Score -302846.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -302857.937500 Penalty: 8933.947266 Iteration 20F: 3 clusters Score -302857.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14191 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 10 contains 9710 members Mstep: Class 11 contains 12308 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20448 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47329 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38719 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 1153 members Mstep: Class 25 contains 942 members Entering Unmasked Estep Score: -101700696.000000 Penalty: 198930.609375 Splitting cluster 21 changes total score from -101695736.000000 to -101700696.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 22 (22949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22949 members Entering Unmasked Estep Score: -5436361.000000 Penalty: 6150.130859 Iteration 0F: 2 clusters Score -5436361 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11442 members Mstep: Class 2 contains 11507 members Entering Unmasked Estep Score: -5418056.000000 Penalty: 12300.261719 Iteration 0F: 3 clusters Score -5418056 nChanged 9444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11340 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -5422934.000000 Penalty: 12300.261719 Iteration 1F: 3 clusters Score -5422934 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -5423534.500000 Penalty: 12300.261719 Iteration 2F: 3 clusters Score -5423534 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 11837 members Entering Unmasked Estep Score: -5423945.000000 Penalty: 12300.261719 Iteration 3Q: 3 clusters Score -5423945 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -5424252.500000 Penalty: 12300.261719 Iteration 4Q: 3 clusters Score -5424252 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -5424500.500000 Penalty: 12300.261719 Iteration 5Q: 3 clusters Score -5424500 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -5424683.000000 Penalty: 12300.261719 Iteration 6Q: 3 clusters Score -5424683 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10513 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -5424883.000000 Penalty: 12300.261719 Iteration 7Q: 3 clusters Score -5424883 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -5424989.500000 Penalty: 12300.261719 Iteration 8Q: 3 clusters Score -5424990 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 12836 members Entering Unmasked Estep Score: -5425125.500000 Penalty: 12300.261719 Iteration 9Q: 3 clusters Score -5425126 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -5425278.500000 Penalty: 12300.261719 Iteration 10Q: 3 clusters Score -5425278 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 13269 members Entering Unmasked Estep Score: -5425415.000000 Penalty: 12300.261719 Iteration 11Q: 3 clusters Score -5425415 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -5425560.500000 Penalty: 12300.261719 Iteration 12Q: 3 clusters Score -5425560 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -5425722.000000 Penalty: 12300.261719 Iteration 13Q: 3 clusters Score -5425722 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -5425919.000000 Penalty: 12300.261719 Iteration 14Q: 3 clusters Score -5425919 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 14640 members Entering Unmasked Estep Score: -5426099.500000 Penalty: 12300.261719 Iteration 15Q: 3 clusters Score -5426100 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 15111 members Entering Unmasked Estep Score: -5426370.000000 Penalty: 12300.261719 Iteration 16Q: 3 clusters Score -5426370 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 15655 members Entering Unmasked Estep Score: -5426688.000000 Penalty: 12300.261719 Iteration 17Q: 3 clusters Score -5426688 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 16268 members Entering Unmasked Estep Score: -5427098.500000 Penalty: 12300.261719 Iteration 18Q: 3 clusters Score -5427098 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 16914 members Entering Unmasked Estep Score: -5427537.000000 Penalty: 12300.261719 Iteration 19Q: 3 clusters Score -5427537 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 17583 members Entering Unmasked Estep Score: -5428024.500000 Penalty: 12300.261719 Iteration 20F: 3 clusters Score -5428024 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 18226 members Entering Unmasked Estep Score: -5428534.000000 Penalty: 12300.261719 Iteration 21Q: 3 clusters Score -5428534 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 18826 members Entering Unmasked Estep Score: -5429020.000000 Penalty: 12300.261719 Iteration 22Q: 3 clusters Score -5429020 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 19373 members Entering Unmasked Estep Score: -5429468.500000 Penalty: 12300.261719 Iteration 23Q: 3 clusters Score -5429468 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 19816 members Entering Unmasked Estep Score: -5429801.500000 Penalty: 12300.261719 Iteration 24Q: 3 clusters Score -5429802 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 20205 members Entering Unmasked Estep Score: -5430110.000000 Penalty: 12300.261719 Iteration 25Q: 3 clusters Score -5430110 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 20491 members Entering Unmasked Estep Score: -5430311.000000 Penalty: 12300.261719 Iteration 26Q: 3 clusters Score -5430311 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 20692 members Entering Unmasked Estep Score: -5430461.500000 Penalty: 12300.261719 Iteration 27Q: 3 clusters Score -5430462 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 20860 members Entering Unmasked Estep Score: -5430601.000000 Penalty: 12300.261719 Iteration 28Q: 3 clusters Score -5430601 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 20986 members Entering Unmasked Estep Score: -5430730.000000 Penalty: 12300.261719 Iteration 29Q: 3 clusters Score -5430730 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 21109 members Entering Unmasked Estep Score: -5430867.500000 Penalty: 12300.261719 Iteration 30Q: 3 clusters Score -5430868 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 21213 members Entering Unmasked Estep Score: -5430964.500000 Penalty: 12300.261719 Iteration 31Q: 3 clusters Score -5430964 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 21270 members Entering Unmasked Estep Score: -5431024.000000 Penalty: 12300.261719 Iteration 32Q: 3 clusters Score -5431024 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 21307 members Entering Unmasked Estep Score: -5431056.000000 Penalty: 12300.261719 Iteration 33Q: 3 clusters Score -5431056 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 21343 members Entering Unmasked Estep Score: -5431096.000000 Penalty: 12300.261719 Iteration 34Q: 3 clusters Score -5431096 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 21368 members Entering Unmasked Estep Score: -5431123.500000 Penalty: 12300.261719 Iteration 35Q: 3 clusters Score -5431124 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 21386 members Entering Unmasked Estep Score: -5431150.500000 Penalty: 12300.261719 Iteration 36Q: 3 clusters Score -5431150 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 21404 members Entering Unmasked Estep Score: -5431176.000000 Penalty: 12300.261719 Iteration 37Q: 3 clusters Score -5431176 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 21417 members Entering Unmasked Estep Score: -5431201.000000 Penalty: 12300.261719 Iteration 38Q: 3 clusters Score -5431201 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 21426 members Entering Unmasked Estep Score: -5431210.000000 Penalty: 12300.261719 Iteration 39Q: 3 clusters Score -5431210 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 21441 members Entering Unmasked Estep Score: -5431233.500000 Penalty: 12300.261719 Iteration 40F: 3 clusters Score -5431234 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 21455 members Entering Unmasked Estep Score: -5431250.000000 Penalty: 12300.261719 Iteration 41Q: 3 clusters Score -5431250 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 21473 members Entering Unmasked Estep Score: -5431262.500000 Penalty: 12300.261719 Iteration 42Q: 3 clusters Score -5431262 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 21487 members Entering Unmasked Estep Score: -5431278.500000 Penalty: 12300.261719 Iteration 43Q: 3 clusters Score -5431278 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 21504 members Entering Unmasked Estep Score: -5431294.000000 Penalty: 12300.261719 Iteration 44Q: 3 clusters Score -5431294 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 21520 members Entering Unmasked Estep Score: -5431312.500000 Penalty: 12300.261719 Iteration 45Q: 3 clusters Score -5431312 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 21534 members Entering Unmasked Estep Score: -5431319.000000 Penalty: 12300.261719 Iteration 46Q: 3 clusters Score -5431319 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 21550 members Entering Unmasked Estep Score: -5431336.500000 Penalty: 12300.261719 Iteration 47Q: 3 clusters Score -5431336 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 21559 members Entering Unmasked Estep Score: -5431345.000000 Penalty: 12300.261719 Iteration 48Q: 3 clusters Score -5431345 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 21565 members Entering Unmasked Estep Score: -5431348.500000 Penalty: 12300.261719 Iteration 49Q: 3 clusters Score -5431348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 21570 members Entering Unmasked Estep Score: -5431349.500000 Penalty: 12300.261719 Iteration 50Q: 3 clusters Score -5431350 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -5431362.000000 Penalty: 12300.261719 Iteration 51Q: 3 clusters Score -5431362 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -5431368.500000 Penalty: 12300.261719 Iteration 52Q: 3 clusters Score -5431368 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 21575 members Entering Unmasked Estep Score: -5431364.500000 Penalty: 12300.261719 Iteration 53Q: 3 clusters Score -5431364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -5431367.500000 Penalty: 12300.261719 Iteration 54Q: 3 clusters Score -5431368 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -5431367.500000 Penalty: 12300.261719 Iteration 55F: 3 clusters Score -5431368 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (9908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Entering Unmasked Estep Score: -2324999.750000 Penalty: 5635.672363 Iteration 0F: 2 clusters Score -2325000 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -2314902.000000 Penalty: 11271.344727 Iteration 0F: 3 clusters Score -2314902 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -2317127.750000 Penalty: 11271.344727 Iteration 1F: 3 clusters Score -2317128 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -2317698.000000 Penalty: 11271.344727 Iteration 2F: 3 clusters Score -2317698 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -2318178.000000 Penalty: 11271.344727 Iteration 3F: 3 clusters Score -2318178 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -2318657.000000 Penalty: 11271.344727 Iteration 4F: 3 clusters Score -2318657 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -2319198.750000 Penalty: 11271.344727 Iteration 5F: 3 clusters Score -2319199 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -2319806.000000 Penalty: 11271.344727 Iteration 6F: 3 clusters Score -2319806 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -2320451.500000 Penalty: 11271.344727 Iteration 7F: 3 clusters Score -2320452 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -2321007.000000 Penalty: 11271.344727 Iteration 8F: 3 clusters Score -2321007 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -2321501.250000 Penalty: 11271.344727 Iteration 9Q: 3 clusters Score -2321501 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -2321875.500000 Penalty: 11271.344727 Iteration 10Q: 3 clusters Score -2321876 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -2322108.750000 Penalty: 11271.344727 Iteration 11Q: 3 clusters Score -2322109 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -2322234.250000 Penalty: 11271.344727 Iteration 12Q: 3 clusters Score -2322234 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -2322312.500000 Penalty: 11271.344727 Iteration 13Q: 3 clusters Score -2322312 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -2322377.000000 Penalty: 11271.344727 Iteration 14Q: 3 clusters Score -2322377 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -2322415.250000 Penalty: 11271.344727 Iteration 15Q: 3 clusters Score -2322415 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -2322448.750000 Penalty: 11271.344727 Iteration 16Q: 3 clusters Score -2322449 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -2322468.750000 Penalty: 11271.344727 Iteration 17Q: 3 clusters Score -2322469 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -2322479.500000 Penalty: 11271.344727 Iteration 18Q: 3 clusters Score -2322480 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -2322492.250000 Penalty: 11271.344727 Iteration 19Q: 3 clusters Score -2322492 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -2322493.750000 Penalty: 11271.344727 Iteration 20F: 3 clusters Score -2322494 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -2322498.500000 Penalty: 11271.344727 Iteration 21Q: 3 clusters Score -2322498 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -2322503.250000 Penalty: 11271.344727 Iteration 22Q: 3 clusters Score -2322503 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -2322501.000000 Penalty: 11271.344727 Iteration 23Q: 3 clusters Score -2322501 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -2322505.000000 Penalty: 11271.344727 Iteration 24Q: 3 clusters Score -2322505 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -2322505.250000 Penalty: 11271.344727 Iteration 25Q: 3 clusters Score -2322505 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -2322509.500000 Penalty: 11271.344727 Iteration 26Q: 3 clusters Score -2322510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -2322508.000000 Penalty: 11271.344727 Iteration 27Q: 3 clusters Score -2322508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -2322513.500000 Penalty: 11271.344727 Iteration 28Q: 3 clusters Score -2322514 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -2322509.750000 Penalty: 11271.344727 Iteration 29Q: 3 clusters Score -2322510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -2322509.750000 Penalty: 11271.344727 Iteration 30F: 3 clusters Score -2322510 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Entering Unmasked Estep Score: -225784.750000 Penalty: 4318.200195 Iteration 0F: 2 clusters Score -225784.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -221957.531250 Penalty: 8636.400391 Iteration 0F: 3 clusters Score -221957.5 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -223777.531250 Penalty: 8636.400391 Iteration 1F: 3 clusters Score -223777.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -225403.828125 Penalty: 8636.400391 Iteration 2F: 3 clusters Score -225403.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -226512.390625 Penalty: 8636.400391 Iteration 3F: 3 clusters Score -226512.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -227949.703125 Penalty: 8636.400391 Iteration 4F: 3 clusters Score -227949.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -228548.000000 Penalty: 8636.400391 Iteration 5Q: 3 clusters Score -228548 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -228647.281250 Penalty: 8636.400391 Iteration 6Q: 3 clusters Score -228647.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -228705.703125 Penalty: 8636.400391 Iteration 7Q: 3 clusters Score -228705.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -228705.703125 Penalty: 8636.400391 Iteration 8F: 3 clusters Score -228705.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14191 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 10 contains 9710 members Mstep: Class 11 contains 12308 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20448 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47329 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38719 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep Score: -101699896.000000 Penalty: 206887.828125 Splitting cluster 24 changes total score from -101695736.000000 to -101699896.000000 So it's getting split into cluster 26. Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17816 members Mstep: Class 6 contains 14191 members Mstep: Class 7 contains 4525 members Mstep: Class 8 contains 27075 members Mstep: Class 9 contains 45373 members Mstep: Class 11 contains 12308 members Mstep: Class 12 contains 117966 members Mstep: Class 13 contains 20448 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8484 members Mstep: Class 16 contains 4395 members Mstep: Class 17 contains 47329 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1438 members Mstep: Class 20 contains 38719 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9908 members Mstep: Class 24 contains 113 members Entering Unmasked Estep ConsiderDeletion Score: -101701736.000000 Penalty: 206887.828125 Iteration 119F: 27 clusters Score -1.017017e+08 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17511 members Mstep: Class 6 contains 14190 members Mstep: Class 7 contains 4518 members Mstep: Class 8 contains 26912 members Mstep: Class 9 contains 45397 members Mstep: Class 10 contains 9699 members Mstep: Class 11 contains 13186 members Mstep: Class 12 contains 117854 members Mstep: Class 13 contains 20312 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8480 members Mstep: Class 16 contains 4349 members Mstep: Class 17 contains 47325 members Mstep: Class 18 contains 19902 members Mstep: Class 19 contains 1442 members Mstep: Class 20 contains 38612 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22949 members Mstep: Class 23 contains 9896 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703104.000000 Penalty: 206887.828125 Iteration 120F: 27 clusters Score -1.017031e+08 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9824 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17290 members Mstep: Class 6 contains 14209 members Mstep: Class 7 contains 4516 members Mstep: Class 8 contains 26844 members Mstep: Class 9 contains 45461 members Mstep: Class 10 contains 9714 members Mstep: Class 11 contains 13539 members Mstep: Class 12 contains 117813 members Mstep: Class 13 contains 20227 members Mstep: Class 14 contains 452 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 4342 members Mstep: Class 17 contains 47359 members Mstep: Class 18 contains 19900 members Mstep: Class 19 contains 1442 members Mstep: Class 20 contains 38544 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22947 members Mstep: Class 23 contains 9907 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703704.000000 Penalty: 206887.828125 Iteration 121Q: 27 clusters Score -1.017037e+08 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9820 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17150 members Mstep: Class 6 contains 14239 members Mstep: Class 7 contains 4519 members Mstep: Class 8 contains 26796 members Mstep: Class 9 contains 45498 members Mstep: Class 10 contains 9720 members Mstep: Class 11 contains 13766 members Mstep: Class 12 contains 117778 members Mstep: Class 13 contains 20175 members Mstep: Class 14 contains 453 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 4328 members Mstep: Class 17 contains 47393 members Mstep: Class 18 contains 19896 members Mstep: Class 19 contains 1442 members Mstep: Class 20 contains 38497 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22942 members Mstep: Class 23 contains 9918 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703632.000000 Penalty: 206887.828125 Iteration 122Q: 27 clusters Score -1.017036e+08 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9821 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 17048 members Mstep: Class 6 contains 14267 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26745 members Mstep: Class 9 contains 45538 members Mstep: Class 10 contains 9723 members Mstep: Class 11 contains 13909 members Mstep: Class 12 contains 117747 members Mstep: Class 13 contains 20165 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 4318 members Mstep: Class 17 contains 47429 members Mstep: Class 18 contains 19893 members Mstep: Class 19 contains 1443 members Mstep: Class 20 contains 38445 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22938 members Mstep: Class 23 contains 9926 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703792.000000 Penalty: 206887.828125 Iteration 123Q: 27 clusters Score -1.017038e+08 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9821 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16978 members Mstep: Class 6 contains 14288 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26724 members Mstep: Class 9 contains 45556 members Mstep: Class 10 contains 9725 members Mstep: Class 11 contains 13999 members Mstep: Class 12 contains 117731 members Mstep: Class 13 contains 20147 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 4319 members Mstep: Class 17 contains 47461 members Mstep: Class 18 contains 19889 members Mstep: Class 19 contains 1444 members Mstep: Class 20 contains 38402 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22938 members Mstep: Class 23 contains 9933 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703704.000000 Penalty: 206887.828125 Iteration 124Q: 27 clusters Score -1.017037e+08 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9816 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16923 members Mstep: Class 6 contains 14317 members Mstep: Class 7 contains 4520 members Mstep: Class 8 contains 26711 members Mstep: Class 9 contains 45561 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14056 members Mstep: Class 12 contains 117722 members Mstep: Class 13 contains 20142 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8481 members Mstep: Class 16 contains 4318 members Mstep: Class 17 contains 47488 members Mstep: Class 18 contains 19886 members Mstep: Class 19 contains 1444 members Mstep: Class 20 contains 38366 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22938 members Mstep: Class 23 contains 9940 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703800.000000 Penalty: 206887.828125 Iteration 125Q: 27 clusters Score -1.017038e+08 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9816 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16867 members Mstep: Class 6 contains 14344 members Mstep: Class 7 contains 4522 members Mstep: Class 8 contains 26710 members Mstep: Class 9 contains 45562 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14100 members Mstep: Class 12 contains 117714 members Mstep: Class 13 contains 20136 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8482 members Mstep: Class 16 contains 4315 members Mstep: Class 17 contains 47507 members Mstep: Class 18 contains 19885 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38340 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22937 members Mstep: Class 23 contains 9947 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703736.000000 Penalty: 206887.828125 Iteration 126Q: 27 clusters Score -1.017037e+08 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9816 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16825 members Mstep: Class 6 contains 14369 members Mstep: Class 7 contains 4523 members Mstep: Class 8 contains 26702 members Mstep: Class 9 contains 45569 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14133 members Mstep: Class 12 contains 117704 members Mstep: Class 13 contains 20139 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8481 members Mstep: Class 16 contains 4314 members Mstep: Class 17 contains 47528 members Mstep: Class 18 contains 19885 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38311 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22936 members Mstep: Class 23 contains 9949 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703920.000000 Penalty: 206887.828125 Iteration 127Q: 27 clusters Score -1.017039e+08 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9816 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16775 members Mstep: Class 6 contains 14398 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26697 members Mstep: Class 9 contains 45580 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14159 members Mstep: Class 12 contains 117694 members Mstep: Class 13 contains 20147 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8480 members Mstep: Class 16 contains 4313 members Mstep: Class 17 contains 47548 members Mstep: Class 18 contains 19882 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38286 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22936 members Mstep: Class 23 contains 9949 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101704024.000000 Penalty: 206887.828125 Iteration 128Q: 27 clusters Score -1.01704e+08 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9818 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16727 members Mstep: Class 6 contains 14431 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26688 members Mstep: Class 9 contains 45586 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14184 members Mstep: Class 12 contains 117694 members Mstep: Class 13 contains 20152 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8481 members Mstep: Class 16 contains 4313 members Mstep: Class 17 contains 47566 members Mstep: Class 18 contains 19879 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38259 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22935 members Mstep: Class 23 contains 9950 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703992.000000 Penalty: 206887.828125 Iteration 129Q: 27 clusters Score -1.01704e+08 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9816 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16685 members Mstep: Class 6 contains 14463 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26688 members Mstep: Class 9 contains 45584 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14211 members Mstep: Class 12 contains 117692 members Mstep: Class 13 contains 20153 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8482 members Mstep: Class 16 contains 4313 members Mstep: Class 17 contains 47582 members Mstep: Class 18 contains 19876 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38234 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22935 members Mstep: Class 23 contains 9949 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703976.000000 Penalty: 206887.828125 Iteration 130Q: 27 clusters Score -1.01704e+08 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9815 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16659 members Mstep: Class 6 contains 14490 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26685 members Mstep: Class 9 contains 45581 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14225 members Mstep: Class 12 contains 117695 members Mstep: Class 13 contains 20153 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8479 members Mstep: Class 16 contains 4313 members Mstep: Class 17 contains 47594 members Mstep: Class 18 contains 19873 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38214 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22935 members Mstep: Class 23 contains 9952 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703712.000000 Penalty: 206887.828125 Iteration 131Q: 27 clusters Score -1.017037e+08 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9813 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16643 members Mstep: Class 6 contains 14509 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26681 members Mstep: Class 9 contains 45576 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14236 members Mstep: Class 12 contains 117699 members Mstep: Class 13 contains 20154 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8478 members Mstep: Class 16 contains 4313 members Mstep: Class 17 contains 47601 members Mstep: Class 18 contains 19870 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38202 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9954 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703920.000000 Penalty: 206887.828125 Iteration 132Q: 27 clusters Score -1.017039e+08 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9813 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16638 members Mstep: Class 6 contains 14520 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26676 members Mstep: Class 9 contains 45578 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14242 members Mstep: Class 12 contains 117699 members Mstep: Class 13 contains 20157 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8477 members Mstep: Class 16 contains 4313 members Mstep: Class 17 contains 47611 members Mstep: Class 18 contains 19868 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38184 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9954 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703936.000000 Penalty: 206887.828125 Iteration 133Q: 27 clusters Score -1.017039e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9813 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16620 members Mstep: Class 6 contains 14535 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26678 members Mstep: Class 9 contains 45579 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14244 members Mstep: Class 12 contains 117702 members Mstep: Class 13 contains 20156 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8476 members Mstep: Class 16 contains 4313 members Mstep: Class 17 contains 47615 members Mstep: Class 18 contains 19866 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38179 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9954 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703840.000000 Penalty: 206887.828125 Iteration 134Q: 27 clusters Score -1.017038e+08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9811 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16605 members Mstep: Class 6 contains 14553 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26680 members Mstep: Class 9 contains 45575 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14249 members Mstep: Class 12 contains 117702 members Mstep: Class 13 contains 20155 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8475 members Mstep: Class 16 contains 4312 members Mstep: Class 17 contains 47622 members Mstep: Class 18 contains 19865 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38169 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9956 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703752.000000 Penalty: 206887.828125 Iteration 135Q: 27 clusters Score -1.017038e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9809 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16592 members Mstep: Class 6 contains 14567 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26678 members Mstep: Class 9 contains 45580 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14253 members Mstep: Class 12 contains 117697 members Mstep: Class 13 contains 20155 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8474 members Mstep: Class 16 contains 4312 members Mstep: Class 17 contains 47626 members Mstep: Class 18 contains 19865 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38165 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22935 members Mstep: Class 23 contains 9955 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703968.000000 Penalty: 206887.828125 Iteration 136Q: 27 clusters Score -1.01704e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9810 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16588 members Mstep: Class 6 contains 14572 members Mstep: Class 7 contains 4522 members Mstep: Class 8 contains 26675 members Mstep: Class 9 contains 45582 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14256 members Mstep: Class 12 contains 117696 members Mstep: Class 13 contains 20153 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8474 members Mstep: Class 16 contains 4312 members Mstep: Class 17 contains 47628 members Mstep: Class 18 contains 19865 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38162 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9955 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101704000.000000 Penalty: 206887.828125 Iteration 137Q: 27 clusters Score -1.01704e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9809 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16583 members Mstep: Class 6 contains 14578 members Mstep: Class 7 contains 4522 members Mstep: Class 8 contains 26676 members Mstep: Class 9 contains 45582 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14256 members Mstep: Class 12 contains 117694 members Mstep: Class 13 contains 20150 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8474 members Mstep: Class 16 contains 4312 members Mstep: Class 17 contains 47631 members Mstep: Class 18 contains 19865 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38161 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9957 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703984.000000 Penalty: 206887.828125 Iteration 138Q: 27 clusters Score -1.01704e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9808 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16586 members Mstep: Class 6 contains 14584 members Mstep: Class 7 contains 4522 members Mstep: Class 8 contains 26674 members Mstep: Class 9 contains 45582 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14256 members Mstep: Class 12 contains 117692 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8474 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47635 members Mstep: Class 18 contains 19865 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38155 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9957 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101704056.000000 Penalty: 206887.828125 Iteration 139Q: 27 clusters Score -1.017041e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9808 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16575 members Mstep: Class 6 contains 14594 members Mstep: Class 7 contains 4522 members Mstep: Class 8 contains 26676 members Mstep: Class 9 contains 45580 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14257 members Mstep: Class 12 contains 117692 members Mstep: Class 13 contains 20147 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8474 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47639 members Mstep: Class 18 contains 19865 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38153 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9957 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101704048.000000 Penalty: 206887.828125 Iteration 140F: 27 clusters Score -1.01704e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 9808 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16571 members Mstep: Class 6 contains 14602 members Mstep: Class 7 contains 4521 members Mstep: Class 8 contains 26674 members Mstep: Class 9 contains 45579 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14258 members Mstep: Class 12 contains 117692 members Mstep: Class 13 contains 20148 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8474 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47641 members Mstep: Class 18 contains 19864 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38149 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9958 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101704056.000000 Penalty: 206887.828125 Iteration 141Q: 27 clusters Score -1.017041e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9808 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16568 members Mstep: Class 6 contains 14609 members Mstep: Class 7 contains 4522 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45578 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14259 members Mstep: Class 12 contains 117692 members Mstep: Class 13 contains 20148 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8473 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47645 members Mstep: Class 18 contains 19864 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38145 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9958 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703976.000000 Penalty: 206887.828125 Iteration 142Q: 27 clusters Score -1.01704e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9808 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16561 members Mstep: Class 6 contains 14615 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26672 members Mstep: Class 9 contains 45576 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14260 members Mstep: Class 12 contains 117690 members Mstep: Class 13 contains 20148 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8473 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47649 members Mstep: Class 18 contains 19864 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38142 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9958 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703968.000000 Penalty: 206887.828125 Iteration 143Q: 27 clusters Score -1.01704e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16554 members Mstep: Class 6 contains 14618 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26672 members Mstep: Class 9 contains 45578 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14261 members Mstep: Class 12 contains 117690 members Mstep: Class 13 contains 20150 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8473 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47649 members Mstep: Class 18 contains 19864 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38142 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9958 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703992.000000 Penalty: 206887.828125 Iteration 144Q: 27 clusters Score -1.01704e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16550 members Mstep: Class 6 contains 14624 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26670 members Mstep: Class 9 contains 45578 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14264 members Mstep: Class 12 contains 117687 members Mstep: Class 13 contains 20150 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47649 members Mstep: Class 18 contains 19864 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38142 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703968.000000 Penalty: 206887.828125 Iteration 145Q: 27 clusters Score -1.01704e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16548 members Mstep: Class 6 contains 14629 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26669 members Mstep: Class 9 contains 45575 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14267 members Mstep: Class 12 contains 117686 members Mstep: Class 13 contains 20150 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47649 members Mstep: Class 18 contains 19864 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38141 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703992.000000 Penalty: 206887.828125 Iteration 146Q: 27 clusters Score -1.01704e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16547 members Mstep: Class 6 contains 14631 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26667 members Mstep: Class 9 contains 45575 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14267 members Mstep: Class 12 contains 117687 members Mstep: Class 13 contains 20151 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703952.000000 Penalty: 206887.828125 Iteration 147Q: 27 clusters Score -1.01704e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9807 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16546 members Mstep: Class 6 contains 14633 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26666 members Mstep: Class 9 contains 45575 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14268 members Mstep: Class 12 contains 117687 members Mstep: Class 13 contains 20150 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703952.000000 Penalty: 206887.828125 Iteration 148Q: 27 clusters Score -1.01704e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16542 members Mstep: Class 6 contains 14638 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26666 members Mstep: Class 9 contains 45576 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117685 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101704000.000000 Penalty: 206887.828125 Iteration 149Q: 27 clusters Score -1.01704e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16537 members Mstep: Class 6 contains 14645 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26667 members Mstep: Class 9 contains 45575 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117684 members Mstep: Class 13 contains 20148 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703960.000000 Penalty: 206887.828125 Iteration 150Q: 27 clusters Score -1.01704e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16534 members Mstep: Class 6 contains 14651 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26668 members Mstep: Class 9 contains 45572 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117683 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8471 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22934 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101704000.000000 Penalty: 206887.828125 Iteration 151Q: 27 clusters Score -1.01704e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16529 members Mstep: Class 6 contains 14656 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26669 members Mstep: Class 9 contains 45572 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117682 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703952.000000 Penalty: 206887.828125 Iteration 152Q: 27 clusters Score -1.01704e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16526 members Mstep: Class 6 contains 14659 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45570 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117682 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703960.000000 Penalty: 206887.828125 Iteration 153Q: 27 clusters Score -1.01704e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16526 members Mstep: Class 6 contains 14662 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26672 members Mstep: Class 9 contains 45566 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117682 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703944.000000 Penalty: 206887.828125 Iteration 154Q: 27 clusters Score -1.017039e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16523 members Mstep: Class 6 contains 14665 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26672 members Mstep: Class 9 contains 45566 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117682 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703920.000000 Penalty: 206887.828125 Iteration 155Q: 27 clusters Score -1.017039e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16521 members Mstep: Class 6 contains 14672 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26672 members Mstep: Class 9 contains 45562 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117681 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38139 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703968.000000 Penalty: 206887.828125 Iteration 156Q: 27 clusters Score -1.01704e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16518 members Mstep: Class 6 contains 14681 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45559 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117680 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47651 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38138 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703984.000000 Penalty: 206887.828125 Iteration 157Q: 27 clusters Score -1.01704e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16517 members Mstep: Class 6 contains 14681 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45560 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117680 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703976.000000 Penalty: 206887.828125 Iteration 158Q: 27 clusters Score -1.01704e+08 nChanged 1 Entering ConstructFrom: Score: -101703976.000000 Penalty: 206887.828125 Entering ConstructFrom: Trying to split cluster 1 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -250723.734375 Penalty: 4320.850586 Iteration 0F: 2 clusters Score -250723.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -246618.609375 Penalty: 8641.701172 Iteration 0F: 3 clusters Score -246618.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -247118.968750 Penalty: 8641.701172 Iteration 1F: 3 clusters Score -247119 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -247361.390625 Penalty: 8641.701172 Iteration 2F: 3 clusters Score -247361.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -247583.312500 Penalty: 8641.701172 Iteration 3Q: 3 clusters Score -247583.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -247701.515625 Penalty: 8641.701172 Iteration 4Q: 3 clusters Score -247701.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -247912.390625 Penalty: 8641.701172 Iteration 5Q: 3 clusters Score -247912.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -248461.875000 Penalty: 8641.701172 Iteration 6Q: 3 clusters Score -248461.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -248560.218750 Penalty: 8641.701172 Iteration 7Q: 3 clusters Score -248560.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -248649.031250 Penalty: 8641.701172 Iteration 8Q: 3 clusters Score -248649 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -248692.828125 Penalty: 8641.701172 Iteration 9Q: 3 clusters Score -248692.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -248704.375000 Penalty: 8641.701172 Iteration 10Q: 3 clusters Score -248704.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -248719.359375 Penalty: 8641.701172 Iteration 11Q: 3 clusters Score -248719.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -248740.593750 Penalty: 8641.701172 Iteration 12Q: 3 clusters Score -248740.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -248752.890625 Penalty: 8641.701172 Iteration 13Q: 3 clusters Score -248752.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -248763.750000 Penalty: 8641.701172 Iteration 14Q: 3 clusters Score -248763.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -248780.968750 Penalty: 8641.701172 Iteration 15Q: 3 clusters Score -248781 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -248780.968750 Penalty: 8641.701172 Iteration 16F: 3 clusters Score -248781 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -206030.656250 Penalty: 4225.462891 Iteration 0F: 2 clusters Score -206030.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -202181.234375 Penalty: 8450.925781 Iteration 0F: 3 clusters Score -202181.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -202748.218750 Penalty: 8450.925781 Iteration 1F: 3 clusters Score -202748.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -203158.343750 Penalty: 8450.925781 Iteration 2F: 3 clusters Score -203158.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -203745.453125 Penalty: 8450.925781 Iteration 3F: 3 clusters Score -203745.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -204279.406250 Penalty: 8450.925781 Iteration 4Q: 3 clusters Score -204279.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -204439.093750 Penalty: 8450.925781 Iteration 5Q: 3 clusters Score -204439.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -204485.546875 Penalty: 8450.925781 Iteration 6Q: 3 clusters Score -204485.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -204518.437500 Penalty: 8450.925781 Iteration 7Q: 3 clusters Score -204518.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -204536.843750 Penalty: 8450.925781 Iteration 8Q: 3 clusters Score -204536.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -204549.781250 Penalty: 8450.925781 Iteration 9Q: 3 clusters Score -204549.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -204552.171875 Penalty: 8450.925781 Iteration 10Q: 3 clusters Score -204552.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -204554.109375 Penalty: 8450.925781 Iteration 11F: 3 clusters Score -204554.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -204575.156250 Penalty: 8450.925781 Iteration 12Q: 3 clusters Score -204575.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -204577.578125 Penalty: 8450.925781 Iteration 13Q: 3 clusters Score -204577.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -204579.015625 Penalty: 8450.925781 Iteration 14Q: 3 clusters Score -204579 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -204579.015625 Penalty: 8450.925781 Iteration 15F: 3 clusters Score -204579 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Entering Unmasked Estep Score: -2297639.250000 Penalty: 5629.334473 Iteration 0F: 2 clusters Score -2297639 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -2287431.000000 Penalty: 11258.668945 Iteration 0F: 3 clusters Score -2287431 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -2289880.250000 Penalty: 11258.668945 Iteration 1F: 3 clusters Score -2289880 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -2290888.250000 Penalty: 11258.668945 Iteration 2F: 3 clusters Score -2290888 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -2291639.750000 Penalty: 11258.668945 Iteration 3F: 3 clusters Score -2291640 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -2292337.000000 Penalty: 11258.668945 Iteration 4F: 3 clusters Score -2292337 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -2293137.000000 Penalty: 11258.668945 Iteration 5F: 3 clusters Score -2293137 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -2293713.250000 Penalty: 11258.668945 Iteration 6F: 3 clusters Score -2293713 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -2294077.750000 Penalty: 11258.668945 Iteration 7Q: 3 clusters Score -2294078 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -2294339.250000 Penalty: 11258.668945 Iteration 8Q: 3 clusters Score -2294339 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -2294587.000000 Penalty: 11258.668945 Iteration 9Q: 3 clusters Score -2294587 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -2294793.750000 Penalty: 11258.668945 Iteration 10Q: 3 clusters Score -2294794 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -2294960.000000 Penalty: 11258.668945 Iteration 11Q: 3 clusters Score -2294960 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -2295117.250000 Penalty: 11258.668945 Iteration 12Q: 3 clusters Score -2295117 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -2295220.500000 Penalty: 11258.668945 Iteration 13Q: 3 clusters Score -2295220 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -2295328.750000 Penalty: 11258.668945 Iteration 14Q: 3 clusters Score -2295329 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -2295411.750000 Penalty: 11258.668945 Iteration 15Q: 3 clusters Score -2295412 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -2295493.250000 Penalty: 11258.668945 Iteration 16Q: 3 clusters Score -2295493 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -2295567.000000 Penalty: 11258.668945 Iteration 17Q: 3 clusters Score -2295567 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -2295652.000000 Penalty: 11258.668945 Iteration 18Q: 3 clusters Score -2295652 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -2295756.750000 Penalty: 11258.668945 Iteration 19Q: 3 clusters Score -2295757 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -2295890.250000 Penalty: 11258.668945 Iteration 20F: 3 clusters Score -2295890 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -2296000.500000 Penalty: 11258.668945 Iteration 21Q: 3 clusters Score -2296000 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -2296099.000000 Penalty: 11258.668945 Iteration 22Q: 3 clusters Score -2296099 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -2296173.000000 Penalty: 11258.668945 Iteration 23Q: 3 clusters Score -2296173 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -2296232.750000 Penalty: 11258.668945 Iteration 24Q: 3 clusters Score -2296233 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -2296284.000000 Penalty: 11258.668945 Iteration 25Q: 3 clusters Score -2296284 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -2296311.500000 Penalty: 11258.668945 Iteration 26Q: 3 clusters Score -2296312 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -2296344.250000 Penalty: 11258.668945 Iteration 27Q: 3 clusters Score -2296344 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -2296369.250000 Penalty: 11258.668945 Iteration 28Q: 3 clusters Score -2296369 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -2296381.750000 Penalty: 11258.668945 Iteration 29Q: 3 clusters Score -2296382 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -2296387.500000 Penalty: 11258.668945 Iteration 30Q: 3 clusters Score -2296388 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -2296395.750000 Penalty: 11258.668945 Iteration 31Q: 3 clusters Score -2296396 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -2296407.750000 Penalty: 11258.668945 Iteration 32Q: 3 clusters Score -2296408 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -2296408.750000 Penalty: 11258.668945 Iteration 33Q: 3 clusters Score -2296409 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -2296411.250000 Penalty: 11258.668945 Iteration 34Q: 3 clusters Score -2296411 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -2296417.750000 Penalty: 11258.668945 Iteration 35Q: 3 clusters Score -2296418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -2296418.500000 Penalty: 11258.668945 Iteration 36Q: 3 clusters Score -2296418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -2296418.750000 Penalty: 11258.668945 Iteration 37Q: 3 clusters Score -2296419 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -2296419.250000 Penalty: 11258.668945 Iteration 38Q: 3 clusters Score -2296419 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -2296420.500000 Penalty: 11258.668945 Iteration 39Q: 3 clusters Score -2296420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -2296417.750000 Penalty: 11258.668945 Iteration 40F: 3 clusters Score -2296418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -2296417.000000 Penalty: 11258.668945 Iteration 41Q: 3 clusters Score -2296417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -2296419.000000 Penalty: 11258.668945 Iteration 42Q: 3 clusters Score -2296419 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -2296419.000000 Penalty: 11258.668945 Iteration 43F: 3 clusters Score -2296419 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -221386.593750 Penalty: 4232.834961 Iteration 0F: 2 clusters Score -221386.6 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 464 members Entering Unmasked Estep Score: -217384.734375 Penalty: 8465.669922 Iteration 0F: 3 clusters Score -217384.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -217820.328125 Penalty: 8465.669922 Iteration 1F: 3 clusters Score -217820.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -217951.093750 Penalty: 8465.669922 Iteration 2Q: 3 clusters Score -217951.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -218012.218750 Penalty: 8465.669922 Iteration 3Q: 3 clusters Score -218012.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -218051.453125 Penalty: 8465.669922 Iteration 4Q: 3 clusters Score -218051.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -218077.421875 Penalty: 8465.669922 Iteration 5Q: 3 clusters Score -218077.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -218092.781250 Penalty: 8465.669922 Iteration 6Q: 3 clusters Score -218092.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -218114.531250 Penalty: 8465.669922 Iteration 7Q: 3 clusters Score -218114.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -218128.531250 Penalty: 8465.669922 Iteration 8Q: 3 clusters Score -218128.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -218143.859375 Penalty: 8465.669922 Iteration 9Q: 3 clusters Score -218143.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -218146.937500 Penalty: 8465.669922 Iteration 10Q: 3 clusters Score -218146.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -218146.937500 Penalty: 8465.669922 Iteration 11F: 3 clusters Score -218146.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (16517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16517 members Entering Unmasked Estep Score: -3715842.250000 Penalty: 5948.689453 Iteration 0F: 2 clusters Score -3715842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -3701559.000000 Penalty: 11897.378906 Iteration 0F: 3 clusters Score -3701559 nChanged 6522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -3705096.250000 Penalty: 11897.378906 Iteration 1F: 3 clusters Score -3705096 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8157 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -3705732.250000 Penalty: 11897.378906 Iteration 2F: 3 clusters Score -3705732 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -3706187.000000 Penalty: 11897.378906 Iteration 3F: 3 clusters Score -3706187 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 8450 members Entering Unmasked Estep Score: -3706619.250000 Penalty: 11897.378906 Iteration 4Q: 3 clusters Score -3706619 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -3706993.750000 Penalty: 11897.378906 Iteration 5Q: 3 clusters Score -3706994 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -3707376.750000 Penalty: 11897.378906 Iteration 6Q: 3 clusters Score -3707377 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -3707727.250000 Penalty: 11897.378906 Iteration 7Q: 3 clusters Score -3707727 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 8859 members Entering Unmasked Estep Score: -3708071.750000 Penalty: 11897.378906 Iteration 8Q: 3 clusters Score -3708072 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -3708399.750000 Penalty: 11897.378906 Iteration 9Q: 3 clusters Score -3708400 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 9238 members Entering Unmasked Estep Score: -3708679.750000 Penalty: 11897.378906 Iteration 10Q: 3 clusters Score -3708680 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -3708933.750000 Penalty: 11897.378906 Iteration 11Q: 3 clusters Score -3708934 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -3709147.750000 Penalty: 11897.378906 Iteration 12Q: 3 clusters Score -3709148 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 9866 members Entering Unmasked Estep Score: -3709314.500000 Penalty: 11897.378906 Iteration 13Q: 3 clusters Score -3709314 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -3709438.750000 Penalty: 11897.378906 Iteration 14Q: 3 clusters Score -3709439 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -3709541.750000 Penalty: 11897.378906 Iteration 15Q: 3 clusters Score -3709542 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 10455 members Entering Unmasked Estep Score: -3709615.250000 Penalty: 11897.378906 Iteration 16Q: 3 clusters Score -3709615 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 10640 members Entering Unmasked Estep Score: -3709716.750000 Penalty: 11897.378906 Iteration 17Q: 3 clusters Score -3709717 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 10834 members Entering Unmasked Estep Score: -3709802.500000 Penalty: 11897.378906 Iteration 18Q: 3 clusters Score -3709802 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -3709873.250000 Penalty: 11897.378906 Iteration 19Q: 3 clusters Score -3709873 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -3709944.750000 Penalty: 11897.378906 Iteration 20F: 3 clusters Score -3709945 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -3710027.500000 Penalty: 11897.378906 Iteration 21Q: 3 clusters Score -3710028 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -3710082.500000 Penalty: 11897.378906 Iteration 22Q: 3 clusters Score -3710082 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 11705 members Entering Unmasked Estep Score: -3710146.000000 Penalty: 11897.378906 Iteration 23Q: 3 clusters Score -3710146 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -3710231.500000 Penalty: 11897.378906 Iteration 24Q: 3 clusters Score -3710232 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -3710319.500000 Penalty: 11897.378906 Iteration 25Q: 3 clusters Score -3710320 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -3710395.500000 Penalty: 11897.378906 Iteration 26Q: 3 clusters Score -3710396 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -3710494.500000 Penalty: 11897.378906 Iteration 27Q: 3 clusters Score -3710494 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -3710580.500000 Penalty: 11897.378906 Iteration 28Q: 3 clusters Score -3710580 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -3710667.750000 Penalty: 11897.378906 Iteration 29Q: 3 clusters Score -3710668 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 12978 members Entering Unmasked Estep Score: -3710736.750000 Penalty: 11897.378906 Iteration 30Q: 3 clusters Score -3710737 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -3710802.000000 Penalty: 11897.378906 Iteration 31Q: 3 clusters Score -3710802 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -3710869.500000 Penalty: 11897.378906 Iteration 32Q: 3 clusters Score -3710870 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -3710949.000000 Penalty: 11897.378906 Iteration 33Q: 3 clusters Score -3710949 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 13578 members Entering Unmasked Estep Score: -3711019.000000 Penalty: 11897.378906 Iteration 34Q: 3 clusters Score -3711019 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 13733 members Entering Unmasked Estep Score: -3711094.250000 Penalty: 11897.378906 Iteration 35Q: 3 clusters Score -3711094 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 13888 members Entering Unmasked Estep Score: -3711168.500000 Penalty: 11897.378906 Iteration 36Q: 3 clusters Score -3711168 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 14031 members Entering Unmasked Estep Score: -3711227.750000 Penalty: 11897.378906 Iteration 37Q: 3 clusters Score -3711228 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 14157 members Entering Unmasked Estep Score: -3711299.250000 Penalty: 11897.378906 Iteration 38Q: 3 clusters Score -3711299 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 14284 members Entering Unmasked Estep Score: -3711370.500000 Penalty: 11897.378906 Iteration 39Q: 3 clusters Score -3711370 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 14397 members Entering Unmasked Estep Score: -3711416.000000 Penalty: 11897.378906 Iteration 40F: 3 clusters Score -3711416 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -3711458.500000 Penalty: 11897.378906 Iteration 41Q: 3 clusters Score -3711458 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 14573 members Entering Unmasked Estep Score: -3711517.500000 Penalty: 11897.378906 Iteration 42Q: 3 clusters Score -3711518 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 14650 members Entering Unmasked Estep Score: -3711571.500000 Penalty: 11897.378906 Iteration 43Q: 3 clusters Score -3711572 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 14713 members Entering Unmasked Estep Score: -3711604.000000 Penalty: 11897.378906 Iteration 44Q: 3 clusters Score -3711604 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -3711635.000000 Penalty: 11897.378906 Iteration 45Q: 3 clusters Score -3711635 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -3711649.750000 Penalty: 11897.378906 Iteration 46Q: 3 clusters Score -3711650 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 14857 members Entering Unmasked Estep Score: -3711672.250000 Penalty: 11897.378906 Iteration 47Q: 3 clusters Score -3711672 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 14891 members Entering Unmasked Estep Score: -3711691.500000 Penalty: 11897.378906 Iteration 48Q: 3 clusters Score -3711692 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 14923 members Entering Unmasked Estep Score: -3711706.500000 Penalty: 11897.378906 Iteration 49Q: 3 clusters Score -3711706 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -3711731.250000 Penalty: 11897.378906 Iteration 50Q: 3 clusters Score -3711731 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 14987 members Entering Unmasked Estep Score: -3711743.750000 Penalty: 11897.378906 Iteration 51Q: 3 clusters Score -3711744 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 15007 members Entering Unmasked Estep Score: -3711752.750000 Penalty: 11897.378906 Iteration 52Q: 3 clusters Score -3711753 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -3711757.750000 Penalty: 11897.378906 Iteration 53Q: 3 clusters Score -3711758 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 15033 members Entering Unmasked Estep Score: -3711759.250000 Penalty: 11897.378906 Iteration 54Q: 3 clusters Score -3711759 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 15047 members Entering Unmasked Estep Score: -3711765.000000 Penalty: 11897.378906 Iteration 55Q: 3 clusters Score -3711765 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 15059 members Entering Unmasked Estep Score: -3711760.750000 Penalty: 11897.378906 Iteration 56Q: 3 clusters Score -3711761 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -3711774.750000 Penalty: 11897.378906 Iteration 57Q: 3 clusters Score -3711775 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 15080 members Entering Unmasked Estep Score: -3711782.500000 Penalty: 11897.378906 Iteration 58Q: 3 clusters Score -3711782 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 15092 members Entering Unmasked Estep Score: -3711780.500000 Penalty: 11897.378906 Iteration 59Q: 3 clusters Score -3711780 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -3711792.500000 Penalty: 11897.378906 Iteration 60F: 3 clusters Score -3711792 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 15117 members Entering Unmasked Estep Score: -3711802.000000 Penalty: 11897.378906 Iteration 61Q: 3 clusters Score -3711802 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -3711809.250000 Penalty: 11897.378906 Iteration 62Q: 3 clusters Score -3711809 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 15141 members Entering Unmasked Estep Score: -3711808.500000 Penalty: 11897.378906 Iteration 63Q: 3 clusters Score -3711808 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 15157 members Entering Unmasked Estep Score: -3711823.250000 Penalty: 11897.378906 Iteration 64Q: 3 clusters Score -3711823 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 15169 members Entering Unmasked Estep Score: -3711831.250000 Penalty: 11897.378906 Iteration 65Q: 3 clusters Score -3711831 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 15179 members Entering Unmasked Estep Score: -3711833.000000 Penalty: 11897.378906 Iteration 66Q: 3 clusters Score -3711833 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -3711841.250000 Penalty: 11897.378906 Iteration 67Q: 3 clusters Score -3711841 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 15195 members Entering Unmasked Estep Score: -3711841.500000 Penalty: 11897.378906 Iteration 68Q: 3 clusters Score -3711842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 15198 members Entering Unmasked Estep Score: -3711843.500000 Penalty: 11897.378906 Iteration 69Q: 3 clusters Score -3711844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 15200 members Entering Unmasked Estep Score: -3711840.500000 Penalty: 11897.378906 Iteration 70Q: 3 clusters Score -3711840 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 15200 members Entering Unmasked Estep Score: -3711840.500000 Penalty: 11897.378906 Iteration 71F: 3 clusters Score -3711840 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Entering Unmasked Estep Score: -3445655.500000 Penalty: 5876.556152 Iteration 0F: 2 clusters Score -3445656 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -3432533.000000 Penalty: 11753.112305 Iteration 0F: 3 clusters Score -3432533 nChanged 5675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -3435616.500000 Penalty: 11753.112305 Iteration 1F: 3 clusters Score -3435616 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -3436148.250000 Penalty: 11753.112305 Iteration 2F: 3 clusters Score -3436148 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -3436496.250000 Penalty: 11753.112305 Iteration 3Q: 3 clusters Score -3436496 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -3436745.750000 Penalty: 11753.112305 Iteration 4Q: 3 clusters Score -3436746 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -3436929.000000 Penalty: 11753.112305 Iteration 5Q: 3 clusters Score -3436929 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -3437060.500000 Penalty: 11753.112305 Iteration 6Q: 3 clusters Score -3437060 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -3437147.250000 Penalty: 11753.112305 Iteration 7Q: 3 clusters Score -3437147 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -3437232.250000 Penalty: 11753.112305 Iteration 8Q: 3 clusters Score -3437232 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -3437309.000000 Penalty: 11753.112305 Iteration 9Q: 3 clusters Score -3437309 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 8152 members Entering Unmasked Estep Score: -3437366.250000 Penalty: 11753.112305 Iteration 10Q: 3 clusters Score -3437366 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -3437421.750000 Penalty: 11753.112305 Iteration 11Q: 3 clusters Score -3437422 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -3437485.750000 Penalty: 11753.112305 Iteration 12Q: 3 clusters Score -3437486 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -3437528.000000 Penalty: 11753.112305 Iteration 13Q: 3 clusters Score -3437528 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -3437569.000000 Penalty: 11753.112305 Iteration 14Q: 3 clusters Score -3437569 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 8548 members Entering Unmasked Estep Score: -3437613.500000 Penalty: 11753.112305 Iteration 15Q: 3 clusters Score -3437614 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -3437648.250000 Penalty: 11753.112305 Iteration 16Q: 3 clusters Score -3437648 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -3437663.000000 Penalty: 11753.112305 Iteration 17Q: 3 clusters Score -3437663 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 8780 members Entering Unmasked Estep Score: -3437695.250000 Penalty: 11753.112305 Iteration 18Q: 3 clusters Score -3437695 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -3437728.500000 Penalty: 11753.112305 Iteration 19Q: 3 clusters Score -3437728 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -3437761.000000 Penalty: 11753.112305 Iteration 20F: 3 clusters Score -3437761 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -3437818.000000 Penalty: 11753.112305 Iteration 21Q: 3 clusters Score -3437818 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -3437838.250000 Penalty: 11753.112305 Iteration 22Q: 3 clusters Score -3437838 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 9169 members Entering Unmasked Estep Score: -3437875.250000 Penalty: 11753.112305 Iteration 23Q: 3 clusters Score -3437875 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -3437890.250000 Penalty: 11753.112305 Iteration 24Q: 3 clusters Score -3437890 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -3437924.500000 Penalty: 11753.112305 Iteration 25Q: 3 clusters Score -3437924 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -3437977.500000 Penalty: 11753.112305 Iteration 26Q: 3 clusters Score -3437978 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -3437991.000000 Penalty: 11753.112305 Iteration 27Q: 3 clusters Score -3437991 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -3438030.500000 Penalty: 11753.112305 Iteration 28Q: 3 clusters Score -3438030 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -3438057.500000 Penalty: 11753.112305 Iteration 29Q: 3 clusters Score -3438058 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -3438099.500000 Penalty: 11753.112305 Iteration 30Q: 3 clusters Score -3438100 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 9929 members Entering Unmasked Estep Score: -3438134.500000 Penalty: 11753.112305 Iteration 31Q: 3 clusters Score -3438134 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -3438186.000000 Penalty: 11753.112305 Iteration 32Q: 3 clusters Score -3438186 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -3438251.750000 Penalty: 11753.112305 Iteration 33Q: 3 clusters Score -3438252 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -3438313.750000 Penalty: 11753.112305 Iteration 34Q: 3 clusters Score -3438314 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -3438386.500000 Penalty: 11753.112305 Iteration 35Q: 3 clusters Score -3438386 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -3438474.250000 Penalty: 11753.112305 Iteration 36Q: 3 clusters Score -3438474 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 10834 members Entering Unmasked Estep Score: -3438542.250000 Penalty: 11753.112305 Iteration 37Q: 3 clusters Score -3438542 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 10981 members Entering Unmasked Estep Score: -3438620.000000 Penalty: 11753.112305 Iteration 38Q: 3 clusters Score -3438620 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 11157 members Entering Unmasked Estep Score: -3438698.750000 Penalty: 11753.112305 Iteration 39Q: 3 clusters Score -3438699 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 11341 members Entering Unmasked Estep Score: -3438780.750000 Penalty: 11753.112305 Iteration 40F: 3 clusters Score -3438781 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 11530 members Entering Unmasked Estep Score: -3438885.000000 Penalty: 11753.112305 Iteration 41Q: 3 clusters Score -3438885 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 11723 members Entering Unmasked Estep Score: -3439001.250000 Penalty: 11753.112305 Iteration 42Q: 3 clusters Score -3439001 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -3439149.250000 Penalty: 11753.112305 Iteration 43Q: 3 clusters Score -3439149 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -3439269.500000 Penalty: 11753.112305 Iteration 44Q: 3 clusters Score -3439270 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 12349 members Entering Unmasked Estep Score: -3439411.250000 Penalty: 11753.112305 Iteration 45Q: 3 clusters Score -3439411 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 12547 members Entering Unmasked Estep Score: -3439561.000000 Penalty: 11753.112305 Iteration 46Q: 3 clusters Score -3439561 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 12726 members Entering Unmasked Estep Score: -3439718.750000 Penalty: 11753.112305 Iteration 47Q: 3 clusters Score -3439719 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 12889 members Entering Unmasked Estep Score: -3439850.250000 Penalty: 11753.112305 Iteration 48Q: 3 clusters Score -3439850 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 13013 members Entering Unmasked Estep Score: -3439922.500000 Penalty: 11753.112305 Iteration 49Q: 3 clusters Score -3439922 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -3439999.750000 Penalty: 11753.112305 Iteration 50Q: 3 clusters Score -3440000 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 13195 members Entering Unmasked Estep Score: -3440050.750000 Penalty: 11753.112305 Iteration 51Q: 3 clusters Score -3440051 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 13256 members Entering Unmasked Estep Score: -3440087.250000 Penalty: 11753.112305 Iteration 52Q: 3 clusters Score -3440087 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -3440139.000000 Penalty: 11753.112305 Iteration 53Q: 3 clusters Score -3440139 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -3440192.250000 Penalty: 11753.112305 Iteration 54Q: 3 clusters Score -3440192 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 13416 members Entering Unmasked Estep Score: -3440233.250000 Penalty: 11753.112305 Iteration 55Q: 3 clusters Score -3440233 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -3440265.250000 Penalty: 11753.112305 Iteration 56Q: 3 clusters Score -3440265 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 13488 members Entering Unmasked Estep Score: -3440286.750000 Penalty: 11753.112305 Iteration 57Q: 3 clusters Score -3440287 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -3440304.750000 Penalty: 11753.112305 Iteration 58Q: 3 clusters Score -3440305 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 13525 members Entering Unmasked Estep Score: -3440315.250000 Penalty: 11753.112305 Iteration 59Q: 3 clusters Score -3440315 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -3440323.250000 Penalty: 11753.112305 Iteration 60F: 3 clusters Score -3440323 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -3440338.000000 Penalty: 11753.112305 Iteration 61Q: 3 clusters Score -3440338 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 13568 members Entering Unmasked Estep Score: -3440353.000000 Penalty: 11753.112305 Iteration 62Q: 3 clusters Score -3440353 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -3440367.500000 Penalty: 11753.112305 Iteration 63Q: 3 clusters Score -3440368 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -3440379.750000 Penalty: 11753.112305 Iteration 64Q: 3 clusters Score -3440380 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 13597 members Entering Unmasked Estep Score: -3440389.750000 Penalty: 11753.112305 Iteration 65Q: 3 clusters Score -3440390 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 13598 members Entering Unmasked Estep Score: -3440392.500000 Penalty: 11753.112305 Iteration 66Q: 3 clusters Score -3440392 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 13602 members Entering Unmasked Estep Score: -3440398.250000 Penalty: 11753.112305 Iteration 67Q: 3 clusters Score -3440398 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 13609 members Entering Unmasked Estep Score: -3440398.000000 Penalty: 11753.112305 Iteration 68Q: 3 clusters Score -3440398 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -3440398.750000 Penalty: 11753.112305 Iteration 69Q: 3 clusters Score -3440399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -3440402.750000 Penalty: 11753.112305 Iteration 70Q: 3 clusters Score -3440403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -3440410.250000 Penalty: 11753.112305 Iteration 71Q: 3 clusters Score -3440410 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -3440410.250000 Penalty: 11753.112305 Iteration 72F: 3 clusters Score -3440410 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Entering Unmasked Estep Score: -1032145.125000 Penalty: 5155.505371 Iteration 0F: 2 clusters Score -1032145 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -1025416.750000 Penalty: 10311.010742 Iteration 0F: 3 clusters Score -1025417 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1026690.437500 Penalty: 10311.010742 Iteration 1F: 3 clusters Score -1026690 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -1027386.500000 Penalty: 10311.010742 Iteration 2F: 3 clusters Score -1027386 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1028331.500000 Penalty: 10311.010742 Iteration 3F: 3 clusters Score -1028332 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1029880.750000 Penalty: 10311.010742 Iteration 4F: 3 clusters Score -1029881 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1031659.312500 Penalty: 10311.010742 Iteration 5F: 3 clusters Score -1031659 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1032634.562500 Penalty: 10311.010742 Iteration 6F: 3 clusters Score -1032635 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1033135.812500 Penalty: 10311.010742 Iteration 7F: 3 clusters Score -1033136 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -1033450.187500 Penalty: 10311.010742 Iteration 8Q: 3 clusters Score -1033450 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -1033696.937500 Penalty: 10311.010742 Iteration 9Q: 3 clusters Score -1033697 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1033869.687500 Penalty: 10311.010742 Iteration 10Q: 3 clusters Score -1033870 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1034054.500000 Penalty: 10311.010742 Iteration 11Q: 3 clusters Score -1034054 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -1034249.437500 Penalty: 10311.010742 Iteration 12Q: 3 clusters Score -1034249 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1034340.562500 Penalty: 10311.010742 Iteration 13Q: 3 clusters Score -1034341 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -1034370.875000 Penalty: 10311.010742 Iteration 14Q: 3 clusters Score -1034371 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1034372.062500 Penalty: 10311.010742 Iteration 15Q: 3 clusters Score -1034372 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1034372.062500 Penalty: 10311.010742 Iteration 16F: 3 clusters Score -1034372 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16517 members Mstep: Class 6 contains 14682 members Mstep: Class 7 contains 1222 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45559 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117680 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Mstep: Class 27 contains 3302 members Entering Unmasked Estep Score: -101703272.000000 Penalty: 214845.046875 Splitting cluster 7 changes total score from -101703976.000000 to -101703272.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (26671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26671 members Entering Unmasked Estep Score: -6237864.500000 Penalty: 6242.190918 Iteration 0F: 2 clusters Score -6237864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -6217157.000000 Penalty: 12484.381836 Iteration 0F: 3 clusters Score -6217157 nChanged 11136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13881 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -6223236.000000 Penalty: 12484.381836 Iteration 1F: 3 clusters Score -6223236 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14279 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -6224150.000000 Penalty: 12484.381836 Iteration 2F: 3 clusters Score -6224150 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14795 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -6224936.500000 Penalty: 12484.381836 Iteration 3F: 3 clusters Score -6224936 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15472 members Mstep: Class 2 contains 11199 members Entering Unmasked Estep Score: -6225887.500000 Penalty: 12484.381836 Iteration 4F: 3 clusters Score -6225888 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16305 members Mstep: Class 2 contains 10366 members Entering Unmasked Estep Score: -6226970.500000 Penalty: 12484.381836 Iteration 5F: 3 clusters Score -6226970 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17318 members Mstep: Class 2 contains 9353 members Entering Unmasked Estep Score: -6228199.000000 Penalty: 12484.381836 Iteration 6F: 3 clusters Score -6228199 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18426 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -6229385.000000 Penalty: 12484.381836 Iteration 7F: 3 clusters Score -6229385 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19547 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -6230553.500000 Penalty: 12484.381836 Iteration 8F: 3 clusters Score -6230554 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20549 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -6231481.500000 Penalty: 12484.381836 Iteration 9Q: 3 clusters Score -6231482 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21378 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -6232254.500000 Penalty: 12484.381836 Iteration 10Q: 3 clusters Score -6232254 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22034 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -6232838.500000 Penalty: 12484.381836 Iteration 11Q: 3 clusters Score -6232838 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22539 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -6233217.000000 Penalty: 12484.381836 Iteration 12Q: 3 clusters Score -6233217 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22947 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -6233572.000000 Penalty: 12484.381836 Iteration 13Q: 3 clusters Score -6233572 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -6233827.500000 Penalty: 12484.381836 Iteration 14Q: 3 clusters Score -6233828 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23457 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -6234035.000000 Penalty: 12484.381836 Iteration 15Q: 3 clusters Score -6234035 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23634 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -6234180.500000 Penalty: 12484.381836 Iteration 16Q: 3 clusters Score -6234180 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23769 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -6234338.500000 Penalty: 12484.381836 Iteration 17Q: 3 clusters Score -6234338 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23872 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -6234495.500000 Penalty: 12484.381836 Iteration 18Q: 3 clusters Score -6234496 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23939 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -6234595.500000 Penalty: 12484.381836 Iteration 19Q: 3 clusters Score -6234596 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23991 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -6234645.500000 Penalty: 12484.381836 Iteration 20F: 3 clusters Score -6234646 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24029 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -6234683.000000 Penalty: 12484.381836 Iteration 21Q: 3 clusters Score -6234683 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24031 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -6234693.000000 Penalty: 12484.381836 Iteration 22Q: 3 clusters Score -6234693 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24038 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -6234716.500000 Penalty: 12484.381836 Iteration 23Q: 3 clusters Score -6234716 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24040 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -6234730.500000 Penalty: 12484.381836 Iteration 24Q: 3 clusters Score -6234730 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24039 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -6234724.000000 Penalty: 12484.381836 Iteration 25Q: 3 clusters Score -6234724 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24037 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -6234736.000000 Penalty: 12484.381836 Iteration 26Q: 3 clusters Score -6234736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24038 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -6234727.500000 Penalty: 12484.381836 Iteration 27Q: 3 clusters Score -6234728 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24038 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -6234726.000000 Penalty: 12484.381836 Iteration 28Q: 3 clusters Score -6234726 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24039 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -6234730.500000 Penalty: 12484.381836 Iteration 29Q: 3 clusters Score -6234730 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24042 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -6234738.500000 Penalty: 12484.381836 Iteration 30Q: 3 clusters Score -6234738 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24041 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -6234742.500000 Penalty: 12484.381836 Iteration 31Q: 3 clusters Score -6234742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24042 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -6234746.000000 Penalty: 12484.381836 Iteration 32Q: 3 clusters Score -6234746 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24041 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -6234742.500000 Penalty: 12484.381836 Iteration 33Q: 3 clusters Score -6234742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24040 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -6234745.000000 Penalty: 12484.381836 Iteration 34Q: 3 clusters Score -6234745 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24041 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -6234743.500000 Penalty: 12484.381836 Iteration 35Q: 3 clusters Score -6234744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -6234739.000000 Penalty: 12484.381836 Iteration 36Q: 3 clusters Score -6234739 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24044 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -6234741.500000 Penalty: 12484.381836 Iteration 37Q: 3 clusters Score -6234742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24044 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -6234741.500000 Penalty: 12484.381836 Iteration 38F: 3 clusters Score -6234742 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (45559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45559 members Entering Unmasked Estep Score: -10826782.000000 Penalty: 6570.142578 Iteration 0F: 2 clusters Score -1.082678e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22558 members Mstep: Class 2 contains 23001 members Entering Unmasked Estep Score: -10794286.000000 Penalty: 13140.285156 Iteration 0F: 3 clusters Score -1.079429e+07 nChanged 19797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Mstep: Class 2 contains 23634 members Entering Unmasked Estep Score: -10805346.000000 Penalty: 13140.285156 Iteration 1F: 3 clusters Score -1.080535e+07 nChanged 2990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21831 members Mstep: Class 2 contains 23728 members Entering Unmasked Estep Score: -10807502.000000 Penalty: 13140.285156 Iteration 2F: 3 clusters Score -1.08075e+07 nChanged 3076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22103 members Mstep: Class 2 contains 23456 members Entering Unmasked Estep Score: -10809718.000000 Penalty: 13140.285156 Iteration 3F: 3 clusters Score -1.080972e+07 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22703 members Mstep: Class 2 contains 22856 members Entering Unmasked Estep Score: -10811780.000000 Penalty: 13140.285156 Iteration 4F: 3 clusters Score -1.081178e+07 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23492 members Mstep: Class 2 contains 22067 members Entering Unmasked Estep Score: -10813749.000000 Penalty: 13140.285156 Iteration 5F: 3 clusters Score -1.081375e+07 nChanged 2854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24500 members Mstep: Class 2 contains 21059 members Entering Unmasked Estep Score: -10815629.000000 Penalty: 13140.285156 Iteration 6F: 3 clusters Score -1.081563e+07 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25587 members Mstep: Class 2 contains 19972 members Entering Unmasked Estep Score: -10817424.000000 Penalty: 13140.285156 Iteration 7F: 3 clusters Score -1.081742e+07 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26613 members Mstep: Class 2 contains 18946 members Entering Unmasked Estep Score: -10818867.000000 Penalty: 13140.285156 Iteration 8Q: 3 clusters Score -1.081887e+07 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27570 members Mstep: Class 2 contains 17989 members Entering Unmasked Estep Score: -10820039.000000 Penalty: 13140.285156 Iteration 9Q: 3 clusters Score -1.082004e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28353 members Mstep: Class 2 contains 17206 members Entering Unmasked Estep Score: -10820931.000000 Penalty: 13140.285156 Iteration 10Q: 3 clusters Score -1.082093e+07 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28998 members Mstep: Class 2 contains 16561 members Entering Unmasked Estep Score: -10821577.000000 Penalty: 13140.285156 Iteration 11Q: 3 clusters Score -1.082158e+07 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29552 members Mstep: Class 2 contains 16007 members Entering Unmasked Estep Score: -10822052.000000 Penalty: 13140.285156 Iteration 12Q: 3 clusters Score -1.082205e+07 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30068 members Mstep: Class 2 contains 15491 members Entering Unmasked Estep Score: -10822572.000000 Penalty: 13140.285156 Iteration 13Q: 3 clusters Score -1.082257e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30617 members Mstep: Class 2 contains 14942 members Entering Unmasked Estep Score: -10823170.000000 Penalty: 13140.285156 Iteration 14Q: 3 clusters Score -1.082317e+07 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31159 members Mstep: Class 2 contains 14400 members Entering Unmasked Estep Score: -10823724.000000 Penalty: 13140.285156 Iteration 15Q: 3 clusters Score -1.082372e+07 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31635 members Mstep: Class 2 contains 13924 members Entering Unmasked Estep Score: -10824125.000000 Penalty: 13140.285156 Iteration 16Q: 3 clusters Score -1.082412e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32047 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -10824435.000000 Penalty: 13140.285156 Iteration 17Q: 3 clusters Score -1.082444e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32376 members Mstep: Class 2 contains 13183 members Entering Unmasked Estep Score: -10824564.000000 Penalty: 13140.285156 Iteration 18Q: 3 clusters Score -1.082456e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32644 members Mstep: Class 2 contains 12915 members Entering Unmasked Estep Score: -10824692.000000 Penalty: 13140.285156 Iteration 19Q: 3 clusters Score -1.082469e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32851 members Mstep: Class 2 contains 12708 members Entering Unmasked Estep Score: -10824735.000000 Penalty: 13140.285156 Iteration 20F: 3 clusters Score -1.082474e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33026 members Mstep: Class 2 contains 12533 members Entering Unmasked Estep Score: -10824808.000000 Penalty: 13140.285156 Iteration 21Q: 3 clusters Score -1.082481e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33170 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -10824859.000000 Penalty: 13140.285156 Iteration 22Q: 3 clusters Score -1.082486e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33268 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -10824869.000000 Penalty: 13140.285156 Iteration 23Q: 3 clusters Score -1.082487e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33354 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -10824905.000000 Penalty: 13140.285156 Iteration 24Q: 3 clusters Score -1.08249e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33439 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -10824901.000000 Penalty: 13140.285156 Iteration 25Q: 3 clusters Score -1.08249e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33522 members Mstep: Class 2 contains 12037 members Entering Unmasked Estep Score: -10824885.000000 Penalty: 13140.285156 Iteration 26Q: 3 clusters Score -1.082488e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33583 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -10824907.000000 Penalty: 13140.285156 Iteration 27Q: 3 clusters Score -1.082491e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33629 members Mstep: Class 2 contains 11930 members Entering Unmasked Estep Score: -10824929.000000 Penalty: 13140.285156 Iteration 28Q: 3 clusters Score -1.082493e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33672 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -10824934.000000 Penalty: 13140.285156 Iteration 29Q: 3 clusters Score -1.082493e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33715 members Mstep: Class 2 contains 11844 members Entering Unmasked Estep Score: -10824930.000000 Penalty: 13140.285156 Iteration 30Q: 3 clusters Score -1.082493e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33752 members Mstep: Class 2 contains 11807 members Entering Unmasked Estep Score: -10824953.000000 Penalty: 13140.285156 Iteration 31Q: 3 clusters Score -1.082495e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33788 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -10824955.000000 Penalty: 13140.285156 Iteration 32Q: 3 clusters Score -1.082496e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33820 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -10824962.000000 Penalty: 13140.285156 Iteration 33Q: 3 clusters Score -1.082496e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33841 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -10824968.000000 Penalty: 13140.285156 Iteration 34Q: 3 clusters Score -1.082497e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33860 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -10824974.000000 Penalty: 13140.285156 Iteration 35Q: 3 clusters Score -1.082497e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33881 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -10824956.000000 Penalty: 13140.285156 Iteration 36Q: 3 clusters Score -1.082496e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33895 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -10824966.000000 Penalty: 13140.285156 Iteration 37Q: 3 clusters Score -1.082497e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33909 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -10824977.000000 Penalty: 13140.285156 Iteration 38Q: 3 clusters Score -1.082498e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33925 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -10824974.000000 Penalty: 13140.285156 Iteration 39Q: 3 clusters Score -1.082497e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33948 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -10824971.000000 Penalty: 13140.285156 Iteration 40F: 3 clusters Score -1.082497e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33965 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -10824964.000000 Penalty: 13140.285156 Iteration 41Q: 3 clusters Score -1.082496e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33984 members Mstep: Class 2 contains 11575 members Entering Unmasked Estep Score: -10824962.000000 Penalty: 13140.285156 Iteration 42Q: 3 clusters Score -1.082496e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34001 members Mstep: Class 2 contains 11558 members Entering Unmasked Estep Score: -10824970.000000 Penalty: 13140.285156 Iteration 43Q: 3 clusters Score -1.082497e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34022 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -10824990.000000 Penalty: 13140.285156 Iteration 44Q: 3 clusters Score -1.082499e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34046 members Mstep: Class 2 contains 11513 members Entering Unmasked Estep Score: -10824983.000000 Penalty: 13140.285156 Iteration 45Q: 3 clusters Score -1.082498e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34062 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -10824987.000000 Penalty: 13140.285156 Iteration 46Q: 3 clusters Score -1.082499e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34082 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -10824963.000000 Penalty: 13140.285156 Iteration 47Q: 3 clusters Score -1.082496e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34109 members Mstep: Class 2 contains 11450 members Entering Unmasked Estep Score: -10824968.000000 Penalty: 13140.285156 Iteration 48Q: 3 clusters Score -1.082497e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34123 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -10824970.000000 Penalty: 13140.285156 Iteration 49Q: 3 clusters Score -1.082497e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34136 members Mstep: Class 2 contains 11423 members Entering Unmasked Estep Score: -10824975.000000 Penalty: 13140.285156 Iteration 50Q: 3 clusters Score -1.082498e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34147 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -10824982.000000 Penalty: 13140.285156 Iteration 51Q: 3 clusters Score -1.082498e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34159 members Mstep: Class 2 contains 11400 members Entering Unmasked Estep Score: -10824980.000000 Penalty: 13140.285156 Iteration 52Q: 3 clusters Score -1.082498e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34167 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -10824970.000000 Penalty: 13140.285156 Iteration 53Q: 3 clusters Score -1.082497e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34176 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -10824972.000000 Penalty: 13140.285156 Iteration 54Q: 3 clusters Score -1.082497e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34185 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -10824978.000000 Penalty: 13140.285156 Iteration 55Q: 3 clusters Score -1.082498e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34191 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -10824970.000000 Penalty: 13140.285156 Iteration 56Q: 3 clusters Score -1.082497e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34200 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -10824974.000000 Penalty: 13140.285156 Iteration 57Q: 3 clusters Score -1.082497e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34206 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -10824969.000000 Penalty: 13140.285156 Iteration 58Q: 3 clusters Score -1.082497e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34210 members Mstep: Class 2 contains 11349 members Entering Unmasked Estep Score: -10824973.000000 Penalty: 13140.285156 Iteration 59Q: 3 clusters Score -1.082497e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34216 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -10824963.000000 Penalty: 13140.285156 Iteration 60F: 3 clusters Score -1.082496e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34221 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -10824977.000000 Penalty: 13140.285156 Iteration 61Q: 3 clusters Score -1.082498e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34228 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -10824960.000000 Penalty: 13140.285156 Iteration 62Q: 3 clusters Score -1.082496e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34238 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -10824981.000000 Penalty: 13140.285156 Iteration 63Q: 3 clusters Score -1.082498e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34252 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -10824991.000000 Penalty: 13140.285156 Iteration 64Q: 3 clusters Score -1.082499e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34268 members Mstep: Class 2 contains 11291 members Entering Unmasked Estep Score: -10824974.000000 Penalty: 13140.285156 Iteration 65Q: 3 clusters Score -1.082497e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34278 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -10824979.000000 Penalty: 13140.285156 Iteration 66Q: 3 clusters Score -1.082498e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34290 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -10824961.000000 Penalty: 13140.285156 Iteration 67Q: 3 clusters Score -1.082496e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34307 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -10824967.000000 Penalty: 13140.285156 Iteration 68Q: 3 clusters Score -1.082497e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34321 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -10824976.000000 Penalty: 13140.285156 Iteration 69Q: 3 clusters Score -1.082498e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34339 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -10824974.000000 Penalty: 13140.285156 Iteration 70Q: 3 clusters Score -1.082497e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34355 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -10824983.000000 Penalty: 13140.285156 Iteration 71Q: 3 clusters Score -1.082498e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34374 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -10824991.000000 Penalty: 13140.285156 Iteration 72Q: 3 clusters Score -1.082499e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34392 members Mstep: Class 2 contains 11167 members Entering Unmasked Estep Score: -10824987.000000 Penalty: 13140.285156 Iteration 73Q: 3 clusters Score -1.082499e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34402 members Mstep: Class 2 contains 11157 members Entering Unmasked Estep Score: -10824979.000000 Penalty: 13140.285156 Iteration 74Q: 3 clusters Score -1.082498e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34416 members Mstep: Class 2 contains 11143 members Entering Unmasked Estep Score: -10825007.000000 Penalty: 13140.285156 Iteration 75Q: 3 clusters Score -1.082501e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34427 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -10824982.000000 Penalty: 13140.285156 Iteration 76Q: 3 clusters Score -1.082498e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34448 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -10824978.000000 Penalty: 13140.285156 Iteration 77Q: 3 clusters Score -1.082498e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34466 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -10824987.000000 Penalty: 13140.285156 Iteration 78Q: 3 clusters Score -1.082499e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34481 members Mstep: Class 2 contains 11078 members Entering Unmasked Estep Score: -10824982.000000 Penalty: 13140.285156 Iteration 79Q: 3 clusters Score -1.082498e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34499 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -10824983.000000 Penalty: 13140.285156 Iteration 80F: 3 clusters Score -1.082498e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34523 members Mstep: Class 2 contains 11036 members Entering Unmasked Estep Score: -10824981.000000 Penalty: 13140.285156 Iteration 81Q: 3 clusters Score -1.082498e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34541 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -10824981.000000 Penalty: 13140.285156 Iteration 82Q: 3 clusters Score -1.082498e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34550 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -10824997.000000 Penalty: 13140.285156 Iteration 83Q: 3 clusters Score -1.0825e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34564 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -10824995.000000 Penalty: 13140.285156 Iteration 84Q: 3 clusters Score -1.0825e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34571 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -10825009.000000 Penalty: 13140.285156 Iteration 85Q: 3 clusters Score -1.082501e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34581 members Mstep: Class 2 contains 10978 members Entering Unmasked Estep Score: -10825007.000000 Penalty: 13140.285156 Iteration 86Q: 3 clusters Score -1.082501e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34588 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -10824995.000000 Penalty: 13140.285156 Iteration 87Q: 3 clusters Score -1.0825e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34594 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -10825001.000000 Penalty: 13140.285156 Iteration 88Q: 3 clusters Score -1.0825e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34603 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -10825006.000000 Penalty: 13140.285156 Iteration 89Q: 3 clusters Score -1.082501e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34605 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -10825002.000000 Penalty: 13140.285156 Iteration 90Q: 3 clusters Score -1.0825e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34606 members Mstep: Class 2 contains 10953 members Entering Unmasked Estep Score: -10824996.000000 Penalty: 13140.285156 Iteration 91Q: 3 clusters Score -1.0825e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34606 members Mstep: Class 2 contains 10953 members Entering Unmasked Estep Score: -10824996.000000 Penalty: 13140.285156 Iteration 92F: 3 clusters Score -1.0825e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Entering Unmasked Estep Score: -2285829.500000 Penalty: 5624.316895 Iteration 0F: 2 clusters Score -2285830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -2275804.500000 Penalty: 11248.633789 Iteration 0F: 3 clusters Score -2275804 nChanged 3518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -2277843.500000 Penalty: 11248.633789 Iteration 1F: 3 clusters Score -2277844 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -2278249.250000 Penalty: 11248.633789 Iteration 2F: 3 clusters Score -2278249 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -2278493.250000 Penalty: 11248.633789 Iteration 3Q: 3 clusters Score -2278493 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -2278667.500000 Penalty: 11248.633789 Iteration 4Q: 3 clusters Score -2278668 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -2278787.500000 Penalty: 11248.633789 Iteration 5Q: 3 clusters Score -2278788 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -2278882.250000 Penalty: 11248.633789 Iteration 6Q: 3 clusters Score -2278882 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -2278967.500000 Penalty: 11248.633789 Iteration 7Q: 3 clusters Score -2278968 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -2279050.000000 Penalty: 11248.633789 Iteration 8Q: 3 clusters Score -2279050 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -2279140.750000 Penalty: 11248.633789 Iteration 9Q: 3 clusters Score -2279141 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -2279272.750000 Penalty: 11248.633789 Iteration 10Q: 3 clusters Score -2279273 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -2279469.750000 Penalty: 11248.633789 Iteration 11Q: 3 clusters Score -2279470 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -2279773.000000 Penalty: 11248.633789 Iteration 12Q: 3 clusters Score -2279773 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -2280217.500000 Penalty: 11248.633789 Iteration 13Q: 3 clusters Score -2280218 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -2280878.750000 Penalty: 11248.633789 Iteration 14F: 3 clusters Score -2280879 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -2281713.750000 Penalty: 11248.633789 Iteration 15F: 3 clusters Score -2281714 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -2282481.500000 Penalty: 11248.633789 Iteration 16F: 3 clusters Score -2282482 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -2283015.750000 Penalty: 11248.633789 Iteration 17Q: 3 clusters Score -2283016 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -2283257.250000 Penalty: 11248.633789 Iteration 18Q: 3 clusters Score -2283257 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -2283363.500000 Penalty: 11248.633789 Iteration 19Q: 3 clusters Score -2283364 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -2283417.750000 Penalty: 11248.633789 Iteration 20F: 3 clusters Score -2283418 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -2283459.500000 Penalty: 11248.633789 Iteration 21Q: 3 clusters Score -2283460 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -2283486.750000 Penalty: 11248.633789 Iteration 22Q: 3 clusters Score -2283487 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -2283494.750000 Penalty: 11248.633789 Iteration 23Q: 3 clusters Score -2283495 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -2283505.750000 Penalty: 11248.633789 Iteration 24Q: 3 clusters Score -2283506 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -2283509.000000 Penalty: 11248.633789 Iteration 25Q: 3 clusters Score -2283509 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -2283515.750000 Penalty: 11248.633789 Iteration 26Q: 3 clusters Score -2283516 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -2283515.250000 Penalty: 11248.633789 Iteration 27Q: 3 clusters Score -2283515 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -2283521.000000 Penalty: 11248.633789 Iteration 28Q: 3 clusters Score -2283521 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -2283519.000000 Penalty: 11248.633789 Iteration 29Q: 3 clusters Score -2283519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -2283518.000000 Penalty: 11248.633789 Iteration 30Q: 3 clusters Score -2283518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -2283517.750000 Penalty: 11248.633789 Iteration 31Q: 3 clusters Score -2283518 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -2283518.750000 Penalty: 11248.633789 Iteration 32Q: 3 clusters Score -2283519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -2283519.000000 Penalty: 11248.633789 Iteration 33Q: 3 clusters Score -2283519 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -2283524.500000 Penalty: 11248.633789 Iteration 34Q: 3 clusters Score -2283524 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -2283525.500000 Penalty: 11248.633789 Iteration 35Q: 3 clusters Score -2283526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -2283523.000000 Penalty: 11248.633789 Iteration 36Q: 3 clusters Score -2283523 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -2283521.500000 Penalty: 11248.633789 Iteration 37Q: 3 clusters Score -2283522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -2283521.250000 Penalty: 11248.633789 Iteration 38Q: 3 clusters Score -2283521 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -2283521.250000 Penalty: 11248.633789 Iteration 39F: 3 clusters Score -2283521 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (14270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Entering Unmasked Estep Score: -3365100.250000 Penalty: 5859.123047 Iteration 0F: 2 clusters Score -3365100 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -3352184.250000 Penalty: 11718.246094 Iteration 0F: 3 clusters Score -3352184 nChanged 5534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -3355245.500000 Penalty: 11718.246094 Iteration 1F: 3 clusters Score -3355246 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -3355772.250000 Penalty: 11718.246094 Iteration 2F: 3 clusters Score -3355772 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -3356125.250000 Penalty: 11718.246094 Iteration 3Q: 3 clusters Score -3356125 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -3356360.500000 Penalty: 11718.246094 Iteration 4Q: 3 clusters Score -3356360 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -3356552.250000 Penalty: 11718.246094 Iteration 5Q: 3 clusters Score -3356552 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -3356727.000000 Penalty: 11718.246094 Iteration 6Q: 3 clusters Score -3356727 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -3356853.000000 Penalty: 11718.246094 Iteration 7Q: 3 clusters Score -3356853 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -3357022.500000 Penalty: 11718.246094 Iteration 8Q: 3 clusters Score -3357022 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -3357148.750000 Penalty: 11718.246094 Iteration 9Q: 3 clusters Score -3357149 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -3357279.000000 Penalty: 11718.246094 Iteration 10Q: 3 clusters Score -3357279 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -3357408.750000 Penalty: 11718.246094 Iteration 11Q: 3 clusters Score -3357409 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -3357549.750000 Penalty: 11718.246094 Iteration 12Q: 3 clusters Score -3357550 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -3357696.000000 Penalty: 11718.246094 Iteration 13Q: 3 clusters Score -3357696 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10055 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -3357850.750000 Penalty: 11718.246094 Iteration 14Q: 3 clusters Score -3357851 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -3358032.750000 Penalty: 11718.246094 Iteration 15Q: 3 clusters Score -3358033 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -3358196.250000 Penalty: 11718.246094 Iteration 16Q: 3 clusters Score -3358196 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -3358373.500000 Penalty: 11718.246094 Iteration 17Q: 3 clusters Score -3358374 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11157 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -3358558.000000 Penalty: 11718.246094 Iteration 18Q: 3 clusters Score -3358558 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11424 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -3358749.750000 Penalty: 11718.246094 Iteration 19Q: 3 clusters Score -3358750 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -3358920.500000 Penalty: 11718.246094 Iteration 20F: 3 clusters Score -3358920 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -3359083.500000 Penalty: 11718.246094 Iteration 21Q: 3 clusters Score -3359084 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12137 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -3359237.750000 Penalty: 11718.246094 Iteration 22Q: 3 clusters Score -3359238 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12324 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -3359381.250000 Penalty: 11718.246094 Iteration 23Q: 3 clusters Score -3359381 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -3359542.500000 Penalty: 11718.246094 Iteration 24Q: 3 clusters Score -3359542 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12634 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -3359656.750000 Penalty: 11718.246094 Iteration 25Q: 3 clusters Score -3359657 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -3359761.750000 Penalty: 11718.246094 Iteration 26Q: 3 clusters Score -3359762 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12842 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -3359829.000000 Penalty: 11718.246094 Iteration 27Q: 3 clusters Score -3359829 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12927 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -3359910.750000 Penalty: 11718.246094 Iteration 28Q: 3 clusters Score -3359911 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -3359975.500000 Penalty: 11718.246094 Iteration 29Q: 3 clusters Score -3359976 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -3360033.500000 Penalty: 11718.246094 Iteration 30Q: 3 clusters Score -3360034 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -3360071.500000 Penalty: 11718.246094 Iteration 31Q: 3 clusters Score -3360072 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -3360092.750000 Penalty: 11718.246094 Iteration 32Q: 3 clusters Score -3360093 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13123 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -3360107.750000 Penalty: 11718.246094 Iteration 33Q: 3 clusters Score -3360108 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13140 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -3360129.500000 Penalty: 11718.246094 Iteration 34Q: 3 clusters Score -3360130 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13154 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -3360145.000000 Penalty: 11718.246094 Iteration 35Q: 3 clusters Score -3360145 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3360160.500000 Penalty: 11718.246094 Iteration 36Q: 3 clusters Score -3360160 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13191 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -3360172.500000 Penalty: 11718.246094 Iteration 37Q: 3 clusters Score -3360172 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -3360191.750000 Penalty: 11718.246094 Iteration 38Q: 3 clusters Score -3360192 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13218 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -3360195.500000 Penalty: 11718.246094 Iteration 39Q: 3 clusters Score -3360196 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13223 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -3360203.750000 Penalty: 11718.246094 Iteration 40F: 3 clusters Score -3360204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13228 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -3360215.500000 Penalty: 11718.246094 Iteration 41Q: 3 clusters Score -3360216 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13236 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -3360230.250000 Penalty: 11718.246094 Iteration 42Q: 3 clusters Score -3360230 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13246 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -3360238.750000 Penalty: 11718.246094 Iteration 43Q: 3 clusters Score -3360239 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13254 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -3360244.250000 Penalty: 11718.246094 Iteration 44Q: 3 clusters Score -3360244 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13260 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -3360243.000000 Penalty: 11718.246094 Iteration 45Q: 3 clusters Score -3360243 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -3360249.250000 Penalty: 11718.246094 Iteration 46Q: 3 clusters Score -3360249 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -3360259.750000 Penalty: 11718.246094 Iteration 47Q: 3 clusters Score -3360260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -3360260.000000 Penalty: 11718.246094 Iteration 48Q: 3 clusters Score -3360260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -3360262.500000 Penalty: 11718.246094 Iteration 49Q: 3 clusters Score -3360262 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13270 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -3360276.000000 Penalty: 11718.246094 Iteration 50Q: 3 clusters Score -3360276 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13275 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -3360273.500000 Penalty: 11718.246094 Iteration 51Q: 3 clusters Score -3360274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -3360273.750000 Penalty: 11718.246094 Iteration 52Q: 3 clusters Score -3360274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13281 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -3360276.500000 Penalty: 11718.246094 Iteration 53Q: 3 clusters Score -3360276 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -3360275.500000 Penalty: 11718.246094 Iteration 54Q: 3 clusters Score -3360276 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13285 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -3360284.000000 Penalty: 11718.246094 Iteration 55Q: 3 clusters Score -3360284 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13285 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -3360284.000000 Penalty: 11718.246094 Iteration 56F: 3 clusters Score -3360284 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (117680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117680 members Entering Unmasked Estep Score: -27705904.000000 Penalty: 7151.380859 Iteration 0F: 2 clusters Score -2.77059e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58574 members Mstep: Class 2 contains 59106 members Entering Unmasked Estep Score: -27627546.000000 Penalty: 14302.761719 Iteration 0F: 3 clusters Score -2.762755e+07 nChanged 54387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56443 members Mstep: Class 2 contains 61237 members Entering Unmasked Estep Score: -27657524.000000 Penalty: 14302.761719 Iteration 1F: 3 clusters Score -2.765752e+07 nChanged 4788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55067 members Mstep: Class 2 contains 62613 members Entering Unmasked Estep Score: -27658806.000000 Penalty: 14302.761719 Iteration 2Q: 3 clusters Score -2.765881e+07 nChanged 4653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53000 members Mstep: Class 2 contains 64680 members Entering Unmasked Estep Score: -27660214.000000 Penalty: 14302.761719 Iteration 3Q: 3 clusters Score -2.766021e+07 nChanged 4707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50165 members Mstep: Class 2 contains 67515 members Entering Unmasked Estep Score: -27662134.000000 Penalty: 14302.761719 Iteration 4Q: 3 clusters Score -2.766213e+07 nChanged 5265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46104 members Mstep: Class 2 contains 71576 members Entering Unmasked Estep Score: -27664320.000000 Penalty: 14302.761719 Iteration 5Q: 3 clusters Score -2.766432e+07 nChanged 5984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40804 members Mstep: Class 2 contains 76876 members Entering Unmasked Estep Score: -27667716.000000 Penalty: 14302.761719 Iteration 6F: 3 clusters Score -2.766772e+07 nChanged 7103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34043 members Mstep: Class 2 contains 83637 members Entering Unmasked Estep Score: -27672248.000000 Penalty: 14302.761719 Iteration 7F: 3 clusters Score -2.767225e+07 nChanged 8015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26178 members Mstep: Class 2 contains 91502 members Entering Unmasked Estep Score: -27677882.000000 Penalty: 14302.761719 Iteration 8F: 3 clusters Score -2.767788e+07 nChanged 8101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18115 members Mstep: Class 2 contains 99565 members Entering Unmasked Estep Score: -27684532.000000 Penalty: 14302.761719 Iteration 9F: 3 clusters Score -2.768453e+07 nChanged 7185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 106742 members Entering Unmasked Estep Score: -27690574.000000 Penalty: 14302.761719 Iteration 10F: 3 clusters Score -2.769057e+07 nChanged 5223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 111939 members Entering Unmasked Estep Score: -27695342.000000 Penalty: 14302.761719 Iteration 11Q: 3 clusters Score -2.769534e+07 nChanged 2880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 114811 members Entering Unmasked Estep Score: -27697738.000000 Penalty: 14302.761719 Iteration 12Q: 3 clusters Score -2.769774e+07 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 116017 members Entering Unmasked Estep Score: -27698878.000000 Penalty: 14302.761719 Iteration 13Q: 3 clusters Score -2.769888e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 116512 members Entering Unmasked Estep Score: -27699346.000000 Penalty: 14302.761719 Iteration 14Q: 3 clusters Score -2.769935e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 116736 members Entering Unmasked Estep Score: -27699616.000000 Penalty: 14302.761719 Iteration 15Q: 3 clusters Score -2.769962e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 116842 members Entering Unmasked Estep Score: -27699724.000000 Penalty: 14302.761719 Iteration 16Q: 3 clusters Score -2.769972e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 116893 members Entering Unmasked Estep Score: -27699820.000000 Penalty: 14302.761719 Iteration 17Q: 3 clusters Score -2.769982e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 116929 members Entering Unmasked Estep Score: -27699878.000000 Penalty: 14302.761719 Iteration 18Q: 3 clusters Score -2.769988e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 116947 members Entering Unmasked Estep Score: -27699878.000000 Penalty: 14302.761719 Iteration 19Q: 3 clusters Score -2.769988e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 116959 members Entering Unmasked Estep Score: -27699872.000000 Penalty: 14302.761719 Iteration 20F: 3 clusters Score -2.769987e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 116969 members Entering Unmasked Estep Score: -27699888.000000 Penalty: 14302.761719 Iteration 21Q: 3 clusters Score -2.769989e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 116975 members Entering Unmasked Estep Score: -27699904.000000 Penalty: 14302.761719 Iteration 22Q: 3 clusters Score -2.76999e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 116979 members Entering Unmasked Estep Score: -27699894.000000 Penalty: 14302.761719 Iteration 23Q: 3 clusters Score -2.769989e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 116980 members Entering Unmasked Estep Score: -27699896.000000 Penalty: 14302.761719 Iteration 24Q: 3 clusters Score -2.76999e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 116984 members Entering Unmasked Estep Score: -27699882.000000 Penalty: 14302.761719 Iteration 25Q: 3 clusters Score -2.769988e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 116987 members Entering Unmasked Estep Score: -27699904.000000 Penalty: 14302.761719 Iteration 26Q: 3 clusters Score -2.76999e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 116991 members Entering Unmasked Estep Score: -27699910.000000 Penalty: 14302.761719 Iteration 27Q: 3 clusters Score -2.769991e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 116993 members Entering Unmasked Estep Score: -27699912.000000 Penalty: 14302.761719 Iteration 28Q: 3 clusters Score -2.769991e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 116997 members Entering Unmasked Estep Score: -27699920.000000 Penalty: 14302.761719 Iteration 29Q: 3 clusters Score -2.769992e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 117000 members Entering Unmasked Estep Score: -27699920.000000 Penalty: 14302.761719 Iteration 30Q: 3 clusters Score -2.769992e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 117006 members Entering Unmasked Estep Score: -27699914.000000 Penalty: 14302.761719 Iteration 31Q: 3 clusters Score -2.769991e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 117008 members Entering Unmasked Estep Score: -27699916.000000 Penalty: 14302.761719 Iteration 32Q: 3 clusters Score -2.769992e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 117011 members Entering Unmasked Estep Score: -27699912.000000 Penalty: 14302.761719 Iteration 33Q: 3 clusters Score -2.769991e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 117012 members Entering Unmasked Estep Score: -27699924.000000 Penalty: 14302.761719 Iteration 34Q: 3 clusters Score -2.769992e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 117012 members Entering Unmasked Estep Score: -27699924.000000 Penalty: 14302.761719 Iteration 35F: 3 clusters Score -2.769992e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (20149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20149 members Entering Unmasked Estep Score: -4587028.000000 Penalty: 6070.432129 Iteration 0F: 2 clusters Score -4587028 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -4570498.500000 Penalty: 12140.864258 Iteration 0F: 3 clusters Score -4570498 nChanged 8157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -4575558.500000 Penalty: 12140.864258 Iteration 1F: 3 clusters Score -4575558 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -4577691.500000 Penalty: 12140.864258 Iteration 2F: 3 clusters Score -4577692 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -4580219.500000 Penalty: 12140.864258 Iteration 3F: 3 clusters Score -4580220 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11025 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -4582997.000000 Penalty: 12140.864258 Iteration 4F: 3 clusters Score -4582997 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -4585553.000000 Penalty: 12140.864258 Iteration 5F: 3 clusters Score -4585553 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11417 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -4586773.000000 Penalty: 12140.864258 Iteration 6F: 3 clusters Score -4586773 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11381 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -4587222.000000 Penalty: 12140.864258 Iteration 7Q: 3 clusters Score -4587222 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 8903 members Entering Unmasked Estep Score: -4587374.000000 Penalty: 12140.864258 Iteration 8Q: 3 clusters Score -4587374 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -4587476.000000 Penalty: 12140.864258 Iteration 9Q: 3 clusters Score -4587476 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -4587517.500000 Penalty: 12140.864258 Iteration 10Q: 3 clusters Score -4587518 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10931 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -4587537.500000 Penalty: 12140.864258 Iteration 11Q: 3 clusters Score -4587538 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10875 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -4587566.500000 Penalty: 12140.864258 Iteration 12Q: 3 clusters Score -4587566 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -4587558.000000 Penalty: 12140.864258 Iteration 13Q: 3 clusters Score -4587558 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -4587569.000000 Penalty: 12140.864258 Iteration 14Q: 3 clusters Score -4587569 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -4587582.000000 Penalty: 12140.864258 Iteration 15Q: 3 clusters Score -4587582 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 9401 members Entering Unmasked Estep Score: -4587578.000000 Penalty: 12140.864258 Iteration 16Q: 3 clusters Score -4587578 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10726 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -4587579.500000 Penalty: 12140.864258 Iteration 17Q: 3 clusters Score -4587580 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -4587588.000000 Penalty: 12140.864258 Iteration 18Q: 3 clusters Score -4587588 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10691 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -4587583.500000 Penalty: 12140.864258 Iteration 19Q: 3 clusters Score -4587584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 9472 members Entering Unmasked Estep Score: -4587594.500000 Penalty: 12140.864258 Iteration 20F: 3 clusters Score -4587594 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -4587588.000000 Penalty: 12140.864258 Iteration 21Q: 3 clusters Score -4587588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -4587592.500000 Penalty: 12140.864258 Iteration 22Q: 3 clusters Score -4587592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10659 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -4587592.500000 Penalty: 12140.864258 Iteration 23Q: 3 clusters Score -4587592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -4587595.500000 Penalty: 12140.864258 Iteration 24Q: 3 clusters Score -4587596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -4587602.000000 Penalty: 12140.864258 Iteration 25Q: 3 clusters Score -4587602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 9503 members Entering Unmasked Estep Score: -4587598.500000 Penalty: 12140.864258 Iteration 26Q: 3 clusters Score -4587598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -4587595.500000 Penalty: 12140.864258 Iteration 27Q: 3 clusters Score -4587596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10637 members Mstep: Class 2 contains 9512 members Entering Unmasked Estep Score: -4587603.500000 Penalty: 12140.864258 Iteration 28Q: 3 clusters Score -4587604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10633 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -4587600.000000 Penalty: 12140.864258 Iteration 29Q: 3 clusters Score -4587600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -4587592.000000 Penalty: 12140.864258 Iteration 30Q: 3 clusters Score -4587592 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 9527 members Entering Unmasked Estep Score: -4587594.500000 Penalty: 12140.864258 Iteration 31Q: 3 clusters Score -4587594 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -4587591.000000 Penalty: 12140.864258 Iteration 32Q: 3 clusters Score -4587591 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10611 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -4587589.500000 Penalty: 12140.864258 Iteration 33Q: 3 clusters Score -4587590 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -4587596.500000 Penalty: 12140.864258 Iteration 34Q: 3 clusters Score -4587596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10606 members Mstep: Class 2 contains 9543 members Entering Unmasked Estep Score: -4587591.000000 Penalty: 12140.864258 Iteration 35Q: 3 clusters Score -4587591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -4587596.500000 Penalty: 12140.864258 Iteration 36Q: 3 clusters Score -4587596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -4587597.000000 Penalty: 12140.864258 Iteration 37Q: 3 clusters Score -4587597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -4587596.000000 Penalty: 12140.864258 Iteration 38Q: 3 clusters Score -4587596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -4587598.000000 Penalty: 12140.864258 Iteration 39Q: 3 clusters Score -4587598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -4587598.000000 Penalty: 12140.864258 Iteration 40F: 3 clusters Score -4587598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16517 members Mstep: Class 6 contains 14682 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45559 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117680 members Mstep: Class 13 contains 10601 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Mstep: Class 27 contains 9548 members Entering Unmasked Estep Score: -101702544.000000 Penalty: 214845.046875 Splitting cluster 13 changes total score from -101703976.000000 to -101702544.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (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: -101620.953125 Penalty: 3747.334717 Iteration 0F: 2 clusters Score -101621 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 237 members Entering Unmasked Estep Score: -98293.140625 Penalty: 7494.669434 Iteration 0F: 3 clusters Score -98293.14 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -98416.250000 Penalty: 7494.669434 Iteration 1Q: 3 clusters Score -98416.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -98448.148438 Penalty: 7494.669434 Iteration 2Q: 3 clusters Score -98448.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -98460.648438 Penalty: 7494.669434 Iteration 3Q: 3 clusters Score -98460.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -98460.648438 Penalty: 7494.669434 Iteration 4F: 3 clusters Score -98460.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Entering Unmasked Estep Score: -1921128.875000 Penalty: 5539.770020 Iteration 0F: 2 clusters Score -1921129 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1911815.000000 Penalty: 11079.540039 Iteration 0F: 3 clusters Score -1911815 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1913704.625000 Penalty: 11079.540039 Iteration 1F: 3 clusters Score -1913705 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1914141.500000 Penalty: 11079.540039 Iteration 2F: 3 clusters Score -1914142 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1914409.000000 Penalty: 11079.540039 Iteration 3Q: 3 clusters Score -1914409 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1914621.000000 Penalty: 11079.540039 Iteration 4Q: 3 clusters Score -1914621 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -1914774.875000 Penalty: 11079.540039 Iteration 5Q: 3 clusters Score -1914775 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1914915.250000 Penalty: 11079.540039 Iteration 6Q: 3 clusters Score -1914915 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1915050.000000 Penalty: 11079.540039 Iteration 7Q: 3 clusters Score -1915050 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1915197.875000 Penalty: 11079.540039 Iteration 8Q: 3 clusters Score -1915198 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1915334.000000 Penalty: 11079.540039 Iteration 9Q: 3 clusters Score -1915334 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -1915467.250000 Penalty: 11079.540039 Iteration 10Q: 3 clusters Score -1915467 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1915610.750000 Penalty: 11079.540039 Iteration 11Q: 3 clusters Score -1915611 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -1915736.625000 Penalty: 11079.540039 Iteration 12Q: 3 clusters Score -1915737 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1915875.250000 Penalty: 11079.540039 Iteration 13Q: 3 clusters Score -1915875 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -1915989.375000 Penalty: 11079.540039 Iteration 14Q: 3 clusters Score -1915989 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1916099.375000 Penalty: 11079.540039 Iteration 15Q: 3 clusters Score -1916099 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -1916201.375000 Penalty: 11079.540039 Iteration 16Q: 3 clusters Score -1916201 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1916308.375000 Penalty: 11079.540039 Iteration 17Q: 3 clusters Score -1916308 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1916404.875000 Penalty: 11079.540039 Iteration 18Q: 3 clusters Score -1916405 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -1916478.125000 Penalty: 11079.540039 Iteration 19Q: 3 clusters Score -1916478 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1916549.000000 Penalty: 11079.540039 Iteration 20F: 3 clusters Score -1916549 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1916616.625000 Penalty: 11079.540039 Iteration 21Q: 3 clusters Score -1916617 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -1916654.000000 Penalty: 11079.540039 Iteration 22Q: 3 clusters Score -1916654 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1916694.625000 Penalty: 11079.540039 Iteration 23Q: 3 clusters Score -1916695 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -1916732.750000 Penalty: 11079.540039 Iteration 24Q: 3 clusters Score -1916733 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -1916773.250000 Penalty: 11079.540039 Iteration 25Q: 3 clusters Score -1916773 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1916801.125000 Penalty: 11079.540039 Iteration 26Q: 3 clusters Score -1916801 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1916827.500000 Penalty: 11079.540039 Iteration 27Q: 3 clusters Score -1916828 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1916844.375000 Penalty: 11079.540039 Iteration 28Q: 3 clusters Score -1916844 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1916859.375000 Penalty: 11079.540039 Iteration 29Q: 3 clusters Score -1916859 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1916868.875000 Penalty: 11079.540039 Iteration 30Q: 3 clusters Score -1916869 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1916892.750000 Penalty: 11079.540039 Iteration 31Q: 3 clusters Score -1916893 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1916907.375000 Penalty: 11079.540039 Iteration 32Q: 3 clusters Score -1916907 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -1916919.250000 Penalty: 11079.540039 Iteration 33Q: 3 clusters Score -1916919 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1916923.875000 Penalty: 11079.540039 Iteration 34Q: 3 clusters Score -1916924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -1916926.375000 Penalty: 11079.540039 Iteration 35Q: 3 clusters Score -1916926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1916930.500000 Penalty: 11079.540039 Iteration 36Q: 3 clusters Score -1916930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1916934.375000 Penalty: 11079.540039 Iteration 37Q: 3 clusters Score -1916934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1916940.000000 Penalty: 11079.540039 Iteration 38Q: 3 clusters Score -1916940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1916940.750000 Penalty: 11079.540039 Iteration 39Q: 3 clusters Score -1916941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1916940.500000 Penalty: 11079.540039 Iteration 40F: 3 clusters Score -1916940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1916943.000000 Penalty: 11079.540039 Iteration 41Q: 3 clusters Score -1916943 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1916945.625000 Penalty: 11079.540039 Iteration 42Q: 3 clusters Score -1916946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1916945.625000 Penalty: 11079.540039 Iteration 43F: 3 clusters Score -1916946 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Entering Unmasked Estep Score: -1002145.250000 Penalty: 5125.966797 Iteration 0F: 2 clusters Score -1002145 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 2183 members Entering Unmasked Estep Score: -995471.687500 Penalty: 10251.933594 Iteration 0F: 3 clusters Score -995471.7 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -996512.937500 Penalty: 10251.933594 Iteration 1F: 3 clusters Score -996512.9 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -996817.625000 Penalty: 10251.933594 Iteration 2F: 3 clusters Score -996817.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -996985.937500 Penalty: 10251.933594 Iteration 3Q: 3 clusters Score -996985.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -997109.062500 Penalty: 10251.933594 Iteration 4Q: 3 clusters Score -997109.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -997189.500000 Penalty: 10251.933594 Iteration 5Q: 3 clusters Score -997189.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -997252.312500 Penalty: 10251.933594 Iteration 6Q: 3 clusters Score -997252.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -997289.250000 Penalty: 10251.933594 Iteration 7Q: 3 clusters Score -997289.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -997313.937500 Penalty: 10251.933594 Iteration 8Q: 3 clusters Score -997313.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -997335.562500 Penalty: 10251.933594 Iteration 9Q: 3 clusters Score -997335.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -997352.250000 Penalty: 10251.933594 Iteration 10Q: 3 clusters Score -997352.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -997367.625000 Penalty: 10251.933594 Iteration 11Q: 3 clusters Score -997367.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -997383.375000 Penalty: 10251.933594 Iteration 12Q: 3 clusters Score -997383.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -997394.250000 Penalty: 10251.933594 Iteration 13Q: 3 clusters Score -997394.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -997405.687500 Penalty: 10251.933594 Iteration 14Q: 3 clusters Score -997405.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -997415.125000 Penalty: 10251.933594 Iteration 15Q: 3 clusters Score -997415.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -997420.375000 Penalty: 10251.933594 Iteration 16Q: 3 clusters Score -997420.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -997426.812500 Penalty: 10251.933594 Iteration 17Q: 3 clusters Score -997426.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -997433.062500 Penalty: 10251.933594 Iteration 18Q: 3 clusters Score -997433.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -997438.375000 Penalty: 10251.933594 Iteration 19Q: 3 clusters Score -997438.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -997448.500000 Penalty: 10251.933594 Iteration 20F: 3 clusters Score -997448.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -997455.812500 Penalty: 10251.933594 Iteration 21Q: 3 clusters Score -997455.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -997455.312500 Penalty: 10251.933594 Iteration 22Q: 3 clusters Score -997455.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -997455.875000 Penalty: 10251.933594 Iteration 23Q: 3 clusters Score -997455.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -997455.875000 Penalty: 10251.933594 Iteration 24F: 3 clusters Score -997455.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (47652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47652 members Entering Unmasked Estep Score: -11372068.000000 Penalty: 6597.653809 Iteration 0F: 2 clusters Score -1.137207e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23820 members Mstep: Class 2 contains 23832 members Entering Unmasked Estep Score: -11338100.000000 Penalty: 13195.307617 Iteration 0F: 3 clusters Score -1.13381e+07 nChanged 20905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23739 members Mstep: Class 2 contains 23913 members Entering Unmasked Estep Score: -11349200.000000 Penalty: 13195.307617 Iteration 1F: 3 clusters Score -1.13492e+07 nChanged 2485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23682 members Mstep: Class 2 contains 23970 members Entering Unmasked Estep Score: -11350035.000000 Penalty: 13195.307617 Iteration 2F: 3 clusters Score -1.135004e+07 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 24041 members Entering Unmasked Estep Score: -11350629.000000 Penalty: 13195.307617 Iteration 3Q: 3 clusters Score -1.135063e+07 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23534 members Mstep: Class 2 contains 24118 members Entering Unmasked Estep Score: -11351177.000000 Penalty: 13195.307617 Iteration 4Q: 3 clusters Score -1.135118e+07 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23423 members Mstep: Class 2 contains 24229 members Entering Unmasked Estep Score: -11351607.000000 Penalty: 13195.307617 Iteration 5Q: 3 clusters Score -1.135161e+07 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23262 members Mstep: Class 2 contains 24390 members Entering Unmasked Estep Score: -11351924.000000 Penalty: 13195.307617 Iteration 6Q: 3 clusters Score -1.135192e+07 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23108 members Mstep: Class 2 contains 24544 members Entering Unmasked Estep Score: -11352163.000000 Penalty: 13195.307617 Iteration 7Q: 3 clusters Score -1.135216e+07 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22905 members Mstep: Class 2 contains 24747 members Entering Unmasked Estep Score: -11352477.000000 Penalty: 13195.307617 Iteration 8Q: 3 clusters Score -1.135248e+07 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22682 members Mstep: Class 2 contains 24970 members Entering Unmasked Estep Score: -11352670.000000 Penalty: 13195.307617 Iteration 9Q: 3 clusters Score -1.135267e+07 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22422 members Mstep: Class 2 contains 25230 members Entering Unmasked Estep Score: -11352826.000000 Penalty: 13195.307617 Iteration 10Q: 3 clusters Score -1.135283e+07 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22112 members Mstep: Class 2 contains 25540 members Entering Unmasked Estep Score: -11353085.000000 Penalty: 13195.307617 Iteration 11Q: 3 clusters Score -1.135308e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21702 members Mstep: Class 2 contains 25950 members Entering Unmasked Estep Score: -11353328.000000 Penalty: 13195.307617 Iteration 12Q: 3 clusters Score -1.135333e+07 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21205 members Mstep: Class 2 contains 26447 members Entering Unmasked Estep Score: -11353583.000000 Penalty: 13195.307617 Iteration 13Q: 3 clusters Score -1.135358e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20587 members Mstep: Class 2 contains 27065 members Entering Unmasked Estep Score: -11353843.000000 Penalty: 13195.307617 Iteration 14Q: 3 clusters Score -1.135384e+07 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19790 members Mstep: Class 2 contains 27862 members Entering Unmasked Estep Score: -11354159.000000 Penalty: 13195.307617 Iteration 15Q: 3 clusters Score -1.135416e+07 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18760 members Mstep: Class 2 contains 28892 members Entering Unmasked Estep Score: -11354535.000000 Penalty: 13195.307617 Iteration 16Q: 3 clusters Score -1.135454e+07 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17507 members Mstep: Class 2 contains 30145 members Entering Unmasked Estep Score: -11355145.000000 Penalty: 13195.307617 Iteration 17Q: 3 clusters Score -1.135514e+07 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16037 members Mstep: Class 2 contains 31615 members Entering Unmasked Estep Score: -11355939.000000 Penalty: 13195.307617 Iteration 18Q: 3 clusters Score -1.135594e+07 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14334 members Mstep: Class 2 contains 33318 members Entering Unmasked Estep Score: -11356960.000000 Penalty: 13195.307617 Iteration 19Q: 3 clusters Score -1.135696e+07 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 35346 members Entering Unmasked Estep Score: -11358163.000000 Penalty: 13195.307617 Iteration 20F: 3 clusters Score -1.135816e+07 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10210 members Mstep: Class 2 contains 37442 members Entering Unmasked Estep Score: -11359516.000000 Penalty: 13195.307617 Iteration 21Q: 3 clusters Score -1.135952e+07 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 39478 members Entering Unmasked Estep Score: -11360888.000000 Penalty: 13195.307617 Iteration 22Q: 3 clusters Score -1.136089e+07 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 41293 members Entering Unmasked Estep Score: -11362191.000000 Penalty: 13195.307617 Iteration 23Q: 3 clusters Score -1.136219e+07 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 42784 members Entering Unmasked Estep Score: -11363285.000000 Penalty: 13195.307617 Iteration 24Q: 3 clusters Score -1.136328e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 43925 members Entering Unmasked Estep Score: -11364108.000000 Penalty: 13195.307617 Iteration 25Q: 3 clusters Score -1.136411e+07 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 44764 members Entering Unmasked Estep Score: -11364661.000000 Penalty: 13195.307617 Iteration 26Q: 3 clusters Score -1.136466e+07 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 45356 members Entering Unmasked Estep Score: -11365151.000000 Penalty: 13195.307617 Iteration 27Q: 3 clusters Score -1.136515e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 45737 members Entering Unmasked Estep Score: -11365430.000000 Penalty: 13195.307617 Iteration 28Q: 3 clusters Score -1.136543e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 46013 members Entering Unmasked Estep Score: -11365666.000000 Penalty: 13195.307617 Iteration 29Q: 3 clusters Score -1.136567e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 46204 members Entering Unmasked Estep Score: -11365852.000000 Penalty: 13195.307617 Iteration 30Q: 3 clusters Score -1.136585e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 46356 members Entering Unmasked Estep Score: -11365965.000000 Penalty: 13195.307617 Iteration 31Q: 3 clusters Score -1.136596e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 46458 members Entering Unmasked Estep Score: -11366049.000000 Penalty: 13195.307617 Iteration 32Q: 3 clusters Score -1.136605e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 46527 members Entering Unmasked Estep Score: -11366134.000000 Penalty: 13195.307617 Iteration 33Q: 3 clusters Score -1.136613e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 46577 members Entering Unmasked Estep Score: -11366178.000000 Penalty: 13195.307617 Iteration 34Q: 3 clusters Score -1.136618e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 46615 members Entering Unmasked Estep Score: -11366198.000000 Penalty: 13195.307617 Iteration 35Q: 3 clusters Score -1.13662e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 46638 members Entering Unmasked Estep Score: -11366234.000000 Penalty: 13195.307617 Iteration 36Q: 3 clusters Score -1.136623e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 46664 members Entering Unmasked Estep Score: -11366286.000000 Penalty: 13195.307617 Iteration 37Q: 3 clusters Score -1.136629e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 46695 members Entering Unmasked Estep Score: -11366304.000000 Penalty: 13195.307617 Iteration 38Q: 3 clusters Score -1.13663e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 46718 members Entering Unmasked Estep Score: -11366316.000000 Penalty: 13195.307617 Iteration 39Q: 3 clusters Score -1.136632e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 46731 members Entering Unmasked Estep Score: -11366323.000000 Penalty: 13195.307617 Iteration 40F: 3 clusters Score -1.136632e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 46734 members Entering Unmasked Estep Score: -11366340.000000 Penalty: 13195.307617 Iteration 41Q: 3 clusters Score -1.136634e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 46741 members Entering Unmasked Estep Score: -11366344.000000 Penalty: 13195.307617 Iteration 42Q: 3 clusters Score -1.136634e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 46743 members Entering Unmasked Estep Score: -11366335.000000 Penalty: 13195.307617 Iteration 43Q: 3 clusters Score -1.136634e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 46748 members Entering Unmasked Estep Score: -11366331.000000 Penalty: 13195.307617 Iteration 44Q: 3 clusters Score -1.136633e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 46754 members Entering Unmasked Estep Score: -11366353.000000 Penalty: 13195.307617 Iteration 45Q: 3 clusters Score -1.136635e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 46760 members Entering Unmasked Estep Score: -11366362.000000 Penalty: 13195.307617 Iteration 46Q: 3 clusters Score -1.136636e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 46766 members Entering Unmasked Estep Score: -11366370.000000 Penalty: 13195.307617 Iteration 47Q: 3 clusters Score -1.136637e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 46768 members Entering Unmasked Estep Score: -11366360.000000 Penalty: 13195.307617 Iteration 48Q: 3 clusters Score -1.136636e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 46769 members Entering Unmasked Estep Score: -11366364.000000 Penalty: 13195.307617 Iteration 49Q: 3 clusters Score -1.136636e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 46773 members Entering Unmasked Estep Score: -11366367.000000 Penalty: 13195.307617 Iteration 50Q: 3 clusters Score -1.136637e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 46777 members Entering Unmasked Estep Score: -11366374.000000 Penalty: 13195.307617 Iteration 51Q: 3 clusters Score -1.136637e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 46779 members Entering Unmasked Estep Score: -11366378.000000 Penalty: 13195.307617 Iteration 52Q: 3 clusters Score -1.136638e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 46780 members Entering Unmasked Estep Score: -11366373.000000 Penalty: 13195.307617 Iteration 53Q: 3 clusters Score -1.136637e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 46781 members Entering Unmasked Estep Score: -11366379.000000 Penalty: 13195.307617 Iteration 54Q: 3 clusters Score -1.136638e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 46783 members Entering Unmasked Estep Score: -11366380.000000 Penalty: 13195.307617 Iteration 55Q: 3 clusters Score -1.136638e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 46784 members Entering Unmasked Estep Score: -11366381.000000 Penalty: 13195.307617 Iteration 56Q: 3 clusters Score -1.136638e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 46784 members Entering Unmasked Estep Score: -11366381.000000 Penalty: 13195.307617 Iteration 57F: 3 clusters Score -1.136638e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (19863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19863 members Entering Unmasked Estep Score: -4609445.500000 Penalty: 6061.676270 Iteration 0F: 2 clusters Score -4609446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -4593101.000000 Penalty: 12123.352539 Iteration 0F: 3 clusters Score -4593101 nChanged 8120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9814 members Mstep: Class 2 contains 10049 members Entering Unmasked Estep Score: -4597567.000000 Penalty: 12123.352539 Iteration 1F: 3 clusters Score -4597567 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -4598562.500000 Penalty: 12123.352539 Iteration 2F: 3 clusters Score -4598562 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -4599481.000000 Penalty: 12123.352539 Iteration 3F: 3 clusters Score -4599481 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -4600387.000000 Penalty: 12123.352539 Iteration 4F: 3 clusters Score -4600387 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -4601098.000000 Penalty: 12123.352539 Iteration 5F: 3 clusters Score -4601098 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -4601687.000000 Penalty: 12123.352539 Iteration 6Q: 3 clusters Score -4601687 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 10925 members Entering Unmasked Estep Score: -4602115.500000 Penalty: 12123.352539 Iteration 7Q: 3 clusters Score -4602116 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -4602479.000000 Penalty: 12123.352539 Iteration 8Q: 3 clusters Score -4602479 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8303 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -4602728.000000 Penalty: 12123.352539 Iteration 9Q: 3 clusters Score -4602728 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -4603005.000000 Penalty: 12123.352539 Iteration 10Q: 3 clusters Score -4603005 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -4603277.000000 Penalty: 12123.352539 Iteration 11Q: 3 clusters Score -4603277 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 13062 members Entering Unmasked Estep Score: -4603591.500000 Penalty: 12123.352539 Iteration 12Q: 3 clusters Score -4603592 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 13661 members Entering Unmasked Estep Score: -4603914.000000 Penalty: 12123.352539 Iteration 13Q: 3 clusters Score -4603914 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 14263 members Entering Unmasked Estep Score: -4604266.000000 Penalty: 12123.352539 Iteration 14Q: 3 clusters Score -4604266 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 14864 members Entering Unmasked Estep Score: -4604648.000000 Penalty: 12123.352539 Iteration 15Q: 3 clusters Score -4604648 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 15462 members Entering Unmasked Estep Score: -4605021.500000 Penalty: 12123.352539 Iteration 16Q: 3 clusters Score -4605022 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 15987 members Entering Unmasked Estep Score: -4605385.500000 Penalty: 12123.352539 Iteration 17Q: 3 clusters Score -4605386 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 16447 members Entering Unmasked Estep Score: -4605641.500000 Penalty: 12123.352539 Iteration 18Q: 3 clusters Score -4605642 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 16797 members Entering Unmasked Estep Score: -4605855.500000 Penalty: 12123.352539 Iteration 19Q: 3 clusters Score -4605856 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -4606046.500000 Penalty: 12123.352539 Iteration 20F: 3 clusters Score -4606046 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 17331 members Entering Unmasked Estep Score: -4606246.500000 Penalty: 12123.352539 Iteration 21Q: 3 clusters Score -4606246 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 17510 members Entering Unmasked Estep Score: -4606350.500000 Penalty: 12123.352539 Iteration 22Q: 3 clusters Score -4606350 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 17650 members Entering Unmasked Estep Score: -4606426.000000 Penalty: 12123.352539 Iteration 23Q: 3 clusters Score -4606426 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 17779 members Entering Unmasked Estep Score: -4606521.500000 Penalty: 12123.352539 Iteration 24Q: 3 clusters Score -4606522 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 17874 members Entering Unmasked Estep Score: -4606566.000000 Penalty: 12123.352539 Iteration 25Q: 3 clusters Score -4606566 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 17943 members Entering Unmasked Estep Score: -4606598.500000 Penalty: 12123.352539 Iteration 26Q: 3 clusters Score -4606598 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 17976 members Entering Unmasked Estep Score: -4606608.500000 Penalty: 12123.352539 Iteration 27Q: 3 clusters Score -4606608 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 18006 members Entering Unmasked Estep Score: -4606636.000000 Penalty: 12123.352539 Iteration 28Q: 3 clusters Score -4606636 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 18033 members Entering Unmasked Estep Score: -4606646.500000 Penalty: 12123.352539 Iteration 29Q: 3 clusters Score -4606646 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 18056 members Entering Unmasked Estep Score: -4606665.500000 Penalty: 12123.352539 Iteration 30Q: 3 clusters Score -4606666 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 18073 members Entering Unmasked Estep Score: -4606671.000000 Penalty: 12123.352539 Iteration 31Q: 3 clusters Score -4606671 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 18087 members Entering Unmasked Estep Score: -4606665.000000 Penalty: 12123.352539 Iteration 32Q: 3 clusters Score -4606665 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 18095 members Entering Unmasked Estep Score: -4606677.000000 Penalty: 12123.352539 Iteration 33Q: 3 clusters Score -4606677 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 18103 members Entering Unmasked Estep Score: -4606676.500000 Penalty: 12123.352539 Iteration 34Q: 3 clusters Score -4606676 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 18112 members Entering Unmasked Estep Score: -4606687.500000 Penalty: 12123.352539 Iteration 35Q: 3 clusters Score -4606688 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 18121 members Entering Unmasked Estep Score: -4606689.000000 Penalty: 12123.352539 Iteration 36Q: 3 clusters Score -4606689 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 18124 members Entering Unmasked Estep Score: -4606691.500000 Penalty: 12123.352539 Iteration 37Q: 3 clusters Score -4606692 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 18129 members Entering Unmasked Estep Score: -4606692.500000 Penalty: 12123.352539 Iteration 38Q: 3 clusters Score -4606692 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 18135 members Entering Unmasked Estep Score: -4606692.000000 Penalty: 12123.352539 Iteration 39Q: 3 clusters Score -4606692 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -4606708.500000 Penalty: 12123.352539 Iteration 40F: 3 clusters Score -4606708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 18137 members Entering Unmasked Estep Score: -4606727.500000 Penalty: 12123.352539 Iteration 41Q: 3 clusters Score -4606728 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 18140 members Entering Unmasked Estep Score: -4606726.000000 Penalty: 12123.352539 Iteration 42Q: 3 clusters Score -4606726 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 18144 members Entering Unmasked Estep Score: -4606742.000000 Penalty: 12123.352539 Iteration 43Q: 3 clusters Score -4606742 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 18147 members Entering Unmasked Estep Score: -4606744.500000 Penalty: 12123.352539 Iteration 44Q: 3 clusters Score -4606744 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 18154 members Entering Unmasked Estep Score: -4606749.000000 Penalty: 12123.352539 Iteration 45Q: 3 clusters Score -4606749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 18159 members Entering Unmasked Estep Score: -4606745.500000 Penalty: 12123.352539 Iteration 46Q: 3 clusters Score -4606746 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 18165 members Entering Unmasked Estep Score: -4606752.500000 Penalty: 12123.352539 Iteration 47Q: 3 clusters Score -4606752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 18167 members Entering Unmasked Estep Score: -4606753.000000 Penalty: 12123.352539 Iteration 48Q: 3 clusters Score -4606753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 18170 members Entering Unmasked Estep Score: -4606751.500000 Penalty: 12123.352539 Iteration 49Q: 3 clusters Score -4606752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 18173 members Entering Unmasked Estep Score: -4606751.500000 Penalty: 12123.352539 Iteration 50Q: 3 clusters Score -4606752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 18175 members Entering Unmasked Estep Score: -4606748.000000 Penalty: 12123.352539 Iteration 51Q: 3 clusters Score -4606748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 18174 members Entering Unmasked Estep Score: -4606754.500000 Penalty: 12123.352539 Iteration 52Q: 3 clusters Score -4606754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 18175 members Entering Unmasked Estep Score: -4606753.000000 Penalty: 12123.352539 Iteration 53Q: 3 clusters Score -4606753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 18178 members Entering Unmasked Estep Score: -4606754.000000 Penalty: 12123.352539 Iteration 54Q: 3 clusters Score -4606754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 18179 members Entering Unmasked Estep Score: -4606751.000000 Penalty: 12123.352539 Iteration 55Q: 3 clusters Score -4606751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 18181 members Entering Unmasked Estep Score: -4606744.500000 Penalty: 12123.352539 Iteration 56Q: 3 clusters Score -4606744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -4606750.500000 Penalty: 12123.352539 Iteration 57Q: 3 clusters Score -4606750 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -4606760.500000 Penalty: 12123.352539 Iteration 58F: 3 clusters Score -4606760 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 18179 members Entering Unmasked Estep Score: -4606848.000000 Penalty: 12123.352539 Iteration 59Q: 3 clusters Score -4606848 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 18169 members Entering Unmasked Estep Score: -4607085.500000 Penalty: 12123.352539 Iteration 60F: 3 clusters Score -4607086 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 18160 members Entering Unmasked Estep Score: -4607792.500000 Penalty: 12123.352539 Iteration 61Q: 3 clusters Score -4607792 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 18181 members Entering Unmasked Estep Score: -4608109.000000 Penalty: 12123.352539 Iteration 62Q: 3 clusters Score -4608109 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 18187 members Entering Unmasked Estep Score: -4608301.000000 Penalty: 12123.352539 Iteration 63Q: 3 clusters Score -4608301 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 18205 members Entering Unmasked Estep Score: -4608417.500000 Penalty: 12123.352539 Iteration 64Q: 3 clusters Score -4608418 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 18218 members Entering Unmasked Estep Score: -4608483.500000 Penalty: 12123.352539 Iteration 65Q: 3 clusters Score -4608484 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 18238 members Entering Unmasked Estep Score: -4608510.500000 Penalty: 12123.352539 Iteration 66Q: 3 clusters Score -4608510 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 18249 members Entering Unmasked Estep Score: -4608518.000000 Penalty: 12123.352539 Iteration 67Q: 3 clusters Score -4608518 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 18264 members Entering Unmasked Estep Score: -4608542.500000 Penalty: 12123.352539 Iteration 68Q: 3 clusters Score -4608542 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 18268 members Entering Unmasked Estep Score: -4608545.500000 Penalty: 12123.352539 Iteration 69Q: 3 clusters Score -4608546 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 18270 members Entering Unmasked Estep Score: -4608550.000000 Penalty: 12123.352539 Iteration 70Q: 3 clusters Score -4608550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 18275 members Entering Unmasked Estep Score: -4608546.000000 Penalty: 12123.352539 Iteration 71Q: 3 clusters Score -4608546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 18275 members Entering Unmasked Estep Score: -4608547.000000 Penalty: 12123.352539 Iteration 72Q: 3 clusters Score -4608547 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 18274 members Entering Unmasked Estep Score: -4608543.500000 Penalty: 12123.352539 Iteration 73Q: 3 clusters Score -4608544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -4608547.000000 Penalty: 12123.352539 Iteration 74Q: 3 clusters Score -4608547 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 18272 members Entering Unmasked Estep Score: -4608548.000000 Penalty: 12123.352539 Iteration 75Q: 3 clusters Score -4608548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 18272 members Entering Unmasked Estep Score: -4608543.500000 Penalty: 12123.352539 Iteration 76Q: 3 clusters Score -4608544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 18271 members Entering Unmasked Estep Score: -4608545.000000 Penalty: 12123.352539 Iteration 77Q: 3 clusters Score -4608545 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 18269 members Entering Unmasked Estep Score: -4608544.500000 Penalty: 12123.352539 Iteration 78Q: 3 clusters Score -4608544 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 18265 members Entering Unmasked Estep Score: -4608551.000000 Penalty: 12123.352539 Iteration 79Q: 3 clusters Score -4608551 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 18267 members Entering Unmasked Estep Score: -4608629.500000 Penalty: 12123.352539 Iteration 80F: 3 clusters Score -4608630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 18266 members Entering Unmasked Estep Score: -4608644.000000 Penalty: 12123.352539 Iteration 81Q: 3 clusters Score -4608644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 18270 members Entering Unmasked Estep Score: -4608650.000000 Penalty: 12123.352539 Iteration 82Q: 3 clusters Score -4608650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -4608646.500000 Penalty: 12123.352539 Iteration 83Q: 3 clusters Score -4608646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -4608648.500000 Penalty: 12123.352539 Iteration 84Q: 3 clusters Score -4608648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 18278 members Entering Unmasked Estep Score: -4608649.500000 Penalty: 12123.352539 Iteration 85Q: 3 clusters Score -4608650 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 18279 members Entering Unmasked Estep Score: -4608655.500000 Penalty: 12123.352539 Iteration 86Q: 3 clusters Score -4608656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 18280 members Entering Unmasked Estep Score: -4608655.000000 Penalty: 12123.352539 Iteration 87Q: 3 clusters Score -4608655 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -4608652.000000 Penalty: 12123.352539 Iteration 88Q: 3 clusters Score -4608652 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -4608652.000000 Penalty: 12123.352539 Iteration 89F: 3 clusters Score -4608652 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Entering Unmasked Estep Score: -326252.500000 Penalty: 4456.467285 Iteration 0F: 2 clusters Score -326252.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -321703.125000 Penalty: 8912.934570 Iteration 0F: 3 clusters Score -321703.1 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -322307.000000 Penalty: 8912.934570 Iteration 1F: 3 clusters Score -322307 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -322656.187500 Penalty: 8912.934570 Iteration 2F: 3 clusters Score -322656.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -323031.718750 Penalty: 8912.934570 Iteration 3F: 3 clusters Score -323031.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -323476.093750 Penalty: 8912.934570 Iteration 4F: 3 clusters Score -323476.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -324377.281250 Penalty: 8912.934570 Iteration 5F: 3 clusters Score -324377.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -324832.562500 Penalty: 8912.934570 Iteration 6F: 3 clusters Score -324832.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -325223.500000 Penalty: 8912.934570 Iteration 7Q: 3 clusters Score -325223.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -325794.250000 Penalty: 8912.934570 Iteration 8Q: 3 clusters Score -325794.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -326883.156250 Penalty: 8912.934570 Iteration 9Q: 3 clusters Score -326883.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -327046.968750 Penalty: 8912.934570 Iteration 10Q: 3 clusters Score -327047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -327057.062500 Penalty: 8912.934570 Iteration 11Q: 3 clusters Score -327057.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -327057.062500 Penalty: 8912.934570 Iteration 12F: 3 clusters Score -327057.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16517 members Mstep: Class 6 contains 14682 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45559 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117680 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Mstep: Class 27 contains 467 members Entering Unmasked Estep Score: -101701456.000000 Penalty: 214845.046875 Splitting cluster 19 changes total score from -101703976.000000 to -101701456.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (38137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38137 members Entering Unmasked Estep Score: -9065899.000000 Penalty: 6461.226074 Iteration 0F: 2 clusters Score -9065899 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19017 members Mstep: Class 2 contains 19120 members Entering Unmasked Estep Score: -9038012.000000 Penalty: 12922.452148 Iteration 0F: 3 clusters Score -9038012 nChanged 16278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19171 members Mstep: Class 2 contains 18966 members Entering Unmasked Estep Score: -9046773.000000 Penalty: 12922.452148 Iteration 1F: 3 clusters Score -9046773 nChanged 2151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19346 members Mstep: Class 2 contains 18791 members Entering Unmasked Estep Score: -9047570.000000 Penalty: 12922.452148 Iteration 2F: 3 clusters Score -9047570 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19579 members Mstep: Class 2 contains 18558 members Entering Unmasked Estep Score: -9048076.000000 Penalty: 12922.452148 Iteration 3Q: 3 clusters Score -9048076 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19837 members Mstep: Class 2 contains 18300 members Entering Unmasked Estep Score: -9048509.000000 Penalty: 12922.452148 Iteration 4Q: 3 clusters Score -9048509 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20105 members Mstep: Class 2 contains 18032 members Entering Unmasked Estep Score: -9048830.000000 Penalty: 12922.452148 Iteration 5Q: 3 clusters Score -9048830 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20441 members Mstep: Class 2 contains 17696 members Entering Unmasked Estep Score: -9049111.000000 Penalty: 12922.452148 Iteration 6Q: 3 clusters Score -9049111 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20873 members Mstep: Class 2 contains 17264 members Entering Unmasked Estep Score: -9049373.000000 Penalty: 12922.452148 Iteration 7Q: 3 clusters Score -9049373 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21387 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -9049613.000000 Penalty: 12922.452148 Iteration 8Q: 3 clusters Score -9049613 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21984 members Mstep: Class 2 contains 16153 members Entering Unmasked Estep Score: -9049930.000000 Penalty: 12922.452148 Iteration 9Q: 3 clusters Score -9049930 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 15424 members Entering Unmasked Estep Score: -9050319.000000 Penalty: 12922.452148 Iteration 10Q: 3 clusters Score -9050319 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23642 members Mstep: Class 2 contains 14495 members Entering Unmasked Estep Score: -9050785.000000 Penalty: 12922.452148 Iteration 11Q: 3 clusters Score -9050785 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24711 members Mstep: Class 2 contains 13426 members Entering Unmasked Estep Score: -9051349.000000 Penalty: 12922.452148 Iteration 12Q: 3 clusters Score -9051349 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25944 members Mstep: Class 2 contains 12193 members Entering Unmasked Estep Score: -9052023.000000 Penalty: 12922.452148 Iteration 13Q: 3 clusters Score -9052023 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27344 members Mstep: Class 2 contains 10793 members Entering Unmasked Estep Score: -9052883.000000 Penalty: 12922.452148 Iteration 14Q: 3 clusters Score -9052883 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28884 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -9053934.000000 Penalty: 12922.452148 Iteration 15Q: 3 clusters Score -9053934 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30533 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -9055109.000000 Penalty: 12922.452148 Iteration 16Q: 3 clusters Score -9055109 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32106 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -9056241.000000 Penalty: 12922.452148 Iteration 17Q: 3 clusters Score -9056241 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33538 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -9057381.000000 Penalty: 12922.452148 Iteration 18Q: 3 clusters Score -9057381 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34710 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -9058356.000000 Penalty: 12922.452148 Iteration 19Q: 3 clusters Score -9058356 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35599 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -9059099.000000 Penalty: 12922.452148 Iteration 20F: 3 clusters Score -9059099 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36195 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -9059554.000000 Penalty: 12922.452148 Iteration 21Q: 3 clusters Score -9059554 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36578 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -9059935.000000 Penalty: 12922.452148 Iteration 22Q: 3 clusters Score -9059935 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36828 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -9060168.000000 Penalty: 12922.452148 Iteration 23Q: 3 clusters Score -9060168 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36960 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -9060287.000000 Penalty: 12922.452148 Iteration 24Q: 3 clusters Score -9060287 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37042 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -9060381.000000 Penalty: 12922.452148 Iteration 25Q: 3 clusters Score -9060381 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37095 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -9060399.000000 Penalty: 12922.452148 Iteration 26Q: 3 clusters Score -9060399 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37145 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -9060429.000000 Penalty: 12922.452148 Iteration 27Q: 3 clusters Score -9060429 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37173 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -9060443.000000 Penalty: 12922.452148 Iteration 28Q: 3 clusters Score -9060443 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37199 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -9060471.000000 Penalty: 12922.452148 Iteration 29Q: 3 clusters Score -9060471 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37217 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -9060488.000000 Penalty: 12922.452148 Iteration 30Q: 3 clusters Score -9060488 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37232 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -9060501.000000 Penalty: 12922.452148 Iteration 31Q: 3 clusters Score -9060501 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37245 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -9060530.000000 Penalty: 12922.452148 Iteration 32Q: 3 clusters Score -9060530 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37252 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -9060535.000000 Penalty: 12922.452148 Iteration 33Q: 3 clusters Score -9060535 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37264 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -9060544.000000 Penalty: 12922.452148 Iteration 34Q: 3 clusters Score -9060544 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37271 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -9060547.000000 Penalty: 12922.452148 Iteration 35Q: 3 clusters Score -9060547 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37279 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -9060571.000000 Penalty: 12922.452148 Iteration 36Q: 3 clusters Score -9060571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37284 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -9060572.000000 Penalty: 12922.452148 Iteration 37Q: 3 clusters Score -9060572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37288 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -9060574.000000 Penalty: 12922.452148 Iteration 38Q: 3 clusters Score -9060574 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37292 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -9060583.000000 Penalty: 12922.452148 Iteration 39Q: 3 clusters Score -9060583 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37296 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -9060584.000000 Penalty: 12922.452148 Iteration 40F: 3 clusters Score -9060584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37298 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -9060588.000000 Penalty: 12922.452148 Iteration 41Q: 3 clusters Score -9060588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37300 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -9060587.000000 Penalty: 12922.452148 Iteration 42Q: 3 clusters Score -9060587 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37298 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -9060589.000000 Penalty: 12922.452148 Iteration 43Q: 3 clusters Score -9060589 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37298 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -9060589.000000 Penalty: 12922.452148 Iteration 44F: 3 clusters Score -9060589 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Entering Unmasked Estep Score: -112570.789062 Penalty: 3839.821533 Iteration 0F: 2 clusters Score -112570.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -109207.570312 Penalty: 7679.643066 Iteration 0F: 3 clusters Score -109207.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -109363.906250 Penalty: 7679.643066 Iteration 1F: 3 clusters Score -109363.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -109391.367188 Penalty: 7679.643066 Iteration 2Q: 3 clusters Score -109391.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -109401.429688 Penalty: 7679.643066 Iteration 3Q: 3 clusters Score -109401.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -109407.359375 Penalty: 7679.643066 Iteration 4Q: 3 clusters Score -109407.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -109407.359375 Penalty: 7679.643066 Iteration 5F: 3 clusters Score -109407.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (22933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22933 members Entering Unmasked Estep Score: -5432620.500000 Penalty: 6149.703125 Iteration 0F: 2 clusters Score -5432620 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -5414209.000000 Penalty: 12299.406250 Iteration 0F: 3 clusters Score -5414209 nChanged 9387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -5419135.000000 Penalty: 12299.406250 Iteration 1F: 3 clusters Score -5419135 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -5419731.000000 Penalty: 12299.406250 Iteration 2F: 3 clusters Score -5419731 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11611 members Mstep: Class 2 contains 11322 members Entering Unmasked Estep Score: -5420120.500000 Penalty: 12299.406250 Iteration 3Q: 3 clusters Score -5420120 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -5420380.000000 Penalty: 12299.406250 Iteration 4Q: 3 clusters Score -5420380 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 11135 members Entering Unmasked Estep Score: -5420609.000000 Penalty: 12299.406250 Iteration 5Q: 3 clusters Score -5420609 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -5420773.000000 Penalty: 12299.406250 Iteration 6Q: 3 clusters Score -5420773 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 10975 members Entering Unmasked Estep Score: -5420913.500000 Penalty: 12299.406250 Iteration 7Q: 3 clusters Score -5420914 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12082 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -5421039.500000 Penalty: 12299.406250 Iteration 8Q: 3 clusters Score -5421040 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 10742 members Entering Unmasked Estep Score: -5421161.000000 Penalty: 12299.406250 Iteration 9Q: 3 clusters Score -5421161 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12325 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -5421280.000000 Penalty: 12299.406250 Iteration 10Q: 3 clusters Score -5421280 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -5421426.000000 Penalty: 12299.406250 Iteration 11Q: 3 clusters Score -5421426 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12662 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -5421543.500000 Penalty: 12299.406250 Iteration 12Q: 3 clusters Score -5421544 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12867 members Mstep: Class 2 contains 10066 members Entering Unmasked Estep Score: -5421697.000000 Penalty: 12299.406250 Iteration 13Q: 3 clusters Score -5421697 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 9791 members Entering Unmasked Estep Score: -5421896.500000 Penalty: 12299.406250 Iteration 14Q: 3 clusters Score -5421896 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -5422090.000000 Penalty: 12299.406250 Iteration 15Q: 3 clusters Score -5422090 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13726 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -5422291.500000 Penalty: 12299.406250 Iteration 16Q: 3 clusters Score -5422292 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14122 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -5422577.500000 Penalty: 12299.406250 Iteration 17Q: 3 clusters Score -5422578 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14547 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -5422870.000000 Penalty: 12299.406250 Iteration 18Q: 3 clusters Score -5422870 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15009 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -5423206.500000 Penalty: 12299.406250 Iteration 19Q: 3 clusters Score -5423206 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -5423528.500000 Penalty: 12299.406250 Iteration 20F: 3 clusters Score -5423528 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15988 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -5423862.000000 Penalty: 12299.406250 Iteration 21Q: 3 clusters Score -5423862 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16507 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -5424225.000000 Penalty: 12299.406250 Iteration 22Q: 3 clusters Score -5424225 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17067 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -5424594.000000 Penalty: 12299.406250 Iteration 23Q: 3 clusters Score -5424594 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17614 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -5424984.000000 Penalty: 12299.406250 Iteration 24Q: 3 clusters Score -5424984 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18123 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -5425339.000000 Penalty: 12299.406250 Iteration 25Q: 3 clusters Score -5425339 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18605 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -5425668.000000 Penalty: 12299.406250 Iteration 26Q: 3 clusters Score -5425668 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19018 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -5425932.000000 Penalty: 12299.406250 Iteration 27Q: 3 clusters Score -5425932 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19361 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -5426160.000000 Penalty: 12299.406250 Iteration 28Q: 3 clusters Score -5426160 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19663 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -5426343.500000 Penalty: 12299.406250 Iteration 29Q: 3 clusters Score -5426344 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19901 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -5426510.500000 Penalty: 12299.406250 Iteration 30Q: 3 clusters Score -5426510 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20098 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -5426637.000000 Penalty: 12299.406250 Iteration 31Q: 3 clusters Score -5426637 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20294 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -5426768.000000 Penalty: 12299.406250 Iteration 32Q: 3 clusters Score -5426768 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20446 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -5426869.000000 Penalty: 12299.406250 Iteration 33Q: 3 clusters Score -5426869 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20587 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -5426940.000000 Penalty: 12299.406250 Iteration 34Q: 3 clusters Score -5426940 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20690 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -5427008.500000 Penalty: 12299.406250 Iteration 35Q: 3 clusters Score -5427008 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20767 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -5427061.500000 Penalty: 12299.406250 Iteration 36Q: 3 clusters Score -5427062 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20834 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -5427099.000000 Penalty: 12299.406250 Iteration 37Q: 3 clusters Score -5427099 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20891 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -5427134.500000 Penalty: 12299.406250 Iteration 38Q: 3 clusters Score -5427134 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20934 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -5427168.000000 Penalty: 12299.406250 Iteration 39Q: 3 clusters Score -5427168 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20970 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -5427178.000000 Penalty: 12299.406250 Iteration 40F: 3 clusters Score -5427178 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20993 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -5427207.000000 Penalty: 12299.406250 Iteration 41Q: 3 clusters Score -5427207 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21019 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -5427219.500000 Penalty: 12299.406250 Iteration 42Q: 3 clusters Score -5427220 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21046 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -5427237.000000 Penalty: 12299.406250 Iteration 43Q: 3 clusters Score -5427237 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21075 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -5427251.500000 Penalty: 12299.406250 Iteration 44Q: 3 clusters Score -5427252 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21104 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -5427263.000000 Penalty: 12299.406250 Iteration 45Q: 3 clusters Score -5427263 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21131 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -5427277.500000 Penalty: 12299.406250 Iteration 46Q: 3 clusters Score -5427278 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21151 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -5427302.000000 Penalty: 12299.406250 Iteration 47Q: 3 clusters Score -5427302 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21164 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -5427309.000000 Penalty: 12299.406250 Iteration 48Q: 3 clusters Score -5427309 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21171 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -5427318.500000 Penalty: 12299.406250 Iteration 49Q: 3 clusters Score -5427318 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21183 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -5427325.500000 Penalty: 12299.406250 Iteration 50Q: 3 clusters Score -5427326 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21190 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -5427335.000000 Penalty: 12299.406250 Iteration 51Q: 3 clusters Score -5427335 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21200 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -5427338.500000 Penalty: 12299.406250 Iteration 52Q: 3 clusters Score -5427338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21203 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -5427340.500000 Penalty: 12299.406250 Iteration 53Q: 3 clusters Score -5427340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21207 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -5427340.500000 Penalty: 12299.406250 Iteration 54Q: 3 clusters Score -5427340 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21213 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -5427345.000000 Penalty: 12299.406250 Iteration 55Q: 3 clusters Score -5427345 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21217 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -5427345.500000 Penalty: 12299.406250 Iteration 56Q: 3 clusters Score -5427346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21219 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -5427350.000000 Penalty: 12299.406250 Iteration 57Q: 3 clusters Score -5427350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21222 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -5427354.000000 Penalty: 12299.406250 Iteration 58Q: 3 clusters Score -5427354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21224 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -5427355.500000 Penalty: 12299.406250 Iteration 59Q: 3 clusters Score -5427356 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21225 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -5427361.000000 Penalty: 12299.406250 Iteration 60F: 3 clusters Score -5427361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21229 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -5427351.500000 Penalty: 12299.406250 Iteration 61Q: 3 clusters Score -5427352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21233 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -5427352.000000 Penalty: 12299.406250 Iteration 62Q: 3 clusters Score -5427352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21238 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -5427352.500000 Penalty: 12299.406250 Iteration 63Q: 3 clusters Score -5427352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21243 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -5427355.000000 Penalty: 12299.406250 Iteration 64Q: 3 clusters Score -5427355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21248 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -5427363.000000 Penalty: 12299.406250 Iteration 65Q: 3 clusters Score -5427363 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21251 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -5427364.500000 Penalty: 12299.406250 Iteration 66Q: 3 clusters Score -5427364 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21255 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -5427369.000000 Penalty: 12299.406250 Iteration 67Q: 3 clusters Score -5427369 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21263 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -5427371.000000 Penalty: 12299.406250 Iteration 68Q: 3 clusters Score -5427371 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21267 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -5427373.500000 Penalty: 12299.406250 Iteration 69Q: 3 clusters Score -5427374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21269 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -5427378.000000 Penalty: 12299.406250 Iteration 70Q: 3 clusters Score -5427378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21269 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -5427378.000000 Penalty: 12299.406250 Iteration 71F: 3 clusters Score -5427378 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (9959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Entering Unmasked Estep Score: -2336693.500000 Penalty: 5638.817383 Iteration 0F: 2 clusters Score -2336694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -2326481.000000 Penalty: 11277.634766 Iteration 0F: 3 clusters Score -2326481 nChanged 3688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -2328543.750000 Penalty: 11277.634766 Iteration 1F: 3 clusters Score -2328544 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -2329021.250000 Penalty: 11277.634766 Iteration 2F: 3 clusters Score -2329021 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -2329319.250000 Penalty: 11277.634766 Iteration 3Q: 3 clusters Score -2329319 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -2329559.250000 Penalty: 11277.634766 Iteration 4Q: 3 clusters Score -2329559 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -2329795.500000 Penalty: 11277.634766 Iteration 5Q: 3 clusters Score -2329796 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -2330027.000000 Penalty: 11277.634766 Iteration 6Q: 3 clusters Score -2330027 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -2330306.250000 Penalty: 11277.634766 Iteration 7Q: 3 clusters Score -2330306 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -2330599.000000 Penalty: 11277.634766 Iteration 8Q: 3 clusters Score -2330599 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -2330912.000000 Penalty: 11277.634766 Iteration 9Q: 3 clusters Score -2330912 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -2331309.750000 Penalty: 11277.634766 Iteration 10Q: 3 clusters Score -2331310 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -2331829.250000 Penalty: 11277.634766 Iteration 11Q: 3 clusters Score -2331829 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -2332360.500000 Penalty: 11277.634766 Iteration 12Q: 3 clusters Score -2332360 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -2332813.250000 Penalty: 11277.634766 Iteration 13Q: 3 clusters Score -2332813 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -2333106.000000 Penalty: 11277.634766 Iteration 14Q: 3 clusters Score -2333106 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -2333285.250000 Penalty: 11277.634766 Iteration 15Q: 3 clusters Score -2333285 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -2333428.250000 Penalty: 11277.634766 Iteration 16Q: 3 clusters Score -2333428 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -2333535.750000 Penalty: 11277.634766 Iteration 17Q: 3 clusters Score -2333536 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -2333629.750000 Penalty: 11277.634766 Iteration 18Q: 3 clusters Score -2333630 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -2333705.250000 Penalty: 11277.634766 Iteration 19Q: 3 clusters Score -2333705 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -2333762.500000 Penalty: 11277.634766 Iteration 20F: 3 clusters Score -2333762 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -2333802.750000 Penalty: 11277.634766 Iteration 21Q: 3 clusters Score -2333803 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -2333838.500000 Penalty: 11277.634766 Iteration 22Q: 3 clusters Score -2333838 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -2333860.500000 Penalty: 11277.634766 Iteration 23Q: 3 clusters Score -2333860 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -2333879.500000 Penalty: 11277.634766 Iteration 24Q: 3 clusters Score -2333880 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -2333896.750000 Penalty: 11277.634766 Iteration 25Q: 3 clusters Score -2333897 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -2333912.750000 Penalty: 11277.634766 Iteration 26Q: 3 clusters Score -2333913 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -2333928.000000 Penalty: 11277.634766 Iteration 27Q: 3 clusters Score -2333928 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -2333933.750000 Penalty: 11277.634766 Iteration 28Q: 3 clusters Score -2333934 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -2333952.250000 Penalty: 11277.634766 Iteration 29Q: 3 clusters Score -2333952 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -2333952.000000 Penalty: 11277.634766 Iteration 30Q: 3 clusters Score -2333952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -2333955.500000 Penalty: 11277.634766 Iteration 31Q: 3 clusters Score -2333956 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -2333956.500000 Penalty: 11277.634766 Iteration 32Q: 3 clusters Score -2333956 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -2333964.500000 Penalty: 11277.634766 Iteration 33Q: 3 clusters Score -2333964 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -2333968.250000 Penalty: 11277.634766 Iteration 34Q: 3 clusters Score -2333968 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -2333972.250000 Penalty: 11277.634766 Iteration 35Q: 3 clusters Score -2333972 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -2333982.000000 Penalty: 11277.634766 Iteration 36Q: 3 clusters Score -2333982 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -2333984.000000 Penalty: 11277.634766 Iteration 37Q: 3 clusters Score -2333984 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -2333983.250000 Penalty: 11277.634766 Iteration 38Q: 3 clusters Score -2333983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -2333986.750000 Penalty: 11277.634766 Iteration 39Q: 3 clusters Score -2333987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -2333987.250000 Penalty: 11277.634766 Iteration 40F: 3 clusters Score -2333987 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -2333989.000000 Penalty: 11277.634766 Iteration 41Q: 3 clusters Score -2333989 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -2333991.000000 Penalty: 11277.634766 Iteration 42Q: 3 clusters Score -2333991 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -2333993.250000 Penalty: 11277.634766 Iteration 43Q: 3 clusters Score -2333993 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -2333993.750000 Penalty: 11277.634766 Iteration 44Q: 3 clusters Score -2333994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -2333988.500000 Penalty: 11277.634766 Iteration 45Q: 3 clusters Score -2333988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -2333991.000000 Penalty: 11277.634766 Iteration 46Q: 3 clusters Score -2333991 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -2333994.000000 Penalty: 11277.634766 Iteration 47Q: 3 clusters Score -2333994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -2333997.750000 Penalty: 11277.634766 Iteration 48Q: 3 clusters Score -2333998 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -2333997.750000 Penalty: 11277.634766 Iteration 49F: 3 clusters Score -2333998 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Entering Unmasked Estep Score: -19780.462891 Penalty: 2895.525146 Iteration 0F: 2 clusters Score -19780.46 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 60 members Entering Unmasked Estep Score: -18244.736328 Penalty: 5791.050293 Iteration 0F: 3 clusters Score -18244.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -192215.281250 Penalty: 4194.403320 Iteration 0F: 2 clusters Score -192215.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -188267.031250 Penalty: 8388.806641 Iteration 0F: 3 clusters Score -188267 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -188719.046875 Penalty: 8388.806641 Iteration 1F: 3 clusters Score -188719 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -188891.546875 Penalty: 8388.806641 Iteration 2Q: 3 clusters Score -188891.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -188982.984375 Penalty: 8388.806641 Iteration 3Q: 3 clusters Score -188983 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -189055.265625 Penalty: 8388.806641 Iteration 4Q: 3 clusters Score -189055.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -189135.609375 Penalty: 8388.806641 Iteration 5Q: 3 clusters Score -189135.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -189184.656250 Penalty: 8388.806641 Iteration 6Q: 3 clusters Score -189184.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -189221.421875 Penalty: 8388.806641 Iteration 7Q: 3 clusters Score -189221.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -189226.703125 Penalty: 8388.806641 Iteration 8Q: 3 clusters Score -189226.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -189238.281250 Penalty: 8388.806641 Iteration 9Q: 3 clusters Score -189238.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -189238.281250 Penalty: 8388.806641 Iteration 10F: 3 clusters Score -189238.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Entering Unmasked Estep Score: -210780.312500 Penalty: 4255.022949 Iteration 0F: 2 clusters Score -210780.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -206752.953125 Penalty: 8510.045898 Iteration 0F: 3 clusters Score -206753 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -207336.671875 Penalty: 8510.045898 Iteration 1F: 3 clusters Score -207336.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -207806.125000 Penalty: 8510.045898 Iteration 2F: 3 clusters Score -207806.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -208057.562500 Penalty: 8510.045898 Iteration 3F: 3 clusters Score -208057.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -208216.734375 Penalty: 8510.045898 Iteration 4Q: 3 clusters Score -208216.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -208389.953125 Penalty: 8510.045898 Iteration 5Q: 3 clusters Score -208390 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -208594.281250 Penalty: 8510.045898 Iteration 6Q: 3 clusters Score -208594.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -208849.453125 Penalty: 8510.045898 Iteration 7Q: 3 clusters Score -208849.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -209359.812500 Penalty: 8510.045898 Iteration 8Q: 3 clusters Score -209359.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -209914.343750 Penalty: 8510.045898 Iteration 9Q: 3 clusters Score -209914.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -210083.656250 Penalty: 8510.045898 Iteration 10Q: 3 clusters Score -210083.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -210191.781250 Penalty: 8510.045898 Iteration 11Q: 3 clusters Score -210191.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -210257.125000 Penalty: 8510.045898 Iteration 12Q: 3 clusters Score -210257.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -210277.062500 Penalty: 8510.045898 Iteration 13Q: 3 clusters Score -210277.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -210309.234375 Penalty: 8510.045898 Iteration 14Q: 3 clusters Score -210309.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -210339.062500 Penalty: 8510.045898 Iteration 15Q: 3 clusters Score -210339.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -210346.468750 Penalty: 8510.045898 Iteration 16Q: 3 clusters Score -210346.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -210355.671875 Penalty: 8510.045898 Iteration 17Q: 3 clusters Score -210355.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -210378.218750 Penalty: 8510.045898 Iteration 18Q: 3 clusters Score -210378.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -210405.375000 Penalty: 8510.045898 Iteration 19Q: 3 clusters Score -210405.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -210411.843750 Penalty: 8510.045898 Iteration 20F: 3 clusters Score -210411.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -210413.687500 Penalty: 8510.045898 Iteration 21Q: 3 clusters Score -210413.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -210413.687500 Penalty: 8510.045898 Iteration 22F: 3 clusters Score -210413.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16517 members Mstep: Class 6 contains 14682 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45559 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117680 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703976.000000 Penalty: 206887.828125 Iteration 159Q: 27 clusters Score -1.01704e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16516 members Mstep: Class 6 contains 14684 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45560 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703968.000000 Penalty: 206887.828125 Iteration 160F: 27 clusters Score -1.01704e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16516 members Mstep: Class 6 contains 14684 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45560 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703936.000000 Penalty: 206887.828125 Iteration 161Q: 27 clusters Score -1.017039e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16515 members Mstep: Class 6 contains 14685 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45560 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703928.000000 Penalty: 206887.828125 Iteration 162Q: 27 clusters Score -1.017039e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16514 members Mstep: Class 6 contains 14686 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45560 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703920.000000 Penalty: 206887.828125 Iteration 163Q: 27 clusters Score -1.017039e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16513 members Mstep: Class 6 contains 14687 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45560 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703920.000000 Penalty: 206887.828125 Iteration 164Q: 27 clusters Score -1.017039e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16512 members Mstep: Class 6 contains 14688 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45560 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703928.000000 Penalty: 206887.828125 Iteration 165Q: 27 clusters Score -1.017039e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16511 members Mstep: Class 6 contains 14688 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45560 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14271 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703920.000000 Penalty: 206887.828125 Iteration 166Q: 27 clusters Score -1.017039e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16511 members Mstep: Class 6 contains 14688 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45561 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703928.000000 Penalty: 206887.828125 Iteration 167Q: 27 clusters Score -1.017039e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16511 members Mstep: Class 6 contains 14688 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45561 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Entering Unmasked Estep ConsiderDeletion Score: -101703928.000000 Penalty: 206887.828125 Iteration 168F: 27 clusters Score -1.017039e+08 nChanged 0 Entering ConstructFrom: Score: -101703928.000000 Penalty: 206887.828125 Entering ConstructFrom: Trying to split cluster 1 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -250723.734375 Penalty: 4320.850586 Iteration 0F: 2 clusters Score -250723.7 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 614 members Entering Unmasked Estep Score: -246502.468750 Penalty: 8641.701172 Iteration 0F: 3 clusters Score -246502.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -247106.859375 Penalty: 8641.701172 Iteration 1F: 3 clusters Score -247106.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -247363.875000 Penalty: 8641.701172 Iteration 2F: 3 clusters Score -247363.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -247521.250000 Penalty: 8641.701172 Iteration 3Q: 3 clusters Score -247521.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -247638.296875 Penalty: 8641.701172 Iteration 4Q: 3 clusters Score -247638.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -247773.875000 Penalty: 8641.701172 Iteration 5Q: 3 clusters Score -247773.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -247893.359375 Penalty: 8641.701172 Iteration 6Q: 3 clusters Score -247893.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -247955.781250 Penalty: 8641.701172 Iteration 7Q: 3 clusters Score -247955.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -248019.265625 Penalty: 8641.701172 Iteration 8Q: 3 clusters Score -248019.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -248086.968750 Penalty: 8641.701172 Iteration 9Q: 3 clusters Score -248087 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -248163.562500 Penalty: 8641.701172 Iteration 10Q: 3 clusters Score -248163.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -248339.046875 Penalty: 8641.701172 Iteration 11Q: 3 clusters Score -248339 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -248695.125000 Penalty: 8641.701172 Iteration 12Q: 3 clusters Score -248695.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -249190.796875 Penalty: 8641.701172 Iteration 13Q: 3 clusters Score -249190.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -249382.906250 Penalty: 8641.701172 Iteration 14Q: 3 clusters Score -249382.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -249475.843750 Penalty: 8641.701172 Iteration 15Q: 3 clusters Score -249475.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -249537.656250 Penalty: 8641.701172 Iteration 16Q: 3 clusters Score -249537.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -249569.187500 Penalty: 8641.701172 Iteration 17Q: 3 clusters Score -249569.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -249592.328125 Penalty: 8641.701172 Iteration 18Q: 3 clusters Score -249592.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -249601.734375 Penalty: 8641.701172 Iteration 19Q: 3 clusters Score -249601.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -249601.734375 Penalty: 8641.701172 Iteration 20F: 3 clusters Score -249601.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -206030.656250 Penalty: 4225.462891 Iteration 0F: 2 clusters Score -206030.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -202202.015625 Penalty: 8450.925781 Iteration 0F: 3 clusters Score -202202 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -202804.046875 Penalty: 8450.925781 Iteration 1F: 3 clusters Score -202804 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -203491.796875 Penalty: 8450.925781 Iteration 2F: 3 clusters Score -203491.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -204123.937500 Penalty: 8450.925781 Iteration 3Q: 3 clusters Score -204123.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -204350.218750 Penalty: 8450.925781 Iteration 4Q: 3 clusters Score -204350.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -204483.250000 Penalty: 8450.925781 Iteration 5Q: 3 clusters Score -204483.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -204591.437500 Penalty: 8450.925781 Iteration 6Q: 3 clusters Score -204591.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -204704.890625 Penalty: 8450.925781 Iteration 7Q: 3 clusters Score -204704.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -204738.796875 Penalty: 8450.925781 Iteration 8Q: 3 clusters Score -204738.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -204758.593750 Penalty: 8450.925781 Iteration 9Q: 3 clusters Score -204758.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -204770.796875 Penalty: 8450.925781 Iteration 10Q: 3 clusters Score -204770.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -204773.109375 Penalty: 8450.925781 Iteration 11Q: 3 clusters Score -204773.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -204775.203125 Penalty: 8450.925781 Iteration 12Q: 3 clusters Score -204775.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -204775.546875 Penalty: 8450.925781 Iteration 13F: 3 clusters Score -204775.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -204799.468750 Penalty: 8450.925781 Iteration 14Q: 3 clusters Score -204799.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -204801.609375 Penalty: 8450.925781 Iteration 15Q: 3 clusters Score -204801.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -204801.609375 Penalty: 8450.925781 Iteration 16F: 3 clusters Score -204801.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (9806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Entering Unmasked Estep Score: -2297639.250000 Penalty: 5629.334473 Iteration 0F: 2 clusters Score -2297639 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -2287498.000000 Penalty: 11258.668945 Iteration 0F: 3 clusters Score -2287498 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -2289685.000000 Penalty: 11258.668945 Iteration 1F: 3 clusters Score -2289685 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -2290416.750000 Penalty: 11258.668945 Iteration 2F: 3 clusters Score -2290417 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -2291270.750000 Penalty: 11258.668945 Iteration 3F: 3 clusters Score -2291271 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -2292179.000000 Penalty: 11258.668945 Iteration 4F: 3 clusters Score -2292179 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -2293091.500000 Penalty: 11258.668945 Iteration 5F: 3 clusters Score -2293092 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -2293990.000000 Penalty: 11258.668945 Iteration 6F: 3 clusters Score -2293990 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -2294718.750000 Penalty: 11258.668945 Iteration 7F: 3 clusters Score -2294719 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -2295309.750000 Penalty: 11258.668945 Iteration 8Q: 3 clusters Score -2295310 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -2295632.750000 Penalty: 11258.668945 Iteration 9Q: 3 clusters Score -2295633 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -2295785.250000 Penalty: 11258.668945 Iteration 10Q: 3 clusters Score -2295785 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -2295875.000000 Penalty: 11258.668945 Iteration 11Q: 3 clusters Score -2295875 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -2295921.750000 Penalty: 11258.668945 Iteration 12Q: 3 clusters Score -2295922 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -2295935.500000 Penalty: 11258.668945 Iteration 13Q: 3 clusters Score -2295936 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -2295949.250000 Penalty: 11258.668945 Iteration 14Q: 3 clusters Score -2295949 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -2295959.000000 Penalty: 11258.668945 Iteration 15Q: 3 clusters Score -2295959 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -2295961.000000 Penalty: 11258.668945 Iteration 16Q: 3 clusters Score -2295961 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -2295961.000000 Penalty: 11258.668945 Iteration 17Q: 3 clusters Score -2295961 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -2295967.000000 Penalty: 11258.668945 Iteration 18Q: 3 clusters Score -2295967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -2295968.000000 Penalty: 11258.668945 Iteration 19Q: 3 clusters Score -2295968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -2295966.000000 Penalty: 11258.668945 Iteration 20F: 3 clusters Score -2295966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -2295968.750000 Penalty: 11258.668945 Iteration 21Q: 3 clusters Score -2295969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -2295971.500000 Penalty: 11258.668945 Iteration 22Q: 3 clusters Score -2295972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -2295971.500000 Penalty: 11258.668945 Iteration 23F: 3 clusters Score -2295972 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -221386.593750 Penalty: 4232.834961 Iteration 0F: 2 clusters Score -221386.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -217309.078125 Penalty: 8465.669922 Iteration 0F: 3 clusters Score -217309.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -217640.328125 Penalty: 8465.669922 Iteration 1F: 3 clusters Score -217640.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -217725.515625 Penalty: 8465.669922 Iteration 2Q: 3 clusters Score -217725.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -217790.390625 Penalty: 8465.669922 Iteration 3Q: 3 clusters Score -217790.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -217818.000000 Penalty: 8465.669922 Iteration 4Q: 3 clusters Score -217818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -217830.312500 Penalty: 8465.669922 Iteration 5Q: 3 clusters Score -217830.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -217835.718750 Penalty: 8465.669922 Iteration 6Q: 3 clusters Score -217835.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -217835.718750 Penalty: 8465.669922 Iteration 7F: 3 clusters Score -217835.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (16511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16511 members Entering Unmasked Estep Score: -3714459.000000 Penalty: 5948.466797 Iteration 0F: 2 clusters Score -3714459 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -3700087.750000 Penalty: 11896.933594 Iteration 0F: 3 clusters Score -3700088 nChanged 6522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -3703610.500000 Penalty: 11896.933594 Iteration 1F: 3 clusters Score -3703610 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -3704142.000000 Penalty: 11896.933594 Iteration 2F: 3 clusters Score -3704142 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -3704549.750000 Penalty: 11896.933594 Iteration 3Q: 3 clusters Score -3704550 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 8392 members Entering Unmasked Estep Score: -3704830.750000 Penalty: 11896.933594 Iteration 4Q: 3 clusters Score -3704831 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 8427 members Entering Unmasked Estep Score: -3705095.500000 Penalty: 11896.933594 Iteration 5Q: 3 clusters Score -3705096 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -3705286.500000 Penalty: 11896.933594 Iteration 6Q: 3 clusters Score -3705286 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -3705492.000000 Penalty: 11896.933594 Iteration 7Q: 3 clusters Score -3705492 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -3705672.500000 Penalty: 11896.933594 Iteration 8Q: 3 clusters Score -3705672 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 8859 members Entering Unmasked Estep Score: -3705842.250000 Penalty: 11896.933594 Iteration 9Q: 3 clusters Score -3705842 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -3706018.750000 Penalty: 11896.933594 Iteration 10Q: 3 clusters Score -3706019 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 9181 members Entering Unmasked Estep Score: -3706186.000000 Penalty: 11896.933594 Iteration 11Q: 3 clusters Score -3706186 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -3706376.000000 Penalty: 11896.933594 Iteration 12Q: 3 clusters Score -3706376 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -3706579.750000 Penalty: 11896.933594 Iteration 13Q: 3 clusters Score -3706580 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -3706781.250000 Penalty: 11896.933594 Iteration 14Q: 3 clusters Score -3706781 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -3706992.250000 Penalty: 11896.933594 Iteration 15Q: 3 clusters Score -3706992 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -3707213.000000 Penalty: 11896.933594 Iteration 16Q: 3 clusters Score -3707213 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -3707445.500000 Penalty: 11896.933594 Iteration 17Q: 3 clusters Score -3707446 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -3707682.750000 Penalty: 11896.933594 Iteration 18Q: 3 clusters Score -3707683 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 10964 members Entering Unmasked Estep Score: -3707912.000000 Penalty: 11896.933594 Iteration 19Q: 3 clusters Score -3707912 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -3708119.750000 Penalty: 11896.933594 Iteration 20F: 3 clusters Score -3708120 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 11565 members Entering Unmasked Estep Score: -3708373.000000 Penalty: 11896.933594 Iteration 21Q: 3 clusters Score -3708373 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 11865 members Entering Unmasked Estep Score: -3708590.750000 Penalty: 11896.933594 Iteration 22Q: 3 clusters Score -3708591 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -3708793.250000 Penalty: 11896.933594 Iteration 23Q: 3 clusters Score -3708793 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 12341 members Entering Unmasked Estep Score: -3708959.500000 Penalty: 11896.933594 Iteration 24Q: 3 clusters Score -3708960 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 12523 members Entering Unmasked Estep Score: -3709090.250000 Penalty: 11896.933594 Iteration 25Q: 3 clusters Score -3709090 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -3709211.750000 Penalty: 11896.933594 Iteration 26Q: 3 clusters Score -3709212 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 12885 members Entering Unmasked Estep Score: -3709297.000000 Penalty: 11896.933594 Iteration 27Q: 3 clusters Score -3709297 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 13037 members Entering Unmasked Estep Score: -3709369.000000 Penalty: 11896.933594 Iteration 28Q: 3 clusters Score -3709369 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -3709432.000000 Penalty: 11896.933594 Iteration 29Q: 3 clusters Score -3709432 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 13283 members Entering Unmasked Estep Score: -3709487.000000 Penalty: 11896.933594 Iteration 30Q: 3 clusters Score -3709487 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 13393 members Entering Unmasked Estep Score: -3709551.250000 Penalty: 11896.933594 Iteration 31Q: 3 clusters Score -3709551 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -3709587.750000 Penalty: 11896.933594 Iteration 32Q: 3 clusters Score -3709588 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -3709633.000000 Penalty: 11896.933594 Iteration 33Q: 3 clusters Score -3709633 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -3709683.750000 Penalty: 11896.933594 Iteration 34Q: 3 clusters Score -3709684 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 13804 members Entering Unmasked Estep Score: -3709723.750000 Penalty: 11896.933594 Iteration 35Q: 3 clusters Score -3709724 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 13896 members Entering Unmasked Estep Score: -3709771.250000 Penalty: 11896.933594 Iteration 36Q: 3 clusters Score -3709771 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 13967 members Entering Unmasked Estep Score: -3709797.000000 Penalty: 11896.933594 Iteration 37Q: 3 clusters Score -3709797 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 14037 members Entering Unmasked Estep Score: -3709814.250000 Penalty: 11896.933594 Iteration 38Q: 3 clusters Score -3709814 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -3709852.500000 Penalty: 11896.933594 Iteration 39Q: 3 clusters Score -3709852 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 14176 members Entering Unmasked Estep Score: -3709878.250000 Penalty: 11896.933594 Iteration 40F: 3 clusters Score -3709878 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 14246 members Entering Unmasked Estep Score: -3709924.000000 Penalty: 11896.933594 Iteration 41Q: 3 clusters Score -3709924 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 14309 members Entering Unmasked Estep Score: -3709940.750000 Penalty: 11896.933594 Iteration 42Q: 3 clusters Score -3709941 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -3709962.500000 Penalty: 11896.933594 Iteration 43Q: 3 clusters Score -3709962 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 14404 members Entering Unmasked Estep Score: -3709977.500000 Penalty: 11896.933594 Iteration 44Q: 3 clusters Score -3709978 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 14447 members Entering Unmasked Estep Score: -3709997.500000 Penalty: 11896.933594 Iteration 45Q: 3 clusters Score -3709998 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -3710020.500000 Penalty: 11896.933594 Iteration 46Q: 3 clusters Score -3710020 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 14509 members Entering Unmasked Estep Score: -3710033.000000 Penalty: 11896.933594 Iteration 47Q: 3 clusters Score -3710033 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 14544 members Entering Unmasked Estep Score: -3710049.250000 Penalty: 11896.933594 Iteration 48Q: 3 clusters Score -3710049 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -3710061.500000 Penalty: 11896.933594 Iteration 49Q: 3 clusters Score -3710062 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 14622 members Entering Unmasked Estep Score: -3710074.250000 Penalty: 11896.933594 Iteration 50Q: 3 clusters Score -3710074 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 14668 members Entering Unmasked Estep Score: -3710094.750000 Penalty: 11896.933594 Iteration 51Q: 3 clusters Score -3710095 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 14707 members Entering Unmasked Estep Score: -3710117.000000 Penalty: 11896.933594 Iteration 52Q: 3 clusters Score -3710117 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 14746 members Entering Unmasked Estep Score: -3710139.500000 Penalty: 11896.933594 Iteration 53Q: 3 clusters Score -3710140 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 14784 members Entering Unmasked Estep Score: -3710156.000000 Penalty: 11896.933594 Iteration 54Q: 3 clusters Score -3710156 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -3710181.000000 Penalty: 11896.933594 Iteration 55Q: 3 clusters Score -3710181 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 14843 members Entering Unmasked Estep Score: -3710197.750000 Penalty: 11896.933594 Iteration 56Q: 3 clusters Score -3710198 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 14872 members Entering Unmasked Estep Score: -3710210.000000 Penalty: 11896.933594 Iteration 57Q: 3 clusters Score -3710210 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 14899 members Entering Unmasked Estep Score: -3710228.000000 Penalty: 11896.933594 Iteration 58Q: 3 clusters Score -3710228 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 14924 members Entering Unmasked Estep Score: -3710237.750000 Penalty: 11896.933594 Iteration 59Q: 3 clusters Score -3710238 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 14946 members Entering Unmasked Estep Score: -3710260.250000 Penalty: 11896.933594 Iteration 60F: 3 clusters Score -3710260 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 14968 members Entering Unmasked Estep Score: -3710269.500000 Penalty: 11896.933594 Iteration 61Q: 3 clusters Score -3710270 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 14985 members Entering Unmasked Estep Score: -3710273.000000 Penalty: 11896.933594 Iteration 62Q: 3 clusters Score -3710273 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 15002 members Entering Unmasked Estep Score: -3710288.500000 Penalty: 11896.933594 Iteration 63Q: 3 clusters Score -3710288 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -3710288.250000 Penalty: 11896.933594 Iteration 64Q: 3 clusters Score -3710288 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -3710289.500000 Penalty: 11896.933594 Iteration 65Q: 3 clusters Score -3710290 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 15031 members Entering Unmasked Estep Score: -3710285.250000 Penalty: 11896.933594 Iteration 66Q: 3 clusters Score -3710285 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 15033 members Entering Unmasked Estep Score: -3710290.750000 Penalty: 11896.933594 Iteration 67Q: 3 clusters Score -3710291 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -3710294.500000 Penalty: 11896.933594 Iteration 68Q: 3 clusters Score -3710294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -3710293.000000 Penalty: 11896.933594 Iteration 69Q: 3 clusters Score -3710293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -3710290.500000 Penalty: 11896.933594 Iteration 70Q: 3 clusters Score -3710290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 15043 members Entering Unmasked Estep Score: -3710289.250000 Penalty: 11896.933594 Iteration 71Q: 3 clusters Score -3710289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -3710291.750000 Penalty: 11896.933594 Iteration 72Q: 3 clusters Score -3710292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -3710291.750000 Penalty: 11896.933594 Iteration 73F: 3 clusters Score -3710292 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14688 members Entering Unmasked Estep Score: -3447032.000000 Penalty: 5876.806152 Iteration 0F: 2 clusters Score -3447032 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -3433767.750000 Penalty: 11753.612305 Iteration 0F: 3 clusters Score -3433768 nChanged 5726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -3436794.000000 Penalty: 11753.612305 Iteration 1F: 3 clusters Score -3436794 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -3437298.000000 Penalty: 11753.612305 Iteration 2F: 3 clusters Score -3437298 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -3437633.500000 Penalty: 11753.612305 Iteration 3Q: 3 clusters Score -3437634 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -3437854.000000 Penalty: 11753.612305 Iteration 4Q: 3 clusters Score -3437854 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -3438019.250000 Penalty: 11753.612305 Iteration 5Q: 3 clusters Score -3438019 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -3438168.500000 Penalty: 11753.612305 Iteration 6Q: 3 clusters Score -3438168 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 8546 members Entering Unmasked Estep Score: -3438295.500000 Penalty: 11753.612305 Iteration 7Q: 3 clusters Score -3438296 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -3438429.500000 Penalty: 11753.612305 Iteration 8Q: 3 clusters Score -3438430 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -3438545.000000 Penalty: 11753.612305 Iteration 9Q: 3 clusters Score -3438545 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -3438685.250000 Penalty: 11753.612305 Iteration 10Q: 3 clusters Score -3438685 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 9374 members Entering Unmasked Estep Score: -3438846.250000 Penalty: 11753.612305 Iteration 11Q: 3 clusters Score -3438846 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -3439023.250000 Penalty: 11753.612305 Iteration 12Q: 3 clusters Score -3439023 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -3439184.750000 Penalty: 11753.612305 Iteration 13Q: 3 clusters Score -3439185 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 10223 members Entering Unmasked Estep Score: -3439364.000000 Penalty: 11753.612305 Iteration 14Q: 3 clusters Score -3439364 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -3439582.750000 Penalty: 11753.612305 Iteration 15Q: 3 clusters Score -3439583 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -3439755.250000 Penalty: 11753.612305 Iteration 16Q: 3 clusters Score -3439755 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 11198 members Entering Unmasked Estep Score: -3439980.500000 Penalty: 11753.612305 Iteration 17Q: 3 clusters Score -3439980 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -3440228.500000 Penalty: 11753.612305 Iteration 18Q: 3 clusters Score -3440228 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -3441141.250000 Penalty: 11753.612305 Iteration 23Q: 3 clusters Score -3441141 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -3441268.000000 Penalty: 11753.612305 Iteration 24Q: 3 clusters Score -3441268 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 13025 members Entering Unmasked Estep Score: -3441345.250000 Penalty: 11753.612305 Iteration 25Q: 3 clusters Score -3441345 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -3441425.250000 Penalty: 11753.612305 Iteration 26Q: 3 clusters Score -3441425 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 13216 members Entering Unmasked Estep Score: -3441491.000000 Penalty: 11753.612305 Iteration 27Q: 3 clusters Score -3441491 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 13278 members Entering Unmasked Estep Score: -3441545.250000 Penalty: 11753.612305 Iteration 28Q: 3 clusters Score -3441545 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 13339 members Entering Unmasked Estep Score: -3441603.750000 Penalty: 11753.612305 Iteration 29Q: 3 clusters Score -3441604 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -3441650.250000 Penalty: 11753.612305 Iteration 30Q: 3 clusters Score -3441650 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 13440 members Entering Unmasked Estep Score: -3441697.000000 Penalty: 11753.612305 Iteration 31Q: 3 clusters Score -3441697 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 13479 members Entering Unmasked Estep Score: -3441718.250000 Penalty: 11753.612305 Iteration 32Q: 3 clusters Score -3441718 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -3441769.000000 Penalty: 11753.612305 Iteration 33Q: 3 clusters Score -3441769 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -3441791.500000 Penalty: 11753.612305 Iteration 34Q: 3 clusters Score -3441792 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 13562 members Entering Unmasked Estep Score: -3441809.750000 Penalty: 11753.612305 Iteration 35Q: 3 clusters Score -3441810 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -3441827.500000 Penalty: 11753.612305 Iteration 36Q: 3 clusters Score -3441828 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 13603 members Entering Unmasked Estep Score: -3441852.750000 Penalty: 11753.612305 Iteration 37Q: 3 clusters Score -3441853 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -3441862.750000 Penalty: 11753.612305 Iteration 38Q: 3 clusters Score -3441863 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 13615 members Entering Unmasked Estep Score: -3441869.750000 Penalty: 11753.612305 Iteration 39Q: 3 clusters Score -3441870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 13616 members Entering Unmasked Estep Score: -3441872.250000 Penalty: 11753.612305 Iteration 40F: 3 clusters Score -3441872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -3441866.500000 Penalty: 11753.612305 Iteration 41Q: 3 clusters Score -3441866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 13620 members Entering Unmasked Estep Score: -3441869.500000 Penalty: 11753.612305 Iteration 42Q: 3 clusters Score -3441870 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -3441877.000000 Penalty: 11753.612305 Iteration 43Q: 3 clusters Score -3441877 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 13632 members Entering Unmasked Estep Score: -3441883.000000 Penalty: 11753.612305 Iteration 44Q: 3 clusters Score -3441883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 13638 members Entering Unmasked Estep Score: -3441886.500000 Penalty: 11753.612305 Iteration 45Q: 3 clusters Score -3441886 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 13641 members Entering Unmasked Estep Score: -3441891.000000 Penalty: 11753.612305 Iteration 46Q: 3 clusters Score -3441891 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 13640 members Entering Unmasked Estep Score: -3441893.750000 Penalty: 11753.612305 Iteration 47Q: 3 clusters Score -3441894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -3441891.250000 Penalty: 11753.612305 Iteration 48Q: 3 clusters Score -3441891 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 13644 members Entering Unmasked Estep Score: -3441894.500000 Penalty: 11753.612305 Iteration 49Q: 3 clusters Score -3441894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 13648 members Entering Unmasked Estep Score: -3441902.000000 Penalty: 11753.612305 Iteration 50Q: 3 clusters Score -3441902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 13653 members Entering Unmasked Estep Score: -3441904.500000 Penalty: 11753.612305 Iteration 51Q: 3 clusters Score -3441904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 13659 members Entering Unmasked Estep Score: -3441912.250000 Penalty: 11753.612305 Iteration 52Q: 3 clusters Score -3441912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 13664 members Entering Unmasked Estep Score: -3441914.750000 Penalty: 11753.612305 Iteration 53Q: 3 clusters Score -3441915 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 13666 members Entering Unmasked Estep Score: -3441914.750000 Penalty: 11753.612305 Iteration 54Q: 3 clusters Score -3441915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -3441922.500000 Penalty: 11753.612305 Iteration 55Q: 3 clusters Score -3441922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 13673 members Entering Unmasked Estep Score: -3441922.500000 Penalty: 11753.612305 Iteration 56Q: 3 clusters Score -3441922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -3441923.750000 Penalty: 11753.612305 Iteration 57Q: 3 clusters Score -3441924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -3441923.750000 Penalty: 11753.612305 Iteration 58F: 3 clusters Score -3441924 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Entering Unmasked Estep Score: -1032145.125000 Penalty: 5155.505371 Iteration 0F: 2 clusters Score -1032145 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1025441.875000 Penalty: 10311.010742 Iteration 0F: 3 clusters Score -1025442 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -1026582.250000 Penalty: 10311.010742 Iteration 1F: 3 clusters Score -1026582 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1027074.500000 Penalty: 10311.010742 Iteration 2F: 3 clusters Score -1027074 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -1027727.312500 Penalty: 10311.010742 Iteration 3F: 3 clusters Score -1027727 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -1028845.375000 Penalty: 10311.010742 Iteration 4F: 3 clusters Score -1028845 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1030583.125000 Penalty: 10311.010742 Iteration 5F: 3 clusters Score -1030583 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1031930.375000 Penalty: 10311.010742 Iteration 6F: 3 clusters Score -1031930 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1032712.437500 Penalty: 10311.010742 Iteration 7F: 3 clusters Score -1032712 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -1033255.750000 Penalty: 10311.010742 Iteration 8Q: 3 clusters Score -1033256 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1033615.062500 Penalty: 10311.010742 Iteration 9Q: 3 clusters Score -1033615 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -1033863.187500 Penalty: 10311.010742 Iteration 10Q: 3 clusters Score -1033863 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -1034047.687500 Penalty: 10311.010742 Iteration 11Q: 3 clusters Score -1034048 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1034221.937500 Penalty: 10311.010742 Iteration 12Q: 3 clusters Score -1034222 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1034324.687500 Penalty: 10311.010742 Iteration 13Q: 3 clusters Score -1034325 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -1034361.000000 Penalty: 10311.010742 Iteration 14Q: 3 clusters Score -1034361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1034372.250000 Penalty: 10311.010742 Iteration 15Q: 3 clusters Score -1034372 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1034372.250000 Penalty: 10311.010742 Iteration 16F: 3 clusters Score -1034372 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16511 members Mstep: Class 6 contains 14688 members Mstep: Class 7 contains 1219 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45561 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 20149 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Mstep: Class 27 contains 3305 members Entering Unmasked Estep Score: -101703224.000000 Penalty: 214845.046875 Splitting cluster 7 changes total score from -101703928.000000 to -101703224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (26671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26671 members Entering Unmasked Estep Score: -6237864.500000 Penalty: 6242.190918 Iteration 0F: 2 clusters Score -6237864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13176 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -6217196.500000 Penalty: 12484.381836 Iteration 0F: 3 clusters Score -6217196 nChanged 11096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12620 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -6223110.500000 Penalty: 12484.381836 Iteration 1F: 3 clusters Score -6223110 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 14491 members Entering Unmasked Estep Score: -6224013.500000 Penalty: 12484.381836 Iteration 2F: 3 clusters Score -6224014 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -6224901.000000 Penalty: 12484.381836 Iteration 3F: 3 clusters Score -6224901 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 15789 members Entering Unmasked Estep Score: -6225963.000000 Penalty: 12484.381836 Iteration 4F: 3 clusters Score -6225963 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 16790 members Entering Unmasked Estep Score: -6227068.000000 Penalty: 12484.381836 Iteration 5F: 3 clusters Score -6227068 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8698 members Mstep: Class 2 contains 17973 members Entering Unmasked Estep Score: -6228238.000000 Penalty: 12484.381836 Iteration 6F: 3 clusters Score -6228238 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 19193 members Entering Unmasked Estep Score: -6229435.500000 Penalty: 12484.381836 Iteration 7F: 3 clusters Score -6229436 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 20388 members Entering Unmasked Estep Score: -6230590.500000 Penalty: 12484.381836 Iteration 8F: 3 clusters Score -6230590 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 21505 members Entering Unmasked Estep Score: -6231709.500000 Penalty: 12484.381836 Iteration 9Q: 3 clusters Score -6231710 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 22438 members Entering Unmasked Estep Score: -6232708.000000 Penalty: 12484.381836 Iteration 10Q: 3 clusters Score -6232708 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -6233438.500000 Penalty: 12484.381836 Iteration 11Q: 3 clusters Score -6233438 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 23584 members Entering Unmasked Estep Score: -6233969.000000 Penalty: 12484.381836 Iteration 12Q: 3 clusters Score -6233969 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 23864 members Entering Unmasked Estep Score: -6234332.500000 Penalty: 12484.381836 Iteration 13Q: 3 clusters Score -6234332 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 24009 members Entering Unmasked Estep Score: -6234512.500000 Penalty: 12484.381836 Iteration 14Q: 3 clusters Score -6234512 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 24087 members Entering Unmasked Estep Score: -6234598.000000 Penalty: 12484.381836 Iteration 15Q: 3 clusters Score -6234598 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 24135 members Entering Unmasked Estep Score: -6234657.500000 Penalty: 12484.381836 Iteration 16Q: 3 clusters Score -6234658 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 24161 members Entering Unmasked Estep Score: -6234672.500000 Penalty: 12484.381836 Iteration 17Q: 3 clusters Score -6234672 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 24165 members Entering Unmasked Estep Score: -6234691.000000 Penalty: 12484.381836 Iteration 18Q: 3 clusters Score -6234691 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 24169 members Entering Unmasked Estep Score: -6234690.500000 Penalty: 12484.381836 Iteration 19Q: 3 clusters Score -6234690 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 24178 members Entering Unmasked Estep Score: -6234700.000000 Penalty: 12484.381836 Iteration 20F: 3 clusters Score -6234700 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -6234704.500000 Penalty: 12484.381836 Iteration 21Q: 3 clusters Score -6234704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 24189 members Entering Unmasked Estep Score: -6234706.000000 Penalty: 12484.381836 Iteration 22Q: 3 clusters Score -6234706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 24188 members Entering Unmasked Estep Score: -6234711.500000 Penalty: 12484.381836 Iteration 23Q: 3 clusters Score -6234712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 24187 members Entering Unmasked Estep Score: -6234710.500000 Penalty: 12484.381836 Iteration 24Q: 3 clusters Score -6234710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -6234720.500000 Penalty: 12484.381836 Iteration 25Q: 3 clusters Score -6234720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 24188 members Entering Unmasked Estep Score: -6234714.500000 Penalty: 12484.381836 Iteration 26Q: 3 clusters Score -6234714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 24191 members Entering Unmasked Estep Score: -6234711.000000 Penalty: 12484.381836 Iteration 27Q: 3 clusters Score -6234711 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 24192 members Entering Unmasked Estep Score: -6234715.500000 Penalty: 12484.381836 Iteration 28Q: 3 clusters Score -6234716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 24192 members Entering Unmasked Estep Score: -6234715.500000 Penalty: 12484.381836 Iteration 29F: 3 clusters Score -6234716 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (45561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45561 members Entering Unmasked Estep Score: -10827268.000000 Penalty: 6570.169434 Iteration 0F: 2 clusters Score -1.082727e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22665 members Mstep: Class 2 contains 22896 members Entering Unmasked Estep Score: -10794497.000000 Penalty: 13140.338867 Iteration 0F: 3 clusters Score -1.07945e+07 nChanged 19866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22141 members Mstep: Class 2 contains 23420 members Entering Unmasked Estep Score: -10805151.000000 Penalty: 13140.338867 Iteration 1F: 3 clusters Score -1.080515e+07 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21764 members Mstep: Class 2 contains 23797 members Entering Unmasked Estep Score: -10806403.000000 Penalty: 13140.338867 Iteration 2F: 3 clusters Score -1.08064e+07 nChanged 2448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21144 members Mstep: Class 2 contains 24417 members Entering Unmasked Estep Score: -10808008.000000 Penalty: 13140.338867 Iteration 3F: 3 clusters Score -1.080801e+07 nChanged 2737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20021 members Mstep: Class 2 contains 25540 members Entering Unmasked Estep Score: -10809866.000000 Penalty: 13140.338867 Iteration 4F: 3 clusters Score -1.080987e+07 nChanged 2902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18423 members Mstep: Class 2 contains 27138 members Entering Unmasked Estep Score: -10811904.000000 Penalty: 13140.338867 Iteration 5F: 3 clusters Score -1.08119e+07 nChanged 3145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Mstep: Class 2 contains 29255 members Entering Unmasked Estep Score: -10814459.000000 Penalty: 13140.338867 Iteration 6F: 3 clusters Score -1.081446e+07 nChanged 3241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13891 members Mstep: Class 2 contains 31670 members Entering Unmasked Estep Score: -10817492.000000 Penalty: 13140.338867 Iteration 7F: 3 clusters Score -1.081749e+07 nChanged 3173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11512 members Mstep: Class 2 contains 34049 members Entering Unmasked Estep Score: -10820344.000000 Penalty: 13140.338867 Iteration 8F: 3 clusters Score -1.082034e+07 nChanged 2634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 36143 members Entering Unmasked Estep Score: -10822854.000000 Penalty: 13140.338867 Iteration 9F: 3 clusters Score -1.082285e+07 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 37721 members Entering Unmasked Estep Score: -10824777.000000 Penalty: 13140.338867 Iteration 10Q: 3 clusters Score -1.082478e+07 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 38671 members Entering Unmasked Estep Score: -10825662.000000 Penalty: 13140.338867 Iteration 11Q: 3 clusters Score -1.082566e+07 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 39228 members Entering Unmasked Estep Score: -10825988.000000 Penalty: 13140.338867 Iteration 12Q: 3 clusters Score -1.082599e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 39644 members Entering Unmasked Estep Score: -10826193.000000 Penalty: 13140.338867 Iteration 13Q: 3 clusters Score -1.082619e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 39946 members Entering Unmasked Estep Score: -10826319.000000 Penalty: 13140.338867 Iteration 14Q: 3 clusters Score -1.082632e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 40181 members Entering Unmasked Estep Score: -10826419.000000 Penalty: 13140.338867 Iteration 15Q: 3 clusters Score -1.082642e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 40359 members Entering Unmasked Estep Score: -10826475.000000 Penalty: 13140.338867 Iteration 16Q: 3 clusters Score -1.082648e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 40511 members Entering Unmasked Estep Score: -10826532.000000 Penalty: 13140.338867 Iteration 17Q: 3 clusters Score -1.082653e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 40650 members Entering Unmasked Estep Score: -10826559.000000 Penalty: 13140.338867 Iteration 18Q: 3 clusters Score -1.082656e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 40757 members Entering Unmasked Estep Score: -10826603.000000 Penalty: 13140.338867 Iteration 19Q: 3 clusters Score -1.08266e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 40858 members Entering Unmasked Estep Score: -10826606.000000 Penalty: 13140.338867 Iteration 20F: 3 clusters Score -1.082661e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 40933 members Entering Unmasked Estep Score: -10826608.000000 Penalty: 13140.338867 Iteration 21Q: 3 clusters Score -1.082661e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 40994 members Entering Unmasked Estep Score: -10826641.000000 Penalty: 13140.338867 Iteration 22Q: 3 clusters Score -1.082664e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 41068 members Entering Unmasked Estep Score: -10826634.000000 Penalty: 13140.338867 Iteration 23Q: 3 clusters Score -1.082663e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 41121 members Entering Unmasked Estep Score: -10826645.000000 Penalty: 13140.338867 Iteration 24Q: 3 clusters Score -1.082664e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 41160 members Entering Unmasked Estep Score: -10826642.000000 Penalty: 13140.338867 Iteration 25Q: 3 clusters Score -1.082664e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 41195 members Entering Unmasked Estep Score: -10826674.000000 Penalty: 13140.338867 Iteration 26Q: 3 clusters Score -1.082667e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 41216 members Entering Unmasked Estep Score: -10826674.000000 Penalty: 13140.338867 Iteration 27Q: 3 clusters Score -1.082667e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 41231 members Entering Unmasked Estep Score: -10826685.000000 Penalty: 13140.338867 Iteration 28Q: 3 clusters Score -1.082668e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 41256 members Entering Unmasked Estep Score: -10826698.000000 Penalty: 13140.338867 Iteration 29Q: 3 clusters Score -1.08267e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 41277 members Entering Unmasked Estep Score: -10826705.000000 Penalty: 13140.338867 Iteration 30Q: 3 clusters Score -1.08267e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 41289 members Entering Unmasked Estep Score: -10826709.000000 Penalty: 13140.338867 Iteration 31Q: 3 clusters Score -1.082671e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 41298 members Entering Unmasked Estep Score: -10826715.000000 Penalty: 13140.338867 Iteration 32Q: 3 clusters Score -1.082672e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 41308 members Entering Unmasked Estep Score: -10826708.000000 Penalty: 13140.338867 Iteration 33Q: 3 clusters Score -1.082671e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 41318 members Entering Unmasked Estep Score: -10826704.000000 Penalty: 13140.338867 Iteration 34Q: 3 clusters Score -1.08267e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 41331 members Entering Unmasked Estep Score: -10826708.000000 Penalty: 13140.338867 Iteration 35Q: 3 clusters Score -1.082671e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 41339 members Entering Unmasked Estep Score: -10826712.000000 Penalty: 13140.338867 Iteration 36Q: 3 clusters Score -1.082671e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 41346 members Entering Unmasked Estep Score: -10826718.000000 Penalty: 13140.338867 Iteration 37Q: 3 clusters Score -1.082672e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 41357 members Entering Unmasked Estep Score: -10826720.000000 Penalty: 13140.338867 Iteration 38Q: 3 clusters Score -1.082672e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 41367 members Entering Unmasked Estep Score: -10826735.000000 Penalty: 13140.338867 Iteration 39Q: 3 clusters Score -1.082674e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 41382 members Entering Unmasked Estep Score: -10826734.000000 Penalty: 13140.338867 Iteration 40F: 3 clusters Score -1.082673e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 41394 members Entering Unmasked Estep Score: -10826735.000000 Penalty: 13140.338867 Iteration 41Q: 3 clusters Score -1.082674e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 41402 members Entering Unmasked Estep Score: -10826742.000000 Penalty: 13140.338867 Iteration 42Q: 3 clusters Score -1.082674e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 41412 members Entering Unmasked Estep Score: -10826736.000000 Penalty: 13140.338867 Iteration 43Q: 3 clusters Score -1.082674e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 41414 members Entering Unmasked Estep Score: -10826758.000000 Penalty: 13140.338867 Iteration 44Q: 3 clusters Score -1.082676e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 41419 members Entering Unmasked Estep Score: -10826740.000000 Penalty: 13140.338867 Iteration 45Q: 3 clusters Score -1.082674e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 41425 members Entering Unmasked Estep Score: -10826746.000000 Penalty: 13140.338867 Iteration 46Q: 3 clusters Score -1.082675e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 41429 members Entering Unmasked Estep Score: -10826743.000000 Penalty: 13140.338867 Iteration 47Q: 3 clusters Score -1.082674e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 41432 members Entering Unmasked Estep Score: -10826733.000000 Penalty: 13140.338867 Iteration 48Q: 3 clusters Score -1.082673e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 41435 members Entering Unmasked Estep Score: -10826736.000000 Penalty: 13140.338867 Iteration 49Q: 3 clusters Score -1.082674e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 41445 members Entering Unmasked Estep Score: -10826753.000000 Penalty: 13140.338867 Iteration 50Q: 3 clusters Score -1.082675e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 41450 members Entering Unmasked Estep Score: -10826754.000000 Penalty: 13140.338867 Iteration 51Q: 3 clusters Score -1.082675e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 41454 members Entering Unmasked Estep Score: -10826747.000000 Penalty: 13140.338867 Iteration 52Q: 3 clusters Score -1.082675e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 41457 members Entering Unmasked Estep Score: -10826756.000000 Penalty: 13140.338867 Iteration 53Q: 3 clusters Score -1.082676e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 41460 members Entering Unmasked Estep Score: -10826748.000000 Penalty: 13140.338867 Iteration 54Q: 3 clusters Score -1.082675e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 41465 members Entering Unmasked Estep Score: -10826752.000000 Penalty: 13140.338867 Iteration 55Q: 3 clusters Score -1.082675e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 41468 members Entering Unmasked Estep Score: -10826752.000000 Penalty: 13140.338867 Iteration 56Q: 3 clusters Score -1.082675e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 41474 members Entering Unmasked Estep Score: -10826757.000000 Penalty: 13140.338867 Iteration 57Q: 3 clusters Score -1.082676e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 41480 members Entering Unmasked Estep Score: -10826746.000000 Penalty: 13140.338867 Iteration 58Q: 3 clusters Score -1.082675e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 41484 members Entering Unmasked Estep Score: -10826750.000000 Penalty: 13140.338867 Iteration 59Q: 3 clusters Score -1.082675e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 41487 members Entering Unmasked Estep Score: -10826744.000000 Penalty: 13140.338867 Iteration 60F: 3 clusters Score -1.082674e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 41490 members Entering Unmasked Estep Score: -10826749.000000 Penalty: 13140.338867 Iteration 61Q: 3 clusters Score -1.082675e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 41494 members Entering Unmasked Estep Score: -10826749.000000 Penalty: 13140.338867 Iteration 62Q: 3 clusters Score -1.082675e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 41496 members Entering Unmasked Estep Score: -10826758.000000 Penalty: 13140.338867 Iteration 63Q: 3 clusters Score -1.082676e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 41500 members Entering Unmasked Estep Score: -10826769.000000 Penalty: 13140.338867 Iteration 64Q: 3 clusters Score -1.082677e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 41508 members Entering Unmasked Estep Score: -10826760.000000 Penalty: 13140.338867 Iteration 65Q: 3 clusters Score -1.082676e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 41512 members Entering Unmasked Estep Score: -10826762.000000 Penalty: 13140.338867 Iteration 66Q: 3 clusters Score -1.082676e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 41513 members Entering Unmasked Estep Score: -10826758.000000 Penalty: 13140.338867 Iteration 67Q: 3 clusters Score -1.082676e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 41514 members Entering Unmasked Estep Score: -10826759.000000 Penalty: 13140.338867 Iteration 68Q: 3 clusters Score -1.082676e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 41514 members Entering Unmasked Estep Score: -10826759.000000 Penalty: 13140.338867 Iteration 69F: 3 clusters Score -1.082676e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Entering Unmasked Estep Score: -2285829.500000 Penalty: 5624.316895 Iteration 0F: 2 clusters Score -2285830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -2275841.750000 Penalty: 11248.633789 Iteration 0F: 3 clusters Score -2275842 nChanged 3558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -2277945.250000 Penalty: 11248.633789 Iteration 1F: 3 clusters Score -2277945 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -2278504.250000 Penalty: 11248.633789 Iteration 2F: 3 clusters Score -2278504 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -2278977.000000 Penalty: 11248.633789 Iteration 3F: 3 clusters Score -2278977 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -2279524.000000 Penalty: 11248.633789 Iteration 4F: 3 clusters Score -2279524 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -2280247.000000 Penalty: 11248.633789 Iteration 5F: 3 clusters Score -2280247 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -2281145.000000 Penalty: 11248.633789 Iteration 6F: 3 clusters Score -2281145 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -2281902.750000 Penalty: 11248.633789 Iteration 7F: 3 clusters Score -2281903 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -2282458.250000 Penalty: 11248.633789 Iteration 8F: 3 clusters Score -2282458 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -2282831.000000 Penalty: 11248.633789 Iteration 9Q: 3 clusters Score -2282831 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -2283051.250000 Penalty: 11248.633789 Iteration 10Q: 3 clusters Score -2283051 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -2283190.000000 Penalty: 11248.633789 Iteration 11Q: 3 clusters Score -2283190 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -2283268.250000 Penalty: 11248.633789 Iteration 12Q: 3 clusters Score -2283268 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2283325.750000 Penalty: 11248.633789 Iteration 13Q: 3 clusters Score -2283326 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -2283365.750000 Penalty: 11248.633789 Iteration 14Q: 3 clusters Score -2283366 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -2283391.500000 Penalty: 11248.633789 Iteration 15Q: 3 clusters Score -2283392 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -2283411.250000 Penalty: 11248.633789 Iteration 16Q: 3 clusters Score -2283411 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -2283417.750000 Penalty: 11248.633789 Iteration 17Q: 3 clusters Score -2283418 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -2283423.750000 Penalty: 11248.633789 Iteration 18Q: 3 clusters Score -2283424 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -2283423.250000 Penalty: 11248.633789 Iteration 19Q: 3 clusters Score -2283423 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -2283430.000000 Penalty: 11248.633789 Iteration 20F: 3 clusters Score -2283430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -2283430.250000 Penalty: 11248.633789 Iteration 21Q: 3 clusters Score -2283430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -2283431.500000 Penalty: 11248.633789 Iteration 22Q: 3 clusters Score -2283432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -2283432.000000 Penalty: 11248.633789 Iteration 23Q: 3 clusters Score -2283432 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -2283432.000000 Penalty: 11248.633789 Iteration 24F: 3 clusters Score -2283432 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (14270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Entering Unmasked Estep Score: -3365082.500000 Penalty: 5859.123047 Iteration 0F: 2 clusters Score -3365082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -3352238.750000 Penalty: 11718.246094 Iteration 0F: 3 clusters Score -3352239 nChanged 5494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -3355279.500000 Penalty: 11718.246094 Iteration 1F: 3 clusters Score -3355280 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -3355826.000000 Penalty: 11718.246094 Iteration 2F: 3 clusters Score -3355826 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -3356212.000000 Penalty: 11718.246094 Iteration 3F: 3 clusters Score -3356212 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -3356532.250000 Penalty: 11718.246094 Iteration 4Q: 3 clusters Score -3356532 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -3356779.000000 Penalty: 11718.246094 Iteration 5Q: 3 clusters Score -3356779 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -3356960.250000 Penalty: 11718.246094 Iteration 6Q: 3 clusters Score -3356960 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -3357145.750000 Penalty: 11718.246094 Iteration 7Q: 3 clusters Score -3357146 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -3357306.500000 Penalty: 11718.246094 Iteration 8Q: 3 clusters Score -3357306 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -3357471.000000 Penalty: 11718.246094 Iteration 9Q: 3 clusters Score -3357471 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -3357601.750000 Penalty: 11718.246094 Iteration 10Q: 3 clusters Score -3357602 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8110 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -3357737.750000 Penalty: 11718.246094 Iteration 11Q: 3 clusters Score -3357738 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -3357837.750000 Penalty: 11718.246094 Iteration 12Q: 3 clusters Score -3357838 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -3357963.750000 Penalty: 11718.246094 Iteration 13Q: 3 clusters Score -3357964 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -3358064.250000 Penalty: 11718.246094 Iteration 14Q: 3 clusters Score -3358064 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -3358135.750000 Penalty: 11718.246094 Iteration 15Q: 3 clusters Score -3358136 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -3358191.000000 Penalty: 11718.246094 Iteration 16Q: 3 clusters Score -3358191 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -3358242.750000 Penalty: 11718.246094 Iteration 17Q: 3 clusters Score -3358243 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -3358289.750000 Penalty: 11718.246094 Iteration 18Q: 3 clusters Score -3358290 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -3358327.250000 Penalty: 11718.246094 Iteration 19Q: 3 clusters Score -3358327 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -3358345.000000 Penalty: 11718.246094 Iteration 20F: 3 clusters Score -3358345 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -3358363.250000 Penalty: 11718.246094 Iteration 21Q: 3 clusters Score -3358363 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -3358378.500000 Penalty: 11718.246094 Iteration 22Q: 3 clusters Score -3358378 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -3358388.250000 Penalty: 11718.246094 Iteration 23Q: 3 clusters Score -3358388 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -3358403.000000 Penalty: 11718.246094 Iteration 24Q: 3 clusters Score -3358403 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -3358414.500000 Penalty: 11718.246094 Iteration 25Q: 3 clusters Score -3358414 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8853 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -3358440.250000 Penalty: 11718.246094 Iteration 26Q: 3 clusters Score -3358440 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -3358442.000000 Penalty: 11718.246094 Iteration 27Q: 3 clusters Score -3358442 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -3358453.750000 Penalty: 11718.246094 Iteration 28Q: 3 clusters Score -3358454 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -3358465.500000 Penalty: 11718.246094 Iteration 29Q: 3 clusters Score -3358466 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -3358470.750000 Penalty: 11718.246094 Iteration 30Q: 3 clusters Score -3358471 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -3358485.000000 Penalty: 11718.246094 Iteration 31Q: 3 clusters Score -3358485 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -3358496.750000 Penalty: 11718.246094 Iteration 32Q: 3 clusters Score -3358497 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -3358514.500000 Penalty: 11718.246094 Iteration 33Q: 3 clusters Score -3358514 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9053 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -3358515.250000 Penalty: 11718.246094 Iteration 34Q: 3 clusters Score -3358515 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -3358543.250000 Penalty: 11718.246094 Iteration 35Q: 3 clusters Score -3358543 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -3358537.250000 Penalty: 11718.246094 Iteration 36Q: 3 clusters Score -3358537 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -3358557.250000 Penalty: 11718.246094 Iteration 37Q: 3 clusters Score -3358557 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -3358568.000000 Penalty: 11718.246094 Iteration 38Q: 3 clusters Score -3358568 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9189 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -3358579.000000 Penalty: 11718.246094 Iteration 39Q: 3 clusters Score -3358579 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -3358594.250000 Penalty: 11718.246094 Iteration 40F: 3 clusters Score -3358594 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -3358593.000000 Penalty: 11718.246094 Iteration 41Q: 3 clusters Score -3358593 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -3358601.500000 Penalty: 11718.246094 Iteration 42Q: 3 clusters Score -3358602 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9250 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -3358600.000000 Penalty: 11718.246094 Iteration 43Q: 3 clusters Score -3358600 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -3358618.750000 Penalty: 11718.246094 Iteration 44Q: 3 clusters Score -3358619 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -3358621.000000 Penalty: 11718.246094 Iteration 45Q: 3 clusters Score -3358621 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -3358615.750000 Penalty: 11718.246094 Iteration 46Q: 3 clusters Score -3358616 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -3358618.000000 Penalty: 11718.246094 Iteration 47Q: 3 clusters Score -3358618 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9295 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -3358616.250000 Penalty: 11718.246094 Iteration 48Q: 3 clusters Score -3358616 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -3358619.750000 Penalty: 11718.246094 Iteration 49Q: 3 clusters Score -3358620 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -3358621.750000 Penalty: 11718.246094 Iteration 50Q: 3 clusters Score -3358622 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -3358622.250000 Penalty: 11718.246094 Iteration 51Q: 3 clusters Score -3358622 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -3358630.500000 Penalty: 11718.246094 Iteration 52Q: 3 clusters Score -3358630 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -3358629.750000 Penalty: 11718.246094 Iteration 53Q: 3 clusters Score -3358630 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -3358635.750000 Penalty: 11718.246094 Iteration 54Q: 3 clusters Score -3358636 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -3358645.000000 Penalty: 11718.246094 Iteration 55Q: 3 clusters Score -3358645 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -3358649.500000 Penalty: 11718.246094 Iteration 56Q: 3 clusters Score -3358650 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -3358643.250000 Penalty: 11718.246094 Iteration 57Q: 3 clusters Score -3358643 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -3358645.000000 Penalty: 11718.246094 Iteration 58Q: 3 clusters Score -3358645 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -3358645.500000 Penalty: 11718.246094 Iteration 59Q: 3 clusters Score -3358646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -3358651.500000 Penalty: 11718.246094 Iteration 60F: 3 clusters Score -3358652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -3358650.500000 Penalty: 11718.246094 Iteration 61Q: 3 clusters Score -3358650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -3358657.000000 Penalty: 11718.246094 Iteration 62Q: 3 clusters Score -3358657 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -3358651.500000 Penalty: 11718.246094 Iteration 63Q: 3 clusters Score -3358652 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -3358663.000000 Penalty: 11718.246094 Iteration 64Q: 3 clusters Score -3358663 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9405 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -3358660.500000 Penalty: 11718.246094 Iteration 65Q: 3 clusters Score -3358660 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9416 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -3358660.000000 Penalty: 11718.246094 Iteration 66Q: 3 clusters Score -3358660 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -3358664.000000 Penalty: 11718.246094 Iteration 67Q: 3 clusters Score -3358664 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -3358672.000000 Penalty: 11718.246094 Iteration 68Q: 3 clusters Score -3358672 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -3358671.000000 Penalty: 11718.246094 Iteration 69Q: 3 clusters Score -3358671 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -3358670.250000 Penalty: 11718.246094 Iteration 70Q: 3 clusters Score -3358670 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9474 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -3358682.750000 Penalty: 11718.246094 Iteration 71Q: 3 clusters Score -3358683 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9486 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -3358683.750000 Penalty: 11718.246094 Iteration 72Q: 3 clusters Score -3358684 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -3358691.500000 Penalty: 11718.246094 Iteration 73Q: 3 clusters Score -3358692 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -3358692.000000 Penalty: 11718.246094 Iteration 74Q: 3 clusters Score -3358692 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -3358702.000000 Penalty: 11718.246094 Iteration 75Q: 3 clusters Score -3358702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -3358705.750000 Penalty: 11718.246094 Iteration 76Q: 3 clusters Score -3358706 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -3358699.750000 Penalty: 11718.246094 Iteration 77Q: 3 clusters Score -3358700 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -3358708.250000 Penalty: 11718.246094 Iteration 78Q: 3 clusters Score -3358708 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -3358711.000000 Penalty: 11718.246094 Iteration 79Q: 3 clusters Score -3358711 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -3358714.500000 Penalty: 11718.246094 Iteration 80F: 3 clusters Score -3358714 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -3358709.500000 Penalty: 11718.246094 Iteration 81Q: 3 clusters Score -3358710 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -3358711.750000 Penalty: 11718.246094 Iteration 82Q: 3 clusters Score -3358712 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -3358715.000000 Penalty: 11718.246094 Iteration 83Q: 3 clusters Score -3358715 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -3358711.500000 Penalty: 11718.246094 Iteration 84Q: 3 clusters Score -3358712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -3358713.000000 Penalty: 11718.246094 Iteration 85Q: 3 clusters Score -3358713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -3358714.500000 Penalty: 11718.246094 Iteration 86Q: 3 clusters Score -3358714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -3358712.000000 Penalty: 11718.246094 Iteration 87Q: 3 clusters Score -3358712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -3358712.500000 Penalty: 11718.246094 Iteration 88Q: 3 clusters Score -3358712 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -3358713.000000 Penalty: 11718.246094 Iteration 89Q: 3 clusters Score -3358713 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9615 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -3358714.500000 Penalty: 11718.246094 Iteration 90Q: 3 clusters Score -3358714 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -3358716.250000 Penalty: 11718.246094 Iteration 91Q: 3 clusters Score -3358716 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -3358717.250000 Penalty: 11718.246094 Iteration 92Q: 3 clusters Score -3358717 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -3358723.000000 Penalty: 11718.246094 Iteration 93Q: 3 clusters Score -3358723 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -3358730.000000 Penalty: 11718.246094 Iteration 94Q: 3 clusters Score -3358730 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -3358733.750000 Penalty: 11718.246094 Iteration 95Q: 3 clusters Score -3358734 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -3358726.500000 Penalty: 11718.246094 Iteration 96Q: 3 clusters Score -3358726 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9700 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -3358732.750000 Penalty: 11718.246094 Iteration 97Q: 3 clusters Score -3358733 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -3358735.750000 Penalty: 11718.246094 Iteration 98Q: 3 clusters Score -3358736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -3358738.250000 Penalty: 11718.246094 Iteration 99Q: 3 clusters Score -3358738 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -3358747.250000 Penalty: 11718.246094 Iteration 100F: 3 clusters Score -3358747 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -3358752.250000 Penalty: 11718.246094 Iteration 101Q: 3 clusters Score -3358752 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -3358751.750000 Penalty: 11718.246094 Iteration 102Q: 3 clusters Score -3358752 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9772 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -3358748.750000 Penalty: 11718.246094 Iteration 103Q: 3 clusters Score -3358749 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -3358768.500000 Penalty: 11718.246094 Iteration 104Q: 3 clusters Score -3358768 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -3358770.000000 Penalty: 11718.246094 Iteration 105Q: 3 clusters Score -3358770 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -3358771.750000 Penalty: 11718.246094 Iteration 106Q: 3 clusters Score -3358772 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -3358778.750000 Penalty: 11718.246094 Iteration 107Q: 3 clusters Score -3358779 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -3358774.250000 Penalty: 11718.246094 Iteration 108Q: 3 clusters Score -3358774 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -3358784.500000 Penalty: 11718.246094 Iteration 109Q: 3 clusters Score -3358784 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -3358784.500000 Penalty: 11718.246094 Iteration 110Q: 3 clusters Score -3358784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -3358788.250000 Penalty: 11718.246094 Iteration 111Q: 3 clusters Score -3358788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9851 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -3358789.000000 Penalty: 11718.246094 Iteration 112Q: 3 clusters Score -3358789 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -3358792.250000 Penalty: 11718.246094 Iteration 113Q: 3 clusters Score -3358792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -3358791.750000 Penalty: 11718.246094 Iteration 114Q: 3 clusters Score -3358792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -3358792.750000 Penalty: 11718.246094 Iteration 115Q: 3 clusters Score -3358793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -3358792.750000 Penalty: 11718.246094 Iteration 116F: 3 clusters Score -3358793 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (117678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117678 members Entering Unmasked Estep Score: -27705448.000000 Penalty: 7151.371094 Iteration 0F: 2 clusters Score -2.770545e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58962 members Mstep: Class 2 contains 58716 members Entering Unmasked Estep Score: -27627294.000000 Penalty: 14302.742188 Iteration 0F: 3 clusters Score -2.762729e+07 nChanged 54169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60075 members Mstep: Class 2 contains 57603 members Entering Unmasked Estep Score: -27656730.000000 Penalty: 14302.742188 Iteration 1F: 3 clusters Score -2.765673e+07 nChanged 4567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60770 members Mstep: Class 2 contains 56908 members Entering Unmasked Estep Score: -27658012.000000 Penalty: 14302.742188 Iteration 2Q: 3 clusters Score -2.765801e+07 nChanged 4344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61886 members Mstep: Class 2 contains 55792 members Entering Unmasked Estep Score: -27659308.000000 Penalty: 14302.742188 Iteration 3Q: 3 clusters Score -2.765931e+07 nChanged 4535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63525 members Mstep: Class 2 contains 54153 members Entering Unmasked Estep Score: -27661014.000000 Penalty: 14302.742188 Iteration 4Q: 3 clusters Score -2.766101e+07 nChanged 4922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65923 members Mstep: Class 2 contains 51755 members Entering Unmasked Estep Score: -27662908.000000 Penalty: 14302.742188 Iteration 5Q: 3 clusters Score -2.766291e+07 nChanged 5481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69160 members Mstep: Class 2 contains 48518 members Entering Unmasked Estep Score: -27665214.000000 Penalty: 14302.742188 Iteration 6Q: 3 clusters Score -2.766521e+07 nChanged 6104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73406 members Mstep: Class 2 contains 44272 members Entering Unmasked Estep Score: -27668576.000000 Penalty: 14302.742188 Iteration 7F: 3 clusters Score -2.766858e+07 nChanged 6719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78577 members Mstep: Class 2 contains 39101 members Entering Unmasked Estep Score: -27672724.000000 Penalty: 14302.742188 Iteration 8F: 3 clusters Score -2.767272e+07 nChanged 6891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84428 members Mstep: Class 2 contains 33250 members Entering Unmasked Estep Score: -27677116.000000 Penalty: 14302.742188 Iteration 9F: 3 clusters Score -2.767712e+07 nChanged 6662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90430 members Mstep: Class 2 contains 27248 members Entering Unmasked Estep Score: -27681302.000000 Penalty: 14302.742188 Iteration 10F: 3 clusters Score -2.76813e+07 nChanged 6248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96408 members Mstep: Class 2 contains 21270 members Entering Unmasked Estep Score: -27685590.000000 Penalty: 14302.742188 Iteration 11F: 3 clusters Score -2.768559e+07 nChanged 5692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102002 members Mstep: Class 2 contains 15676 members Entering Unmasked Estep Score: -27689320.000000 Penalty: 14302.742188 Iteration 12Q: 3 clusters Score -2.768932e+07 nChanged 4869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106863 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -27692542.000000 Penalty: 14302.742188 Iteration 13Q: 3 clusters Score -2.769254e+07 nChanged 3797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110644 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -27695038.000000 Penalty: 14302.742188 Iteration 14Q: 3 clusters Score -2.769504e+07 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113192 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -27696932.000000 Penalty: 14302.742188 Iteration 15Q: 3 clusters Score -2.769693e+07 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114674 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -27697998.000000 Penalty: 14302.742188 Iteration 16Q: 3 clusters Score -2.7698e+07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115514 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -27698664.000000 Penalty: 14302.742188 Iteration 17Q: 3 clusters Score -2.769866e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115968 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -27699038.000000 Penalty: 14302.742188 Iteration 18Q: 3 clusters Score -2.769904e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116228 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -27699218.000000 Penalty: 14302.742188 Iteration 19Q: 3 clusters Score -2.769922e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116400 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -27699372.000000 Penalty: 14302.742188 Iteration 20F: 3 clusters Score -2.769937e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116506 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -27699474.000000 Penalty: 14302.742188 Iteration 21Q: 3 clusters Score -2.769947e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116577 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -27699528.000000 Penalty: 14302.742188 Iteration 22Q: 3 clusters Score -2.769953e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116623 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -27699592.000000 Penalty: 14302.742188 Iteration 23Q: 3 clusters Score -2.769959e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116662 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -27699618.000000 Penalty: 14302.742188 Iteration 24Q: 3 clusters Score -2.769962e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116680 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -27699664.000000 Penalty: 14302.742188 Iteration 25Q: 3 clusters Score -2.769966e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116701 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -27699682.000000 Penalty: 14302.742188 Iteration 26Q: 3 clusters Score -2.769968e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116723 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -27699682.000000 Penalty: 14302.742188 Iteration 27Q: 3 clusters Score -2.769968e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116737 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -27699700.000000 Penalty: 14302.742188 Iteration 28Q: 3 clusters Score -2.76997e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116741 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -27699690.000000 Penalty: 14302.742188 Iteration 29Q: 3 clusters Score -2.769969e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116746 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -27699710.000000 Penalty: 14302.742188 Iteration 30Q: 3 clusters Score -2.769971e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116749 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -27699718.000000 Penalty: 14302.742188 Iteration 31Q: 3 clusters Score -2.769972e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116752 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -27699718.000000 Penalty: 14302.742188 Iteration 32Q: 3 clusters Score -2.769972e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116755 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -27699700.000000 Penalty: 14302.742188 Iteration 33Q: 3 clusters Score -2.76997e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116753 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -27699708.000000 Penalty: 14302.742188 Iteration 34Q: 3 clusters Score -2.769971e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116757 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -27699708.000000 Penalty: 14302.742188 Iteration 35Q: 3 clusters Score -2.769971e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116760 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -27699720.000000 Penalty: 14302.742188 Iteration 36Q: 3 clusters Score -2.769972e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116759 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -27699722.000000 Penalty: 14302.742188 Iteration 37Q: 3 clusters Score -2.769972e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116760 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -27699724.000000 Penalty: 14302.742188 Iteration 38Q: 3 clusters Score -2.769972e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116760 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -27699724.000000 Penalty: 14302.742188 Iteration 39F: 3 clusters Score -2.769972e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (20149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20149 members Entering Unmasked Estep Score: -4587028.000000 Penalty: 6070.432129 Iteration 0F: 2 clusters Score -4587028 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -4570398.500000 Penalty: 12140.864258 Iteration 0F: 3 clusters Score -4570398 nChanged 8201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -4574892.000000 Penalty: 12140.864258 Iteration 1F: 3 clusters Score -4574892 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 10090 members Entering Unmasked Estep Score: -4576024.500000 Penalty: 12140.864258 Iteration 2F: 3 clusters Score -4576024 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 10158 members Entering Unmasked Estep Score: -4577501.500000 Penalty: 12140.864258 Iteration 3F: 3 clusters Score -4577502 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 10315 members Entering Unmasked Estep Score: -4579750.000000 Penalty: 12140.864258 Iteration 4F: 3 clusters Score -4579750 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9851 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -4582331.000000 Penalty: 12140.864258 Iteration 5F: 3 clusters Score -4582331 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -4584617.500000 Penalty: 12140.864258 Iteration 6F: 3 clusters Score -4584618 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -4586103.000000 Penalty: 12140.864258 Iteration 7F: 3 clusters Score -4586103 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 9866 members Entering Unmasked Estep Score: -4587019.000000 Penalty: 12140.864258 Iteration 8F: 3 clusters Score -4587019 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10309 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -4587352.000000 Penalty: 12140.864258 Iteration 9Q: 3 clusters Score -4587352 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10297 members Mstep: Class 2 contains 9852 members Entering Unmasked Estep Score: -4587489.500000 Penalty: 12140.864258 Iteration 10Q: 3 clusters Score -4587490 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -4587540.500000 Penalty: 12140.864258 Iteration 11Q: 3 clusters Score -4587540 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 9866 members Entering Unmasked Estep Score: -4587560.500000 Penalty: 12140.864258 Iteration 12Q: 3 clusters Score -4587560 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -4587581.000000 Penalty: 12140.864258 Iteration 13Q: 3 clusters Score -4587581 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -4587599.000000 Penalty: 12140.864258 Iteration 14Q: 3 clusters Score -4587599 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10244 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -4587601.000000 Penalty: 12140.864258 Iteration 15Q: 3 clusters Score -4587601 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -4587621.500000 Penalty: 12140.864258 Iteration 16Q: 3 clusters Score -4587622 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10208 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -4587614.000000 Penalty: 12140.864258 Iteration 17Q: 3 clusters Score -4587614 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -4587618.500000 Penalty: 12140.864258 Iteration 18Q: 3 clusters Score -4587618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -4587618.500000 Penalty: 12140.864258 Iteration 19Q: 3 clusters Score -4587618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -4587626.000000 Penalty: 12140.864258 Iteration 20F: 3 clusters Score -4587626 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -4587631.500000 Penalty: 12140.864258 Iteration 21Q: 3 clusters Score -4587632 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10175 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -4587627.000000 Penalty: 12140.864258 Iteration 22Q: 3 clusters Score -4587627 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10170 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -4587633.000000 Penalty: 12140.864258 Iteration 23Q: 3 clusters Score -4587633 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10167 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -4587631.500000 Penalty: 12140.864258 Iteration 24Q: 3 clusters Score -4587632 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10165 members Mstep: Class 2 contains 9984 members Entering Unmasked Estep Score: -4587628.000000 Penalty: 12140.864258 Iteration 25Q: 3 clusters Score -4587628 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10159 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -4587629.000000 Penalty: 12140.864258 Iteration 26Q: 3 clusters Score -4587629 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -4587624.000000 Penalty: 12140.864258 Iteration 27Q: 3 clusters Score -4587624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10155 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -4587630.500000 Penalty: 12140.864258 Iteration 28Q: 3 clusters Score -4587630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10153 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -4587627.500000 Penalty: 12140.864258 Iteration 29Q: 3 clusters Score -4587628 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10153 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -4587627.500000 Penalty: 12140.864258 Iteration 30F: 3 clusters Score -4587628 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 9806 members Mstep: Class 4 contains 1003 members Mstep: Class 5 contains 16511 members Mstep: Class 6 contains 14688 members Mstep: Class 7 contains 4524 members Mstep: Class 8 contains 26671 members Mstep: Class 9 contains 45561 members Mstep: Class 10 contains 9726 members Mstep: Class 11 contains 14270 members Mstep: Class 12 contains 117678 members Mstep: Class 13 contains 10153 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 8472 members Mstep: Class 16 contains 4311 members Mstep: Class 17 contains 47652 members Mstep: Class 18 contains 19863 members Mstep: Class 19 contains 1445 members Mstep: Class 20 contains 38137 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 22933 members Mstep: Class 23 contains 9959 members Mstep: Class 24 contains 113 members Mstep: Class 25 contains 942 members Mstep: Class 26 contains 1040 members Mstep: Class 27 contains 9996 members Entering Unmasked Estep Score: -101702592.000000 Penalty: 214845.046875 Splitting cluster 13 changes total score from -101703928.000000 to -101702592.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (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: -101620.953125 Penalty: 3747.334717 Iteration 0F: 2 clusters Score -101621 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -98259.585938 Penalty: 7494.669434 Iteration 0F: 3 clusters Score -98259.59 nChanged 22 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: -98349.703125 Penalty: 7494.669434 Iteration 1Q: 3 clusters Score -98349.7 nChanged 3 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: -98370.835938 Penalty: 7494.669434 Iteration 2Q: 3 clusters Score -98370.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -98378.859375 Penalty: 7494.669434 Iteration 3Q: 3 clusters Score -98378.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -98386.968750 Penalty: 7494.669434 Iteration 4Q: 3 clusters Score -98386.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -98386.968750 Penalty: 7494.669434 Iteration 5F: 3 clusters Score -98386.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Entering Unmasked Estep Score: -1921128.875000 Penalty: 5539.770020 Iteration 0F: 2 clusters Score -1921129 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -1911833.625000 Penalty: 11079.540039 Iteration 0F: 3 clusters Score -1911834 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1913712.375000 Penalty: 11079.540039 Iteration 1F: 3 clusters Score -1913712 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -1914124.625000 Penalty: 11079.540039 Iteration 2F: 3 clusters Score -1914125 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1914345.500000 Penalty: 11079.540039 Iteration 3Q: 3 clusters Score -1914346 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1914489.750000 Penalty: 11079.540039 Iteration 4Q: 3 clusters Score -1914490 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -1914591.750000 Penalty: 11079.540039 Iteration 5Q: 3 clusters Score -1914592 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1914676.375000 Penalty: 11079.540039 Iteration 6Q: 3 clusters Score -1914676 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -1914733.125000 Penalty: 11079.540039 Iteration 7Q: 3 clusters Score -1914733 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1914776.375000 Penalty: 11079.540039 Iteration 8Q: 3 clusters Score -1914776 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -1914817.625000 Penalty: 11079.540039 Iteration 9Q: 3 clusters Score -1914818 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1914844.125000 Penalty: 11079.540039 Iteration 10Q: 3 clusters Score -1914844 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1914864.125000 Penalty: 11079.540039 Iteration 11Q: 3 clusters Score -1914864 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1914882.750000 Penalty: 11079.540039 Iteration 12Q: 3 clusters Score -1914883 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1914896.125000 Penalty: 11079.540039 Iteration 13Q: 3 clusters Score -1914896 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1914906.000000 Penalty: 11079.540039 Iteration 14Q: 3 clusters Score -1914906 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1914913.250000 Penalty: 11079.540039 Iteration 15Q: 3 clusters Score -1914913 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1914919.250000 Penalty: 11079.540039 Iteration 16Q: 3 clusters Score -1914919 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1914925.625000 Penalty: 11079.540039 Iteration 17Q: 3 clusters Score -1914926 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1914931.250000 Penalty: 11079.540039 Iteration 18Q: 3 clusters Score -1914931 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -1914945.500000 Penalty: 11079.540039 Iteration 19Q: 3 clusters Score -1914946 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1914947.250000 Penalty: 11079.540039 Iteration 20F: 3 clusters Score -1914947 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1914950.375000 Penalty: 11079.540039 Iteration 21Q: 3 clusters Score -1914950 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -1914954.500000 Penalty: 11079.540039 Iteration 22Q: 3 clusters Score -1914954 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -1914954.750000 Penalty: 11079.540039 Iteration 23Q: 3 clusters Score -1914955 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1914959.500000 Penalty: 11079.540039 Iteration 24Q: 3 clusters Score -1914960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1914960.500000 Penalty: 11079.540039 Iteration 25Q: 3 clusters Score -1914960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1914969.875000 Penalty: 11079.540039 Iteration 26Q: 3 clusters Score -1914970 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1914969.875000 Penalty: 11079.540039 Iteration 27Q: 3 clusters Score -1914970 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1914973.750000 Penalty: 11079.540039 Iteration 28Q: 3 clusters Score -1914974 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1914975.750000 Penalty: 11079.540039 Iteration 29Q: 3 clusters Score -1914976 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1914980.375000 Penalty: 11079.540039 Iteration 30Q: 3 clusters Score -1914980 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -1914983.125000 Penalty: 11079.540039 Iteration 31Q: 3 clusters Score -1914983 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1914979.250000 Penalty: 11079.540039 Iteration 32Q: 3 clusters Score -1914979 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1914985.625000 Penalty: 11079.540039 Iteration 33Q: 3 clusters Score -1914986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1914982.250000 Penalty: 11079.540039 Iteration 34Q: 3 clusters Score -1914982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -1914987.125000 Penalty: 11079.540039 Iteration 35Q: 3 clusters Score -1914987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1914987.125000 Penalty: 11079.540039 Iteration 36Q: 3 clusters Score -1914987 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -1914985.875000 Penalty: 11079.540039 Iteration 37Q: 3 clusters Score -1914986 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1914987.250000 Penalty: 11079.540039 Iteration 38Q: 3 clusters Score -1914987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1914991.375000 Penalty: 11079.540039 Iteration 39Q: 3 clusters Score -1914991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1914994.000000 Penalty: 11079.540039 Iteration 40F: 3 clusters Score -1914994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1914993.375000 Penalty: 11079.540039 Iteration 41Q: 3 clusters Score -1914993 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1914995.250000 Penalty: 11079.540039 Iteration 42Q: 3 clusters Score -1914995 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1914995.875000 Penalty: 11079.540039 Iteration 43Q: 3 clusters Score -1914996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1914997.250000 Penalty: 11079.540039 Iteration 44Q: 3 clusters Score -1914997 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1914998.500000 Penalty: 11079.540039 Iteration 45Q: 3 clusters Score -1914998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1915000.500000 Penalty: 11079.540039 Iteration 46Q: 3 clusters Score -1915000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1914997.625000 Penalty: 11079.540039 Iteration 47Q: 3 clusters Score -1914998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1915000.125000 Penalty: 11079.540039 Iteration 48Q: 3 clusters Score -1915000 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1915002.125000 Penalty: 11079.540039 Iteration 49Q: 3 clusters Score -1915002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1915000.875000 Penalty: 11079.540039 Iteration 50Q: 3 clusters Score -1915001 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1915006.750000 Penalty: 11079.540039 Iteration 51Q: 3 clusters Score -1915007 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1915008.000000 Penalty: 11079.540039 Iteration 52Q: 3 clusters Score -1915008 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1915013.750000 Penalty: 11079.540039 Iteration 53Q: 3 clusters Score -1915014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1915017.750000 Penalty: 11079.540039 Iteration 54Q: 3 clusters Score -1915018 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1915015.250000 Penalty: 11079.540039 Iteration 55Q: 3 clusters Score -1915015 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1915021.000000 Penalty: 11079.540039 Iteration 56Q: 3 clusters Score -1915021 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1915023.625000 Penalty: 11079.540039 Iteration 57Q: 3 clusters Score -1915024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1915027.250000 Penalty: 11079.540039 Iteration 58Q: 3 clusters Score -1915027 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1915029.500000 Penalty: 11079.540039 Iteration 59Q: 3 clusters Score -1915030 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1915026.875000 Penalty: 11079.540039 Iteration 60F: 3 clusters Score -1915027 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -1915028.250000 Penalty: 11079.540039 Iteration 61Q: 3 clusters Score -1915028 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1915032.375000 Penalty: 11079.540039 Iteration 62Q: 3 clusters Score -1915032 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1915029.875000 Penalty: 11079.540039 Iteration 63Q: 3 clusters Score -1915030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1915035.750000 Penalty: 11079.540039 Iteration 64Q: 3 clusters Score -1915036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1915038.875000 Penalty: 11079.540039 Iteration 65Q: 3 clusters Score -1915039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1915038.875000 Penalty: 11079.540039 Iteration 66F: 3 clusters Score -1915039 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Entering Unmasked Estep Score: -1002145.250000 Penalty: 5125.966797 Iteration 0F: 2 clusters Score -1002145 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -995496.000000 Penalty: 10251.933594 Iteration 0F: 3 clusters Score -995496 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -996475.625000 Penalty: 10251.933594 Iteration 1F: 3 clusters Score -996475.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -996776.375000 Penalty: 10251.933594 Iteration 2F: 3 clusters Score -996776.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -996974.812500 Penalty: 10251.933594 Iteration 3Q: 3 clusters Score -996974.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -997106.875000 Penalty: 10251.933594 Iteration 4Q: 3 clusters Score -997106.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -997226.000000 Penalty: 10251.933594 Iteration 5Q: 3 clusters Score -997226 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -997320.312500 Penalty: 10251.933594 Iteration 6Q: 3 clusters Score -997320.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -997442.375000 Penalty: 10251.933594 Iteration 7Q: 3 clusters Score -997442.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -997571.625000 Penalty: 10251.933594 Iteration 8Q: 3 clusters Score -997571.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -997663.250000 Penalty: 10251.933594 Iteration 9Q: 3 clusters Score -997663.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -997757.375000 Penalty: 10251.933594 Iteration 10Q: 3 clusters Score -997757.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -997844.500000 Penalty: 10251.933594 Iteration 11Q: 3 clusters Score -997844.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -997923.062500 Penalty: 10251.933594 Iteration 12Q: 3 clusters Score -997923.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -997987.875000 Penalty: 10251.933594 Iteration 13Q: 3 clusters Score -997987.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -998036.250000 Penalty: 10251.933594 Iteration 14Q: 3 clusters Score -998036.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -998072.062500 Penalty: 10251.933594 Iteration 15Q: 3 clusters Score -998072.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -998106.250000 Penalty: 10251.933594 Iteration 16Q: 3 clusters Score -998106.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -998138.500000 Penalty: 10251.933594 Iteration 17Q: 3 clusters Score -998138.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -998164.937500 Penalty: 10251.933594 Iteration 18Q: 3 clusters Score -998164.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -998192.562500 Penalty: 10251.933594 Iteration 19Q: 3 clusters Score -998192.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -998217.562500 Penalty: 10251.933594 Iteration 20F: 3 clusters Score -998217.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -998235.937500 Penalty: 10251.933594 Iteration 21Q: 3 clusters Score -998235.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -998246.562500 Penalty: 10251.933594 Iteration 22Q: 3 clusters Score -998246.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -998256.625000 Penalty: 10251.933594 Iteration 23Q: 3 clusters Score -998256.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -998270.125000 Penalty: 10251.933594 Iteration 24Q: 3 clusters Score -998270.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -998279.875000 Penalty: 10251.933594 Iteration 25Q: 3 clusters Score -998279.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -998292.250000 Penalty: 10251.933594 Iteration 26Q: 3 clusters Score -998292.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -998302.937500 Penalty: 10251.933594 Iteration 27Q: 3 clusters Score -998302.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -998312.562500 Penalty: 10251.933594 Iteration 28Q: 3 clusters Score -998312.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -998329.187500 Penalty: 10251.933594 Iteration 29Q: 3 clusters Score -998329.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -998339.625000 Penalty: 10251.933594 Iteration 30Q: 3 clusters Score -998339.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -998345.437500 Penalty: 10251.933594 Iteration 31Q: 3 clusters Score -998345.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -998351.625000 Penalty: 10251.933594 Iteration 32Q: 3 clusters Score -998351.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -998356.125000 Penalty: 10251.933594 Iteration 33Q: 3 clusters Score -998356.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -998357.875000 Penalty: 10251.933594 Iteration 34Q: 3 clusters Score -998357.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -998357.437500 Penalty: 10251.933594 Iteration 35Q: 3 clusters Score -998357.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -998357.437500 Penalty: 10251.933594 Iteration 36F: 3 clusters Score -998357.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (47652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47652 members Entering Unmasked Estep Score: -11372068.000000 Penalty: 6597.653809 Iteration 0F: 2 clusters Score -1.137207e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23886 members Mstep: Class 2 contains 23766 members Entering Unmasked Estep Score: -11338121.000000 Penalty: 13195.307617 Iteration 0F: 3 clusters Score -1.133812e+07 nChanged 20885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24179 members Mstep: Class 2 contains 23473 members Entering Unmasked Estep Score: -11349265.000000 Penalty: 13195.307617 Iteration 1F: 3 clusters Score -1.134926e+07 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24538 members Mstep: Class 2 contains 23114 members Entering Unmasked Estep Score: -11350117.000000 Penalty: 13195.307617 Iteration 2F: 3 clusters Score -1.135012e+07 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25097 members Mstep: Class 2 contains 22555 members Entering Unmasked Estep Score: -11350925.000000 Penalty: 13195.307617 Iteration 3Q: 3 clusters Score -1.135092e+07 nChanged 2092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25843 members Mstep: Class 2 contains 21809 members Entering Unmasked Estep Score: -11351805.000000 Penalty: 13195.307617 Iteration 4Q: 3 clusters Score -1.13518e+07 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26895 members Mstep: Class 2 contains 20757 members Entering Unmasked Estep Score: -11352830.000000 Penalty: 13195.307617 Iteration 5Q: 3 clusters Score -1.135283e+07 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28204 members Mstep: Class 2 contains 19448 members Entering Unmasked Estep Score: -11354040.000000 Penalty: 13195.307617 Iteration 6Q: 3 clusters Score -1.135404e+07 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29754 members Mstep: Class 2 contains 17898 members Entering Unmasked Estep Score: -11355384.000000 Penalty: 13195.307617 Iteration 7F: 3 clusters Score -1.135538e+07 nChanged 2645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31619 members Mstep: Class 2 contains 16033 members Entering Unmasked Estep Score: -11356991.000000 Penalty: 13195.307617 Iteration 8F: 3 clusters Score -1.135699e+07 nChanged 2518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33479 members Mstep: Class 2 contains 14173 members Entering Unmasked Estep Score: -11358451.000000 Penalty: 13195.307617 Iteration 9F: 3 clusters Score -1.135845e+07 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35237 members Mstep: Class 2 contains 12415 members Entering Unmasked Estep Score: -11359753.000000 Penalty: 13195.307617 Iteration 10Q: 3 clusters Score -1.135975e+07 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36899 members Mstep: Class 2 contains 10753 members Entering Unmasked Estep Score: -11360876.000000 Penalty: 13195.307617 Iteration 11Q: 3 clusters Score -1.136088e+07 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38287 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -11361798.000000 Penalty: 13195.307617 Iteration 12Q: 3 clusters Score -1.13618e+07 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39498 members Mstep: Class 2 contains 8154 members Entering Unmasked Estep Score: -11362489.000000 Penalty: 13195.307617 Iteration 13Q: 3 clusters Score -1.136249e+07 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40559 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -11363100.000000 Penalty: 13195.307617 Iteration 14Q: 3 clusters Score -1.13631e+07 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41522 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -11363675.000000 Penalty: 13195.307617 Iteration 15Q: 3 clusters Score -1.136368e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42307 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -11364160.000000 Penalty: 13195.307617 Iteration 16Q: 3 clusters Score -1.136416e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42987 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -11364582.000000 Penalty: 13195.307617 Iteration 17Q: 3 clusters Score -1.136458e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43537 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -11364916.000000 Penalty: 13195.307617 Iteration 18Q: 3 clusters Score -1.136492e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43965 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -11365168.000000 Penalty: 13195.307617 Iteration 19Q: 3 clusters Score -1.136517e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44288 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -11365394.000000 Penalty: 13195.307617 Iteration 20F: 3 clusters Score -1.136539e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44566 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -11365530.000000 Penalty: 13195.307617 Iteration 21Q: 3 clusters Score -1.136553e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44797 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -11365662.000000 Penalty: 13195.307617 Iteration 22Q: 3 clusters Score -1.136566e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44981 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -11365778.000000 Penalty: 13195.307617 Iteration 23Q: 3 clusters Score -1.136578e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45129 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -11365884.000000 Penalty: 13195.307617 Iteration 24Q: 3 clusters Score -1.136588e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45246 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -11365951.000000 Penalty: 13195.307617 Iteration 25Q: 3 clusters Score -1.136595e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45337 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -11365993.000000 Penalty: 13195.307617 Iteration 26Q: 3 clusters Score -1.136599e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45413 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -11366049.000000 Penalty: 13195.307617 Iteration 27Q: 3 clusters Score -1.136605e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45471 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -11366070.000000 Penalty: 13195.307617 Iteration 28Q: 3 clusters Score -1.136607e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45528 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -11366111.000000 Penalty: 13195.307617 Iteration 29Q: 3 clusters Score -1.136611e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45579 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -11366127.000000 Penalty: 13195.307617 Iteration 30Q: 3 clusters Score -1.136613e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45629 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -11366164.000000 Penalty: 13195.307617 Iteration 31Q: 3 clusters Score -1.136616e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45675 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -11366189.000000 Penalty: 13195.307617 Iteration 32Q: 3 clusters Score -1.136619e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45710 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -11366209.000000 Penalty: 13195.307617 Iteration 33Q: 3 clusters Score -1.136621e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45737 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -11366214.000000 Penalty: 13195.307617 Iteration 34Q: 3 clusters Score -1.136621e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45765 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -11366238.000000 Penalty: 13195.307617 Iteration 35Q: 3 clusters Score -1.136624e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45788 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -11366240.000000 Penalty: 13195.307617 Iteration 36Q: 3 clusters Score -1.136624e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45817 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -11366259.000000 Penalty: 13195.307617 Iteration 37Q: 3 clusters Score -1.136626e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45845 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -11366283.000000 Penalty: 13195.307617 Iteration 38Q: 3 clusters Score -1.136628e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45869 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -11366303.000000 Penalty: 13195.307617 Iteration 39Q: 3 clusters Score -1.13663e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45892 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -11366330.000000 Penalty: 13195.307617 Iteration 40F: 3 clusters Score -1.136633e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45905 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -11366353.000000 Penalty: 13195.307617 Iteration 41Q: 3 clusters Score -1.136635e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45921 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -11366366.000000 Penalty: 13195.307617 Iteration 42Q: 3 clusters Score -1.136637e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45938 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -11366372.000000 Penalty: 13195.307617 Iteration 43Q: 3 clusters Score -1.136637e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45954 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -11366383.000000 Penalty: 13195.307617 Iteration 44Q: 3 clusters Score -1.136638e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45962 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -11366392.000000 Penalty: 13195.307617 Iteration 45Q: 3 clusters Score -1.136639e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45968 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -11366376.000000 Penalty: 13195.307617 Iteration 46Q: 3 clusters Score -1.136638e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45975 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -11366396.000000 Penalty: 13195.307617 Iteration 47Q: 3 clusters Score -1.13664e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45980 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -11366380.000000 Penalty: 13195.307617 Iteration 48Q: 3 clusters Score -1.136638e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45982 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -11366379.000000 Penalty: 13195.307617 Iteration 49Q: 3 clusters Score -1.136638e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45986 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -11366385.000000 Penalty: 13195.307617 Iteration 50Q: 3 clusters Score -1.136638e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45987 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -11366387.000000 Penalty: 13195.307617 Iteration 51Q: 3 clusters Score -1.136639e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45987 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -11366387.000000 Penalty: 13195.307617 Iteration 52F: 3 clusters Score -1.136639e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (19863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19863 members Entering Unmasked Estep Score: -4609445.500000 Penalty: 6061.676270 Iteration 0F: 2 clusters Score -4609446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -4593123.000000 Penalty: 12123.352539 Iteration 0F: 3 clusters Score -4593123 nChanged 8149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 9582 members Entering Unmasked Estep Score: -4597498.500000 Penalty: 12123.352539 Iteration 1F: 3 clusters Score -4597498 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -4598130.000000 Penalty: 12123.352539 Iteration 2F: 3 clusters Score -4598130 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10460 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -4598634.000000 Penalty: 12123.352539 Iteration 3Q: 3 clusters Score -4598634 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 9429 members Entering Unmasked Estep Score: -4599140.000000 Penalty: 12123.352539 Iteration 4Q: 3 clusters Score -4599140 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -4599674.000000 Penalty: 12123.352539 Iteration 5Q: 3 clusters Score -4599674 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -4600247.000000 Penalty: 12123.352539 Iteration 6Q: 3 clusters Score -4600247 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 10326 members Entering Unmasked Estep Score: -4601186.000000 Penalty: 12123.352539 Iteration 7Q: 3 clusters Score -4601186 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -4602325.500000 Penalty: 12123.352539 Iteration 8F: 3 clusters Score -4602326 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -4603624.500000 Penalty: 12123.352539 Iteration 9F: 3 clusters Score -4603624 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 12937 members Entering Unmasked Estep Score: -4604889.500000 Penalty: 12123.352539 Iteration 10F: 3 clusters Score -4604890 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 13895 members Entering Unmasked Estep Score: -4605975.000000 Penalty: 12123.352539 Iteration 11F: 3 clusters Score -4605975 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 14754 members Entering Unmasked Estep Score: -4606758.500000 Penalty: 12123.352539 Iteration 12F: 3 clusters Score -4606758 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 15398 members Entering Unmasked Estep Score: -4607260.000000 Penalty: 12123.352539 Iteration 13Q: 3 clusters Score -4607260 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 15942 members Entering Unmasked Estep Score: -4607637.000000 Penalty: 12123.352539 Iteration 14Q: 3 clusters Score -4607637 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 16341 members Entering Unmasked Estep Score: -4607853.000000 Penalty: 12123.352539 Iteration 15Q: 3 clusters Score -4607853 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 16621 members Entering Unmasked Estep Score: -4608009.500000 Penalty: 12123.352539 Iteration 16Q: 3 clusters Score -4608010 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -4608127.000000 Penalty: 12123.352539 Iteration 17Q: 3 clusters Score -4608127 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 17039 members Entering Unmasked Estep Score: -4608229.000000 Penalty: 12123.352539 Iteration 18Q: 3 clusters Score -4608229 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 17204 members Entering Unmasked Estep Score: -4608311.000000 Penalty: 12123.352539 Iteration 19Q: 3 clusters Score -4608311 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 17328 members Entering Unmasked Estep Score: -4608378.000000 Penalty: 12123.352539 Iteration 20F: 3 clusters Score -4608378 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -4608418.000000 Penalty: 12123.352539 Iteration 21Q: 3 clusters Score -4608418 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 17493 members Entering Unmasked Estep Score: -4608451.500000 Penalty: 12123.352539 Iteration 22Q: 3 clusters Score -4608452 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 17557 members Entering Unmasked Estep Score: -4608479.000000 Penalty: 12123.352539 Iteration 23Q: 3 clusters Score -4608479 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 17611 members Entering Unmasked Estep Score: -4608492.500000 Penalty: 12123.352539 Iteration 24Q: 3 clusters Score -4608492 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -4608516.000000 Penalty: 12123.352539 Iteration 25Q: 3 clusters Score -4608516 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 17706 members Entering Unmasked Estep Score: -4608534.500000 Penalty: 12123.352539 Iteration 26Q: 3 clusters Score -4608534 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 17734 members Entering Unmasked Estep Score: -4608541.000000 Penalty: 12123.352539 Iteration 27Q: 3 clusters Score -4608541 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 17755 members Entering Unmasked Estep Score: -4608551.500000 Penalty: 12123.352539 Iteration 28Q: 3 clusters Score -4608552 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 17772 members Entering Unmasked Estep Score: -4608563.500000 Penalty: 12123.352539 Iteration 29Q: 3 clusters Score -4608564 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 17787 members Entering Unmasked Estep Score: -4608566.000000 Penalty: 12123.352539 Iteration 30Q: 3 clusters Score -4608566 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 17801 members Entering Unmasked Estep Score: -4608562.500000 Penalty: 12123.352539 Iteration 31Q: 3 clusters Score -4608562 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 17814 members Entering Unmasked Estep Score: -4608566.000000 Penalty: 12123.352539 Iteration 32Q: 3 clusters Score -4608566 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 17830 members Entering Unmasked Estep Score: -4608579.000000 Penalty: 12123.352539 Iteration 33Q: 3 clusters Score -4608579 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 17842 members Entering Unmasked Estep Score: -4608588.000000 Penalty: 12123.352539 Iteration 34Q: 3 clusters Score -4608588 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 17851 members Entering Unmasked Estep Score: -4608586.000000 Penalty: 12123.352539 Iteration 35Q: 3 clusters Score -4608586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 17856 members Entering Unmasked Estep Score: -4608589.500000 Penalty: 12123.352539 Iteration 36Q: 3 clusters Score -4608590 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 17866 members Entering Unmasked Estep Score: -4608598.500000 Penalty: 12123.352539 Iteration 37Q: 3 clusters Score -4608598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 17870 members Entering Unmasked Estep Score: -4608603.500000 Penalty: 12123.352539 Iteration 38Q: 3 clusters Score -4608604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 17872 members Entering Unmasked Estep Score: -4608601.500000 Penalty: 12123.352539 Iteration 39Q: 3 clusters Score -4608602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 17873 members Entering Unmasked Estep Score: -4608602.000000 Penalty: 12123.352539 Iteration 40F: 3 clusters Score -4608602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 17874 members Entering Unmasked Estep Score: -4608598.500000 Penalty: 12123.352539 Iteration 41Q: 3 clusters Score -4608598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 17875 members Entering Unmasked Estep Score: -4608603.500000 Penalty: 12123.352539 Iteration 42Q: 3 clusters Score -4608604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 17879 members Entering Unmasked Estep Score: -4608598.500000 Penalty: 12123.352539 Iteration 43Q: 3 clusters Score -4608598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 17881 members Entering Unmasked Estep Score: -4608605.500000 Penalty: 12123.352539 Iteration 44Q: 3 clusters Score -4608606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -4608604.500000 Penalty: 12123.352539 Iteration 45Q: 3 clusters Score -4608604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -4608604.500000 Penalty: 12123.352539 Iteration 46F: 3 clusters Score -4608604 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Entering Unmasked Estep Score: -326252.500000 Penalty: 4456.467285 Iteration 0F: 2 clusters Score -326252.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -321828.968750 Penalty: 8912.934570 Iteration 0F: 3 clusters Score -321829 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -322462.250000 Penalty: 8912.934570 Iteration 1F: 3 clusters Score -322462.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -322864.687500 Penalty: 8912.934570 Iteration 2F: 3 clusters Score -322864.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -323351.750000 Penalty: 8912.934570 Iteration 3F: 3 clusters Score -323351.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -323823.093750 Penalty: 8912.934570 Iteration 4Q: 3 clusters Score -323823.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -324048.187500 Penalty: 8912.934570 Iteration 5Q: 3 clusters Score -324048.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -324238.812500 Penalty: 8912.934570 Iteration 6Q: 3 clusters Score -324238.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -324330.875000 Penalty: 8912.934570 Iteration 7Q: 3 clusters Score -324330.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -324409.343750 Penalty: 8912.934570 Iteration 8Q: 3 clusters Score -324409.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -324463.000000 Penalty: 8912.934570 Iteration 9Q: 3 clusters Score -324463 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -324488.125000 Penalty: 8912.934570 Iteration 10Q: 3 clusters Score -324488.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -324508.531250 Penalty: 8912.934570 Iteration 11Q: 3 clusters Score -324508.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -324526.343750 Penalty: 8912.934570 Iteration 12Q: 3 clusters Score -324526.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -324539.843750 Penalty: 8912.934570 Iteration 13Q: 3 clusters Score -324539.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -324548.781250 Penalty: 8912.934570 Iteration 14Q: 3 clusters Score -324548.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -324556.906250 Penalty: 8912.934570 Iteration 15Q: 3 clusters Score -324556.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -324565.750000 Penalty: 8912.934570 Iteration 16Q: 3 clusters Score -324565.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -324575.750000 Penalty: 8912.934570 Iteration 17Q: 3 clusters Score -324575.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -324587.406250 Penalty: 8912.934570 Iteration 18Q: 3 clusters Score -324587.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -324594.343750 Penalty: 8912.934570 Iteration 19Q: 3 clusters Score -324594.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -324606.218750 Penalty: 8912.934570 Iteration 20F: 3 clusters Score -324606.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -324614.375000 Penalty: 8912.934570 Iteration 21Q: 3 clusters Score -324614.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -324628.781250 Penalty: 8912.934570 Iteration 22Q: 3 clusters Score -324628.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -324638.750000 Penalty: 8912.934570 Iteration 23Q: 3 clusters Score -324638.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -324647.343750 Penalty: 8912.934570 Iteration 24Q: 3 clusters Score -324647.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -324654.781250 Penalty: 8912.934570 Iteration 25Q: 3 clusters Score -324654.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -324661.750000 Penalty: 8912.934570 Iteration 26Q: 3 clusters Score -324661.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -324671.468750 Penalty: 8912.934570 Iteration 27Q: 3 clusters Score -324671.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -324732.343750 Penalty: 8912.934570 Iteration 28Q: 3 clusters Score -324732.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -324852.218750 Penalty: 8912.934570 Iteration 29Q: 3 clusters Score -324852.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -324945.656250 Penalty: 8912.934570 Iteration 30Q: 3 clusters Score -324945.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -324982.718750 Penalty: 8912.934570 Iteration 31Q: 3 clusters Score -324982.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -324993.593750 Penalty: 8912.934570 Iteration 32Q: 3 clusters Score -324993.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -324999.875000 Penalty: 8912.934570 Iteration 33Q: 3 clusters Score -324999.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -325006.812500 Penalty: 8912.934570 Iteration 34Q: 3 clusters Score -325006.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -325012.937500 Penalty: 8912.934570 Iteration 35Q: 3 clusters Score -325012.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -325015.500000 Penalty: 8912.934570 Iteration 36Q: 3 clusters Score -325015.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -325017.343750 Penalty: 8912.934570 Iteration 37Q: 3 clusters Score -325017.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -325022.281250 Penalty: 8912.934570 Iteration 38F: 3 clusters Score -325022.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -325031.406250 Penalty: 8912.934570 Iteration 39Q: 3 clusters Score -325031.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -325033.968750 Penalty: 8912.934570 Iteration 40F: 3 clusters Score -325034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -325037.343750 Penalty: 8912.934570 Iteration 41Q: 3 clusters Score -325037.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -325037.343750 Penalty: 8912.934570 Iteration 42F: 3 clusters Score -325037.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (38137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38137 members Entering Unmasked Estep Score: -9065899.000000 Penalty: 6461.226074 Iteration 0F: 2 clusters Score -9065899 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18952 members Mstep: Class 2 contains 19185 members Entering Unmasked Estep Score: -9037911.000000 Penalty: 12922.452148 Iteration 0F: 3 clusters Score -9037911 nChanged 16309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18645 members Mstep: Class 2 contains 19492 members Entering Unmasked Estep Score: -9046475.000000 Penalty: 12922.452148 Iteration 1F: 3 clusters Score -9046475 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18514 members Mstep: Class 2 contains 19623 members Entering Unmasked Estep Score: -9047288.000000 Penalty: 12922.452148 Iteration 2F: 3 clusters Score -9047288 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18381 members Mstep: Class 2 contains 19756 members Entering Unmasked Estep Score: -9047793.000000 Penalty: 12922.452148 Iteration 3Q: 3 clusters Score -9047793 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18209 members Mstep: Class 2 contains 19928 members Entering Unmasked Estep Score: -9048272.000000 Penalty: 12922.452148 Iteration 4Q: 3 clusters Score -9048272 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18008 members Mstep: Class 2 contains 20129 members Entering Unmasked Estep Score: -9048671.000000 Penalty: 12922.452148 Iteration 5Q: 3 clusters Score -9048671 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17817 members Mstep: Class 2 contains 20320 members Entering Unmasked Estep Score: -9049082.000000 Penalty: 12922.452148 Iteration 6Q: 3 clusters Score -9049082 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17602 members Mstep: Class 2 contains 20535 members Entering Unmasked Estep Score: -9049385.000000 Penalty: 12922.452148 Iteration 7Q: 3 clusters Score -9049385 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17336 members Mstep: Class 2 contains 20801 members Entering Unmasked Estep Score: -9049803.000000 Penalty: 12922.452148 Iteration 8Q: 3 clusters Score -9049803 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17011 members Mstep: Class 2 contains 21126 members Entering Unmasked Estep Score: -9050290.000000 Penalty: 12922.452148 Iteration 9Q: 3 clusters Score -9050290 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16613 members Mstep: Class 2 contains 21524 members Entering Unmasked Estep Score: -9050783.000000 Penalty: 12922.452148 Iteration 10Q: 3 clusters Score -9050783 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16095 members Mstep: Class 2 contains 22042 members Entering Unmasked Estep Score: -9051375.000000 Penalty: 12922.452148 Iteration 11Q: 3 clusters Score -9051375 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15479 members Mstep: Class 2 contains 22658 members Entering Unmasked Estep Score: -9052046.000000 Penalty: 12922.452148 Iteration 12Q: 3 clusters Score -9052046 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14806 members Mstep: Class 2 contains 23331 members Entering Unmasked Estep Score: -9052738.000000 Penalty: 12922.452148 Iteration 13Q: 3 clusters Score -9052738 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14025 members Mstep: Class 2 contains 24112 members Entering Unmasked Estep Score: -9053424.000000 Penalty: 12922.452148 Iteration 14Q: 3 clusters Score -9053424 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 24969 members Entering Unmasked Estep Score: -9054025.000000 Penalty: 12922.452148 Iteration 15Q: 3 clusters Score -9054025 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12203 members Mstep: Class 2 contains 25934 members Entering Unmasked Estep Score: -9054718.000000 Penalty: 12922.452148 Iteration 16Q: 3 clusters Score -9054718 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11230 members Mstep: Class 2 contains 26907 members Entering Unmasked Estep Score: -9055258.000000 Penalty: 12922.452148 Iteration 17Q: 3 clusters Score -9055258 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10248 members Mstep: Class 2 contains 27889 members Entering Unmasked Estep Score: -9055858.000000 Penalty: 12922.452148 Iteration 18Q: 3 clusters Score -9055858 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 28890 members Entering Unmasked Estep Score: -9056424.000000 Penalty: 12922.452148 Iteration 19Q: 3 clusters Score -9056424 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 29845 members Entering Unmasked Estep Score: -9056932.000000 Penalty: 12922.452148 Iteration 20F: 3 clusters Score -9056932 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 30761 members Entering Unmasked Estep Score: -9057423.000000 Penalty: 12922.452148 Iteration 21Q: 3 clusters Score -9057423 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 31635 members Entering Unmasked Estep Score: -9057883.000000 Penalty: 12922.452148 Iteration 22Q: 3 clusters Score -9057883 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 32381 members Entering Unmasked Estep Score: -9058274.000000 Penalty: 12922.452148 Iteration 23Q: 3 clusters Score -9058274 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 33047 members Entering Unmasked Estep Score: -9058619.000000 Penalty: 12922.452148 Iteration 24Q: 3 clusters Score -9058619 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 33607 members Entering Unmasked Estep Score: -9058908.000000 Penalty: 12922.452148 Iteration 25Q: 3 clusters Score -9058908 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 34079 members Entering Unmasked Estep Score: -9059121.000000 Penalty: 12922.452148 Iteration 26Q: 3 clusters Score -9059121 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 34482 members Entering Unmasked Estep Score: -9059326.000000 Penalty: 12922.452148 Iteration 27Q: 3 clusters Score -9059326 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 34808 members Entering Unmasked Estep Score: -9059489.000000 Penalty: 12922.452148 Iteration 28Q: 3 clusters Score -9059489 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 35081 members Entering Unmasked Estep Score: -9059661.000000 Penalty: 12922.452148 Iteration 29Q: 3 clusters Score -9059661 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 35326 members Entering Unmasked Estep Score: -9059769.000000 Penalty: 12922.452148 Iteration 30Q: 3 clusters Score -9059769 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 35503 members Entering Unmasked Estep Score: -9059856.000000 Penalty: 12922.452148 Iteration 31Q: 3 clusters Score -9059856 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 35658 members Entering Unmasked Estep Score: -9059932.000000 Penalty: 12922.452148 Iteration 32Q: 3 clusters Score -9059932 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 35791 members Entering Unmasked Estep Score: -9059989.000000 Penalty: 12922.452148 Iteration 33Q: 3 clusters Score -9059989 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 35905 members Entering Unmasked Estep Score: -9060067.000000 Penalty: 12922.452148 Iteration 34Q: 3 clusters Score -9060067 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 35985 members Entering Unmasked Estep Score: -9060123.000000 Penalty: 12922.452148 Iteration 35Q: 3 clusters Score -9060123 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 36058 members Entering Unmasked Estep Score: -9060167.000000 Penalty: 12922.452148 Iteration 36Q: 3 clusters Score -9060167 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 36124 members Entering Unmasked Estep Score: -9060218.000000 Penalty: 12922.452148 Iteration 37Q: 3 clusters Score -9060218 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 36186 members Entering Unmasked Estep Score: -9060254.000000 Penalty: 12922.452148 Iteration 38Q: 3 clusters Score -9060254 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 36242 members Entering Unmasked Estep Score: -9060281.000000 Penalty: 12922.452148 Iteration 39Q: 3 clusters Score -9060281 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 36291 members Entering Unmasked Estep Score: -9060310.000000 Penalty: 12922.452148 Iteration 40F: 3 clusters Score -9060310 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 36329 members Entering Unmasked Estep Score: -9060335.000000 Penalty: 12922.452148 Iteration 41Q: 3 clusters Score -9060335 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 36357 members Entering Unmasked Estep Score: -9060342.000000 Penalty: 12922.452148 Iteration 42Q: 3 clusters Score -9060342 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 36384 members Entering Unmasked Estep Score: -9060371.000000 Penalty: 12922.452148 Iteration 43Q: 3 clusters Score -9060371 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 36404 members Entering Unmasked Estep Score: -9060377.000000 Penalty: 12922.452148 Iteration 44Q: 3 clusters Score -9060377 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 36413 members Entering Unmasked Estep Score: -9060386.000000 Penalty: 12922.452148 Iteration 45Q: 3 clusters Score -9060386 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 36430 members Entering Unmasked Estep Score: -9060381.000000 Penalty: 12922.452148 Iteration 46Q: 3 clusters Score -9060381 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 36445 members Entering Unmasked Estep Score: -9060393.000000 Penalty: 12922.452148 Iteration 47Q: 3 clusters Score -9060393 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 36461 members Entering Unmasked Estep Score: -9060413.000000 Penalty: 12922.452148 Iteration 48Q: 3 clusters Score -9060413 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 36480 members Entering Unmasked Estep Score: -9060434.000000 Penalty: 12922.452148 Iteration 49Q: 3 clusters Score -9060434 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -9060443.000000 Penalty: 12922.452148 Iteration 50Q: 3 clusters Score -9060443 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 36526 members Entering Unmasked Estep Score: -9060449.000000 Penalty: 12922.452148 Iteration 51Q: 3 clusters Score -9060449 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 36545 members Entering Unmasked Estep Score: -9060475.000000 Penalty: 12922.452148 Iteration 52Q: 3 clusters Score -9060475 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 36563 members Entering Unmasked Estep Score: -9060484.000000 Penalty: 12922.452148 Iteration 53Q: 3 clusters Score -9060484 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 36579 members Entering Unmasked Estep Score: -9060485.000000 Penalty: 12922.452148 Iteration 54Q: 3 clusters Score -9060485 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 36589 members Entering Unmasked Estep Score: -9060508.000000 Penalty: 12922.452148 Iteration 55Q: 3 clusters Score -9060508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 36591 members Entering Unmasked Estep Score: -9060499.000000 Penalty: 12922.452148 Iteration 56Q: 3 clusters Score -9060499 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 36597 members Entering Unmasked Estep Score: -9060508.000000 Penalty: 12922.452148 Iteration 57Q: 3 clusters Score -9060508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 36599 members Entering Unmasked Estep Score: -9060505.000000 Penalty: 12922.452148 Iteration 58Q: 3 clusters Score -9060505 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 36599 members Entering Unmasked Estep Score: -9060507.000000 Penalty: 12922.452148 Iteration 59Q: 3 clusters Score -9060507 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 36599 members Entering Unmasked Estep Score: -9060507.000000 Penalty: 12922.452148 Iteration 60F: 3 clusters Score -9060507 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Entering Unmasked Estep Score: -112570.789062 Penalty: 3839.821533 Iteration 0F: 2 clusters Score -112570.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -109196.710938 Penalty: 7679.643066 Iteration 0F: 3 clusters Score -109196.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -109376.445312 Penalty: 7679.643066 Iteration 1F: 3 clusters Score -109376.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -109431.804688 Penalty: 7679.643066 Iteration 2Q: 3 clusters Score -109431.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -109454.007812 Penalty: 7679.643066 Iteration 3Q: 3 clusters Score -109454 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -109458.476562 Penalty: 7679.643066 Iteration 4Q: 3 clusters Score -109458.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -109468.820312 Penalty: 7679.643066 Iteration 5Q: 3 clusters Score -109468.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -109469.851562 Penalty: 7679.643066 Iteration 6Q: 3 clusters Score -109469.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -109469.851562 Penalty: 7679.643066 Iteration 7F: 3 clusters Score -109469.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (22933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22933 members Entering Unmasked Estep Score: -5432620.500000 Penalty: 6149.703125 Iteration 0F: 2 clusters Score -5432620 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 11458 members Entering Unmasked Estep Score: -5414119.000000 Penalty: 12299.406250 Iteration 0F: 3 clusters Score -5414119 nChanged 9452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 11334 members Entering Unmasked Estep Score: -5419065.000000 Penalty: 12299.406250 Iteration 1F: 3 clusters Score -5419065 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -5419686.000000 Penalty: 12299.406250 Iteration 2F: 3 clusters Score -5419686 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11760 members Mstep: Class 2 contains 11173 members Entering Unmasked Estep Score: -5420034.500000 Penalty: 12299.406250 Iteration 3Q: 3 clusters Score -5420034 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -5420330.500000 Penalty: 12299.406250 Iteration 4Q: 3 clusters Score -5420330 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 10968 members Entering Unmasked Estep Score: -5420562.000000 Penalty: 12299.406250 Iteration 5Q: 3 clusters Score -5420562 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -5420756.000000 Penalty: 12299.406250 Iteration 6Q: 3 clusters Score -5420756 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12186 members Mstep: Class 2 contains 10747 members Entering Unmasked Estep Score: -5420907.500000 Penalty: 12299.406250 Iteration 7Q: 3 clusters Score -5420908 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -5421017.500000 Penalty: 12299.406250 Iteration 8Q: 3 clusters Score -5421018 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -5421115.000000 Penalty: 12299.406250 Iteration 9Q: 3 clusters Score -5421115 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -5421218.000000 Penalty: 12299.406250 Iteration 10Q: 3 clusters Score -5421218 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12699 members Mstep: Class 2 contains 10234 members Entering Unmasked Estep Score: -5421299.000000 Penalty: 12299.406250 Iteration 11Q: 3 clusters Score -5421299 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12858 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -5421393.500000 Penalty: 12299.406250 Iteration 12Q: 3 clusters Score -5421394 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13022 members Mstep: Class 2 contains 9911 members Entering Unmasked Estep Score: -5421493.500000 Penalty: 12299.406250 Iteration 13Q: 3 clusters Score -5421494 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13214 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -5421594.000000 Penalty: 12299.406250 Iteration 14Q: 3 clusters Score -5421594 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -5421686.500000 Penalty: 12299.406250 Iteration 15Q: 3 clusters Score -5421686 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13656 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -5421770.000000 Penalty: 12299.406250 Iteration 16Q: 3 clusters Score -5421770 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -5421888.500000 Penalty: 12299.406250 Iteration 17Q: 3 clusters Score -5421888 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14271 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -5422046.000000 Penalty: 12299.406250 Iteration 18Q: 3 clusters Score -5422046 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14628 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -5422213.000000 Penalty: 12299.406250 Iteration 19Q: 3 clusters Score -5422213 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15016 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -5422373.000000 Penalty: 12299.406250 Iteration 20F: 3 clusters Score -5422373 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -5422567.500000 Penalty: 12299.406250 Iteration 21Q: 3 clusters Score -5422568 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15952 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -5422829.000000 Penalty: 12299.406250 Iteration 22Q: 3 clusters Score -5422829 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16477 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -5423130.000000 Penalty: 12299.406250 Iteration 23Q: 3 clusters Score -5423130 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17077 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -5423468.000000 Penalty: 12299.406250 Iteration 24Q: 3 clusters Score -5423468 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17678 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -5423865.500000 Penalty: 12299.406250 Iteration 25Q: 3 clusters Score -5423866 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18240 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -5424220.500000 Penalty: 12299.406250 Iteration 26Q: 3 clusters Score -5424220 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18783 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -5424597.000000 Penalty: 12299.406250 Iteration 27Q: 3 clusters Score -5424597 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19294 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -5424972.000000 Penalty: 12299.406250 Iteration 28Q: 3 clusters Score -5424972 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19793 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -5425333.000000 Penalty: 12299.406250 Iteration 29Q: 3 clusters Score -5425333 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20224 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -5425642.500000 Penalty: 12299.406250 Iteration 30Q: 3 clusters Score -5425642 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20580 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -5425927.500000 Penalty: 12299.406250 Iteration 31Q: 3 clusters Score -5425928 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20879 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -5426181.500000 Penalty: 12299.406250 Iteration 32Q: 3 clusters Score -5426182 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21107 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -5426363.000000 Penalty: 12299.406250 Iteration 33Q: 3 clusters Score -5426363 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21279 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -5426534.500000 Penalty: 12299.406250 Iteration 34Q: 3 clusters Score -5426534 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21429 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -5426643.000000 Penalty: 12299.406250 Iteration 35Q: 3 clusters Score -5426643 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21560 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -5426765.500000 Penalty: 12299.406250 Iteration 36Q: 3 clusters Score -5426766 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21640 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -5426832.500000 Penalty: 12299.406250 Iteration 37Q: 3 clusters Score -5426832 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21704 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -5426910.000000 Penalty: 12299.406250 Iteration 38Q: 3 clusters Score -5426910 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21761 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -5426977.000000 Penalty: 12299.406250 Iteration 39Q: 3 clusters Score -5426977 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21818 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -5427034.000000 Penalty: 12299.406250 Iteration 40F: 3 clusters Score -5427034 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21861 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -5427079.500000 Penalty: 12299.406250 Iteration 41Q: 3 clusters Score -5427080 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21899 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -5427111.500000 Penalty: 12299.406250 Iteration 42Q: 3 clusters Score -5427112 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21921 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -5427137.500000 Penalty: 12299.406250 Iteration 43Q: 3 clusters Score -5427138 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21942 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -5427172.500000 Penalty: 12299.406250 Iteration 44Q: 3 clusters Score -5427172 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21959 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -5427197.000000 Penalty: 12299.406250 Iteration 45Q: 3 clusters Score -5427197 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21970 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -5427212.000000 Penalty: 12299.406250 Iteration 46Q: 3 clusters Score -5427212 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21977 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -5427224.000000 Penalty: 12299.406250 Iteration 47Q: 3 clusters Score -5427224 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21985 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -5427222.500000 Penalty: 12299.406250 Iteration 48Q: 3 clusters Score -5427222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21990 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -5427235.500000 Penalty: 12299.406250 Iteration 49Q: 3 clusters Score -5427236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21990 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -5427244.000000 Penalty: 12299.406250 Iteration 50Q: 3 clusters Score -5427244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21994 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -5427239.000000 Penalty: 12299.406250 Iteration 51Q: 3 clusters Score -5427239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21997 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -5427241.500000 Penalty: 12299.406250 Iteration 52Q: 3 clusters Score -5427242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22001 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -5427236.000000 Penalty: 12299.406250 Iteration 53Q: 3 clusters Score -5427236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22003 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -5427244.000000 Penalty: 12299.406250 Iteration 54Q: 3 clusters Score -5427244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22007 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -5427243.500000 Penalty: 12299.406250 Iteration 55Q: 3 clusters Score -5427244 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22008 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -5427243.000000 Penalty: 12299.406250 Iteration 56Q: 3 clusters Score -5427243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22009 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -5427248.500000 Penalty: 12299.406250 Iteration 57Q: 3 clusters Score -5427248 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22010 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -5427247.500000 Penalty: 12299.406250 Iteration 58Q: 3 clusters Score -5427248 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22010 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -5427247.500000 Penalty: 12299.406250 Iteration 59F: 3 clusters Score -5427248 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (9959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Entering Unmasked Estep Score: -2336693.500000 Penalty: 5638.817383 Iteration 0F: 2 clusters Score -2336694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -2326563.000000 Penalty: 11277.634766 Iteration 0F: 3 clusters Score -2326563 nChanged 3611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -2328870.250000 Penalty: 11277.634766 Iteration 1F: 3 clusters Score -2328870 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -2329646.000000 Penalty: 11277.634766 Iteration 2F: 3 clusters Score -2329646 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -2330454.000000 Penalty: 11277.634766 Iteration 3F: 3 clusters Score -2330454 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -2331233.500000 Penalty: 11277.634766 Iteration 4F: 3 clusters Score -2331234 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -2331956.750000 Penalty: 11277.634766 Iteration 5F: 3 clusters Score -2331957 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -2332649.250000 Penalty: 11277.634766 Iteration 6F: 3 clusters Score -2332649 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -2333251.000000 Penalty: 11277.634766 Iteration 7F: 3 clusters Score -2333251 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -2333623.750000 Penalty: 11277.634766 Iteration 8Q: 3 clusters Score -2333624 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -2333807.000000 Penalty: 11277.634766 Iteration 9Q: 3 clusters Score -2333807 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -2333935.000000 Penalty: 11277.634766 Iteration 10Q: 3 clusters Score -2333935 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -2334023.500000 Penalty: 11277.634766 Iteration 11Q: 3 clusters Score -2334024 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -2334081.250000 Penalty: 11277.634766 Iteration 12Q: 3 clusters Score -2334081 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -2334114.000000 Penalty: 11277.634766 Iteration 13Q: 3 clusters Score -2334114 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -2334135.750000 Penalty: 11277.634766 Iteration 14Q: 3 clusters Score -2334136 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -2334149.500000 Penalty: 11277.634766 Iteration 15Q: 3 clusters Score -2334150 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -2334169.750000 Penalty: 11277.634766 Iteration 16Q: 3 clusters Score -2334170 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -2334178.500000 Penalty: 11277.634766 Iteration 17Q: 3 clusters Score -2334178 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -2334180.500000 Penalty: 11277.634766 Iteration 18Q: 3 clusters Score -2334180 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -2334183.250000 Penalty: 11277.634766 Iteration 19Q: 3 clusters Score -2334183 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -2334186.750000 Penalty: 11277.634766 Iteration 20F: 3 clusters Score -2334187 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -2334193.750000 Penalty: 11277.634766 Iteration 21Q: 3 clusters Score -2334194 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -2334197.000000 Penalty: 11277.634766 Iteration 22Q: 3 clusters Score -2334197 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -2334194.750000 Penalty: 11277.634766 Iteration 23Q: 3 clusters Score -2334195 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -2334200.000000 Penalty: 11277.634766 Iteration 24Q: 3 clusters Score -2334200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -2334199.750000 Penalty: 11277.634766 Iteration 25Q: 3 clusters Score -2334200 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -2334200.250000 Penalty: 11277.634766 Iteration 26Q: 3 clusters Score -2334200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -2334203.000000 Penalty: 11277.634766 Iteration 27Q: 3 clusters Score -2334203 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -2334204.250000 Penalty: 11277.634766 Iteration 28Q: 3 clusters Score -2334204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -2334200.750000 Penalty: 11277.634766 Iteration 29Q: 3 clusters Score -2334201 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -2334200.750000 Penalty: 11277.634766 Iteration 30F: 3 clusters Score -2334201 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Entering Unmasked Estep Score: -19780.462891 Penalty: 2895.525146 Iteration 0F: 2 clusters Score -19780.46 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 62 members Entering Unmasked Estep Score: -18337.697266 Penalty: 5791.050293 Iteration 0F: 3 clusters Score -18337.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -192215.281250 Penalty: 4194.403320 Iteration 0F: 2 clusters Score -192215.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -188320.890625 Penalty: 8388.806641 Iteration 0F: 3 clusters Score -188320.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -188757.406250 Penalty: 8388.806641 Iteration 1F: 3 clusters Score -188757.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -189019.203125 Penalty: 8388.806641 Iteration 2F: 3 clusters Score -189019.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -189107.468750 Penalty: 8388.806641 Iteration 3Q: 3 clusters Score -189107.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -189192.515625 Penalty: 8388.806641 Iteration 4Q: 3 clusters Score -189192.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -189268.812500 Penalty: 8388.806641 Iteration 5Q: 3 clusters Score -189268.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -189319.125000 Penalty: 8388.806641 Iteration 6Q: 3 clusters Score -189319.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -189348.109375 Penalty: 8388.806641 Iteration 7Q: 3 clusters Score -189348.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -189368.687500 Penalty: 8388.806641 Iteration 8Q: 3 clusters Score -189368.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -189403.484375 Penalty: 8388.806641 Iteration 9Q: 3 clusters Score -189403.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -189438.390625 Penalty: 8388.806641 Iteration 10Q: 3 clusters Score -189438.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -189461.375000 Penalty: 8388.806641 Iteration 11Q: 3 clusters Score -189461.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -189483.140625 Penalty: 8388.806641 Iteration 12Q: 3 clusters Score -189483.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -189502.812500 Penalty: 8388.806641 Iteration 13Q: 3 clusters Score -189502.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -189521.546875 Penalty: 8388.806641 Iteration 14Q: 3 clusters Score -189521.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -189551.046875 Penalty: 8388.806641 Iteration 15Q: 3 clusters Score -189551 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -189575.593750 Penalty: 8388.806641 Iteration 16Q: 3 clusters Score -189575.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -189593.687500 Penalty: 8388.806641 Iteration 17Q: 3 clusters Score -189593.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -189605.734375 Penalty: 8388.806641 Iteration 18Q: 3 clusters Score -189605.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -189629.531250 Penalty: 8388.806641 Iteration 19Q: 3 clusters Score -189629.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -189636.031250 Penalty: 8388.806641 Iteration 20F: 3 clusters Score -189636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -189637.984375 Penalty: 8388.806641 Iteration 21Q: 3 clusters Score -189638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -189637.984375 Penalty: 8388.806641 Iteration 22F: 3 clusters Score -189638 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Entering Unmasked Estep Score: -210780.312500 Penalty: 4255.022949 Iteration 0F: 2 clusters Score -210780.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -206717.406250 Penalty: 8510.045898 Iteration 0F: 3 clusters Score -206717.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -207227.484375 Penalty: 8510.045898 Iteration 1F: 3 clusters Score -207227.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -207444.546875 Penalty: 8510.045898 Iteration 2F: 3 clusters Score -207444.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -207661.515625 Penalty: 8510.045898 Iteration 3Q: 3 clusters Score -207661.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -207931.921875 Penalty: 8510.045898 Iteration 4Q: 3 clusters Score -207931.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -208055.437500 Penalty: 8510.045898 Iteration 5Q: 3 clusters Score -208055.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -208160.421875 Penalty: 8510.045898 Iteration 6Q: 3 clusters Score -208160.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -208213.343750 Penalty: 8510.045898 Iteration 7Q: 3 clusters Score -208213.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -208243.656250 Penalty: 8510.045898 Iteration 8Q: 3 clusters Score -208243.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -208268.953125 Penalty: 8510.045898 Iteration 9Q: 3 clusters Score -208269 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -208301.453125 Penalty: 8510.045898 Iteration 10Q: 3 clusters Score -208301.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -208315.671875 Penalty: 8510.045898 Iteration 11Q: 3 clusters Score -208315.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -208320.890625 Penalty: 8510.045898 Iteration 12Q: 3 clusters Score -208320.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -208337.109375 Penalty: 8510.045898 Iteration 13Q: 3 clusters Score -208337.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -208350.812500 Penalty: 8510.045898 Iteration 14Q: 3 clusters Score -208350.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -208353.406250 Penalty: 8510.045898 Iteration 15Q: 3 clusters Score -208353.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -208359.843750 Penalty: 8510.045898 Iteration 16Q: 3 clusters Score -208359.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -208394.203125 Penalty: 8510.045898 Iteration 17Q: 3 clusters Score -208394.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -208425.687500 Penalty: 8510.045898 Iteration 18Q: 3 clusters Score -208425.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -208456.593750 Penalty: 8510.045898 Iteration 19Q: 3 clusters Score -208456.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -208507.046875 Penalty: 8510.045898 Iteration 20F: 3 clusters Score -208507 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -208608.796875 Penalty: 8510.045898 Iteration 21Q: 3 clusters Score -208608.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -208796.234375 Penalty: 8510.045898 Iteration 22Q: 3 clusters Score -208796.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -208970.281250 Penalty: 8510.045898 Iteration 23Q: 3 clusters Score -208970.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -209000.609375 Penalty: 8510.045898 Iteration 24Q: 3 clusters Score -209000.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -209016.687500 Penalty: 8510.045898 Iteration 25Q: 3 clusters Score -209016.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -209019.265625 Penalty: 8510.045898 Iteration 26Q: 3 clusters Score -209019.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -209022.640625 Penalty: 8510.045898 Iteration 27Q: 3 clusters Score -209022.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -209027.718750 Penalty: 8510.045898 Iteration 28Q: 3 clusters Score -209027.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -209031.375000 Penalty: 8510.045898 Iteration 29Q: 3 clusters Score -209031.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -209033.484375 Penalty: 8510.045898 Iteration 30Q: 3 clusters Score -209033.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -209033.484375 Penalty: 8510.045898 Iteration 31F: 3 clusters Score -209033.5 nChanged 0 --- Evaluating fit on full set of 1315857 points --- Entering Unmasked Estep Score: -304422752.000000 Penalty: 224383.218750 22->27 Clusters: Score -304422752.000000, best is -304935296.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 438619 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19978 members Mstep: Class 2 contains 20029 members Mstep: Class 3 contains 19768 members Mstep: Class 4 contains 20212 members Mstep: Class 5 contains 19803 members Mstep: Class 6 contains 19829 members Mstep: Class 7 contains 20064 members Mstep: Class 8 contains 19953 members Mstep: Class 9 contains 19975 members Mstep: Class 10 contains 19918 members Mstep: Class 11 contains 19995 members Mstep: Class 12 contains 19880 members Mstep: Class 13 contains 19861 members Mstep: Class 14 contains 19977 members Mstep: Class 15 contains 19999 members Mstep: Class 16 contains 19964 members Mstep: Class 17 contains 19846 members Mstep: Class 18 contains 19888 members Mstep: Class 19 contains 19776 members Mstep: Class 20 contains 20096 members Mstep: Class 21 contains 19845 members Mstep: Class 22 contains 19963 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 929.876282 but Gain 7957.234375 Score: -96345280.000000 Penalty: 167101.703125 Iteration 0F: 22 clusters Score -9.634528e+07 nChanged 413421 Entering Unmasked Mstep Mstep: Class 0 contains 1770 members Mstep: Class 1 contains 15705 members Mstep: Class 3 contains 15628 members Mstep: Class 4 contains 44236 members Mstep: Class 5 contains 11881 members Mstep: Class 6 contains 10982 members Mstep: Class 7 contains 6650 members Mstep: Class 8 contains 26989 members Mstep: Class 9 contains 36311 members Mstep: Class 10 contains 6844 members Mstep: Class 11 contains 16845 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 16527 members Mstep: Class 14 contains 7015 members Mstep: Class 15 contains 15968 members Mstep: Class 16 contains 7003 members Mstep: Class 17 contains 9225 members Mstep: Class 18 contains 7988 members Mstep: Class 19 contains 22755 members Mstep: Class 20 contains 94723 members Mstep: Class 21 contains 15295 members Mstep: Class 22 contains 42369 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 4797.255859 but Gain 7957.218750 Score: -99866120.000000 Penalty: 159144.484375 Iteration 1F: 21 clusters Score -9.986612e+07 nChanged 205718 Entering Unmasked Mstep Mstep: Class 0 contains 1273 members Mstep: Class 1 contains 5228 members Mstep: Class 3 contains 14341 members Mstep: Class 4 contains 71995 members Mstep: Class 5 contains 5743 members Mstep: Class 7 contains 2420 members Mstep: Class 8 contains 10477 members Mstep: Class 9 contains 53544 members Mstep: Class 10 contains 3369 members Mstep: Class 11 contains 9280 members Mstep: Class 12 contains 5156 members Mstep: Class 13 contains 5223 members Mstep: Class 14 contains 2797 members Mstep: Class 15 contains 11020 members Mstep: Class 16 contains 3635 members Mstep: Class 17 contains 12232 members Mstep: Class 18 contains 3683 members Mstep: Class 19 contains 33369 members Mstep: Class 20 contains 108365 members Mstep: Class 21 contains 19427 members Mstep: Class 22 contains 56042 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 5541.746582 but Gain 7957.218750 Score: -100679680.000000 Penalty: 151187.265625 Iteration 2F: 20 clusters Score -1.006797e+08 nChanged 138332 Entering Unmasked Mstep Mstep: Class 0 contains 900 members Mstep: Class 1 contains 3745 members Mstep: Class 3 contains 11293 members Mstep: Class 4 contains 85749 members Mstep: Class 5 contains 9223 members Mstep: Class 7 contains 1416 members Mstep: Class 8 contains 4832 members Mstep: Class 9 contains 58679 members Mstep: Class 10 contains 1606 members Mstep: Class 11 contains 11059 members Mstep: Class 12 contains 5161 members Mstep: Class 14 contains 7218 members Mstep: Class 15 contains 3647 members Mstep: Class 16 contains 2919 members Mstep: Class 17 contains 16647 members Mstep: Class 18 contains 2026 members Mstep: Class 19 contains 46783 members Mstep: Class 20 contains 96273 members Mstep: Class 21 contains 20509 members Mstep: Class 22 contains 48934 members Entering Unmasked Estep ConsiderDeletion Score: -101174408.000000 Penalty: 151187.265625 Iteration 3F: 20 clusters Score -1.011744e+08 nChanged 85144 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5112 members Mstep: Class 3 contains 8848 members Mstep: Class 4 contains 77088 members Mstep: Class 5 contains 11102 members Mstep: Class 7 contains 1383 members Mstep: Class 8 contains 3063 members Mstep: Class 9 contains 64950 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 11681 members Mstep: Class 12 contains 3465 members Mstep: Class 14 contains 9149 members Mstep: Class 15 contains 942 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 23326 members Mstep: Class 18 contains 1444 members Mstep: Class 19 contains 48832 members Mstep: Class 20 contains 98455 members Mstep: Class 21 contains 20822 members Mstep: Class 22 contains 44323 members Entering Unmasked Estep ConsiderDeletion Score: -101388464.000000 Penalty: 151187.265625 Iteration 4F: 20 clusters Score -1.013885e+08 nChanged 59245 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 6176 members Mstep: Class 3 contains 8007 members Mstep: Class 4 contains 62542 members Mstep: Class 5 contains 12083 members Mstep: Class 7 contains 1350 members Mstep: Class 8 contains 2561 members Mstep: Class 9 contains 73558 members Mstep: Class 10 contains 1564 members Mstep: Class 11 contains 13089 members Mstep: Class 12 contains 2364 members Mstep: Class 14 contains 9348 members Mstep: Class 15 contains 694 members Mstep: Class 16 contains 2657 members Mstep: Class 17 contains 29505 members Mstep: Class 18 contains 1136 members Mstep: Class 19 contains 43595 members Mstep: Class 20 contains 105234 members Mstep: Class 21 contains 18580 members Mstep: Class 22 contains 44498 members Entering Unmasked Estep ConsiderDeletion Score: -101470704.000000 Penalty: 151187.265625 Iteration 5F: 20 clusters Score -1.014707e+08 nChanged 43302 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 6894 members Mstep: Class 3 contains 7733 members Mstep: Class 4 contains 48669 members Mstep: Class 5 contains 13444 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 2273 members Mstep: Class 9 contains 82658 members Mstep: Class 10 contains 1651 members Mstep: Class 11 contains 14725 members Mstep: Class 12 contains 1746 members Mstep: Class 14 contains 9380 members Mstep: Class 15 contains 699 members Mstep: Class 16 contains 2525 members Mstep: Class 17 contains 33832 members Mstep: Class 18 contains 951 members Mstep: Class 19 contains 38506 members Mstep: Class 20 contains 111527 members Mstep: Class 21 contains 16392 members Mstep: Class 22 contains 43631 members Entering Unmasked Estep ConsiderDeletion Score: -101520056.000000 Penalty: 151187.265625 Iteration 6F: 20 clusters Score -1.015201e+08 nChanged 30115 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 7616 members Mstep: Class 3 contains 7609 members Mstep: Class 4 contains 39687 members Mstep: Class 5 contains 15079 members Mstep: Class 7 contains 1285 members Mstep: Class 8 contains 2079 members Mstep: Class 9 contains 88208 members Mstep: Class 10 contains 1679 members Mstep: Class 11 contains 16502 members Mstep: Class 12 contains 1482 members Mstep: Class 14 contains 9384 members Mstep: Class 15 contains 699 members Mstep: Class 16 contains 2389 members Mstep: Class 17 contains 36702 members Mstep: Class 18 contains 895 members Mstep: Class 19 contains 35121 members Mstep: Class 20 contains 115684 members Mstep: Class 21 contains 14639 members Mstep: Class 22 contains 41837 members Entering Unmasked Estep ConsiderDeletion Score: -101554488.000000 Penalty: 151187.265625 Iteration 7F: 20 clusters Score -1.015545e+08 nChanged 20170 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 8347 members Mstep: Class 3 contains 7498 members Mstep: Class 4 contains 37368 members Mstep: Class 5 contains 16282 members Mstep: Class 7 contains 1227 members Mstep: Class 8 contains 2043 members Mstep: Class 9 contains 89425 members Mstep: Class 10 contains 1683 members Mstep: Class 11 contains 18261 members Mstep: Class 12 contains 1360 members Mstep: Class 14 contains 9394 members Mstep: Class 15 contains 685 members Mstep: Class 16 contains 2237 members Mstep: Class 17 contains 38545 members Mstep: Class 18 contains 934 members Mstep: Class 19 contains 32901 members Mstep: Class 20 contains 117373 members Mstep: Class 21 contains 13336 members Mstep: Class 22 contains 39687 members Entering Unmasked Estep ConsiderDeletion Score: -101578832.000000 Penalty: 151187.265625 Iteration 8Q: 20 clusters Score -1.015788e+08 nChanged 15112 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 9147 members Mstep: Class 3 contains 7416 members Mstep: Class 4 contains 37816 members Mstep: Class 5 contains 17222 members Mstep: Class 7 contains 1164 members Mstep: Class 8 contains 2028 members Mstep: Class 9 contains 88785 members Mstep: Class 10 contains 1658 members Mstep: Class 11 contains 19745 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 9407 members Mstep: Class 15 contains 661 members Mstep: Class 16 contains 2086 members Mstep: Class 17 contains 39749 members Mstep: Class 18 contains 1017 members Mstep: Class 19 contains 31277 members Mstep: Class 20 contains 117785 members Mstep: Class 21 contains 12328 members Mstep: Class 22 contains 37983 members Entering Unmasked Estep ConsiderDeletion Score: -101593416.000000 Penalty: 151187.265625 Iteration 9Q: 20 clusters Score -1.015934e+08 nChanged 11752 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 9836 members Mstep: Class 3 contains 7456 members Mstep: Class 4 contains 38415 members Mstep: Class 5 contains 17949 members Mstep: Class 7 contains 1139 members Mstep: Class 8 contains 2021 members Mstep: Class 9 contains 87979 members Mstep: Class 10 contains 1659 members Mstep: Class 11 contains 20790 members Mstep: Class 12 contains 1287 members Mstep: Class 14 contains 9421 members Mstep: Class 15 contains 634 members Mstep: Class 16 contains 1973 members Mstep: Class 17 contains 40722 members Mstep: Class 18 contains 1057 members Mstep: Class 19 contains 29942 members Mstep: Class 20 contains 117843 members Mstep: Class 21 contains 11487 members Mstep: Class 22 contains 36977 members Entering Unmasked Estep ConsiderDeletion Score: -101603880.000000 Penalty: 151187.265625 Iteration 10Q: 20 clusters Score -1.016039e+08 nChanged 9455 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 10423 members Mstep: Class 3 contains 7563 members Mstep: Class 4 contains 38915 members Mstep: Class 5 contains 18339 members Mstep: Class 7 contains 1144 members Mstep: Class 8 contains 2022 members Mstep: Class 9 contains 87296 members Mstep: Class 10 contains 1655 members Mstep: Class 11 contains 21394 members Mstep: Class 12 contains 1256 members Mstep: Class 14 contains 9428 members Mstep: Class 15 contains 618 members Mstep: Class 16 contains 1873 members Mstep: Class 17 contains 41553 members Mstep: Class 18 contains 1090 members Mstep: Class 19 contains 28861 members Mstep: Class 20 contains 117744 members Mstep: Class 21 contains 10848 members Mstep: Class 22 contains 36565 members Entering Unmasked Estep ConsiderDeletion Score: -101612032.000000 Penalty: 151187.265625 Iteration 11Q: 20 clusters Score -1.01612e+08 nChanged 7854 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 10945 members Mstep: Class 3 contains 7712 members Mstep: Class 4 contains 39387 members Mstep: Class 5 contains 18430 members Mstep: Class 7 contains 1149 members Mstep: Class 8 contains 2022 members Mstep: Class 9 contains 86752 members Mstep: Class 10 contains 1667 members Mstep: Class 11 contains 21630 members Mstep: Class 12 contains 1232 members Mstep: Class 14 contains 9441 members Mstep: Class 15 contains 606 members Mstep: Class 16 contains 1812 members Mstep: Class 17 contains 42314 members Mstep: Class 18 contains 1115 members Mstep: Class 19 contains 27910 members Mstep: Class 20 contains 117668 members Mstep: Class 21 contains 10256 members Mstep: Class 22 contains 36539 members Entering Unmasked Estep ConsiderDeletion Score: -101618560.000000 Penalty: 151187.265625 Iteration 12Q: 20 clusters Score -1.016186e+08 nChanged 6643 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11342 members Mstep: Class 3 contains 7874 members Mstep: Class 4 contains 39788 members Mstep: Class 5 contains 18366 members Mstep: Class 7 contains 1166 members Mstep: Class 8 contains 2020 members Mstep: Class 9 contains 86353 members Mstep: Class 10 contains 1691 members Mstep: Class 11 contains 21705 members Mstep: Class 12 contains 1223 members Mstep: Class 14 contains 9433 members Mstep: Class 15 contains 595 members Mstep: Class 16 contains 1787 members Mstep: Class 17 contains 43027 members Mstep: Class 18 contains 1130 members Mstep: Class 19 contains 27133 members Mstep: Class 20 contains 117475 members Mstep: Class 21 contains 9699 members Mstep: Class 22 contains 36780 members Entering Unmasked Estep ConsiderDeletion Score: -101625184.000000 Penalty: 151187.265625 Iteration 13Q: 20 clusters Score -1.016252e+08 nChanged 5620 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11674 members Mstep: Class 3 contains 8026 members Mstep: Class 4 contains 40170 members Mstep: Class 5 contains 18057 members Mstep: Class 7 contains 1213 members Mstep: Class 8 contains 2022 members Mstep: Class 9 contains 86059 members Mstep: Class 10 contains 1695 members Mstep: Class 11 contains 21706 members Mstep: Class 12 contains 1226 members Mstep: Class 14 contains 9405 members Mstep: Class 15 contains 588 members Mstep: Class 16 contains 1777 members Mstep: Class 17 contains 43700 members Mstep: Class 18 contains 1135 members Mstep: Class 19 contains 26431 members Mstep: Class 20 contains 117422 members Mstep: Class 21 contains 9152 members Mstep: Class 22 contains 37129 members Entering Unmasked Estep ConsiderDeletion Score: -101631048.000000 Penalty: 151187.265625 Iteration 14Q: 20 clusters Score -1.01631e+08 nChanged 4868 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 11944 members Mstep: Class 3 contains 8192 members Mstep: Class 4 contains 40561 members Mstep: Class 5 contains 17600 members Mstep: Class 7 contains 1285 members Mstep: Class 8 contains 2021 members Mstep: Class 9 contains 85857 members Mstep: Class 10 contains 1693 members Mstep: Class 11 contains 21645 members Mstep: Class 12 contains 1235 members Mstep: Class 14 contains 9359 members Mstep: Class 15 contains 583 members Mstep: Class 16 contains 1772 members Mstep: Class 17 contains 44383 members Mstep: Class 18 contains 1139 members Mstep: Class 19 contains 25773 members Mstep: Class 20 contains 117460 members Mstep: Class 21 contains 8665 members Mstep: Class 22 contains 37420 members Entering Unmasked Estep ConsiderDeletion Score: -101639944.000000 Penalty: 151187.265625 Iteration 15Q: 20 clusters Score -1.016399e+08 nChanged 4315 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 12187 members Mstep: Class 3 contains 8354 members Mstep: Class 4 contains 40962 members Mstep: Class 5 contains 17124 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2024 members Mstep: Class 9 contains 85676 members Mstep: Class 10 contains 1692 members Mstep: Class 11 contains 21546 members Mstep: Class 12 contains 1225 members Mstep: Class 14 contains 9411 members Mstep: Class 15 contains 577 members Mstep: Class 16 contains 1769 members Mstep: Class 17 contains 44992 members Mstep: Class 18 contains 1144 members Mstep: Class 19 contains 25202 members Mstep: Class 20 contains 117501 members Mstep: Class 21 contains 8234 members Mstep: Class 22 contains 37681 members Entering Unmasked Estep ConsiderDeletion Score: -101642768.000000 Penalty: 151187.265625 Iteration 16Q: 20 clusters Score -1.016428e+08 nChanged 3779 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 12383 members Mstep: Class 3 contains 8465 members Mstep: Class 4 contains 41321 members Mstep: Class 5 contains 16645 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2024 members Mstep: Class 9 contains 85552 members Mstep: Class 10 contains 1702 members Mstep: Class 11 contains 21467 members Mstep: Class 12 contains 1237 members Mstep: Class 14 contains 9431 members Mstep: Class 15 contains 571 members Mstep: Class 16 contains 1769 members Mstep: Class 17 contains 45505 members Mstep: Class 18 contains 1144 members Mstep: Class 19 contains 24722 members Mstep: Class 20 contains 117544 members Mstep: Class 21 contains 7865 members Mstep: Class 22 contains 37954 members Entering Unmasked Estep ConsiderDeletion Score: -101644624.000000 Penalty: 151187.265625 Iteration 17Q: 20 clusters Score -1.016446e+08 nChanged 3312 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 12519 members Mstep: Class 3 contains 8603 members Mstep: Class 4 contains 41674 members Mstep: Class 5 contains 16254 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2026 members Mstep: Class 9 contains 85444 members Mstep: Class 10 contains 1704 members Mstep: Class 11 contains 21426 members Mstep: Class 12 contains 1250 members Mstep: Class 14 contains 9440 members Mstep: Class 15 contains 568 members Mstep: Class 16 contains 1767 members Mstep: Class 17 contains 45844 members Mstep: Class 18 contains 1144 members Mstep: Class 19 contains 24303 members Mstep: Class 20 contains 117569 members Mstep: Class 21 contains 7534 members Mstep: Class 22 contains 38232 members Entering Unmasked Estep ConsiderDeletion Score: -101645776.000000 Penalty: 151187.265625 Iteration 18Q: 20 clusters Score -1.016458e+08 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 12629 members Mstep: Class 3 contains 8730 members Mstep: Class 4 contains 42059 members Mstep: Class 5 contains 15817 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2032 members Mstep: Class 9 contains 85381 members Mstep: Class 10 contains 1703 members Mstep: Class 11 contains 21359 members Mstep: Class 12 contains 1277 members Mstep: Class 14 contains 9446 members Mstep: Class 15 contains 567 members Mstep: Class 16 contains 1766 members Mstep: Class 17 contains 46031 members Mstep: Class 18 contains 1144 members Mstep: Class 19 contains 23932 members Mstep: Class 20 contains 117621 members Mstep: Class 21 contains 7220 members Mstep: Class 22 contains 38587 members Entering Unmasked Estep ConsiderDeletion Score: -101646576.000000 Penalty: 151187.265625 Iteration 19Q: 20 clusters Score -1.016466e+08 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 12722 members Mstep: Class 3 contains 8888 members Mstep: Class 4 contains 42381 members Mstep: Class 5 contains 15372 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2032 members Mstep: Class 9 contains 85354 members Mstep: Class 10 contains 1703 members Mstep: Class 11 contains 21311 members Mstep: Class 12 contains 1305 members Mstep: Class 14 contains 9448 members Mstep: Class 15 contains 566 members Mstep: Class 16 contains 1766 members Mstep: Class 17 contains 46163 members Mstep: Class 18 contains 1144 members Mstep: Class 19 contains 23615 members Mstep: Class 20 contains 117662 members Mstep: Class 21 contains 6913 members Mstep: Class 22 contains 38956 members Entering Unmasked Estep ConsiderDeletion Score: -101649632.000000 Penalty: 151187.265625 Iteration 20F: 20 clusters Score -1.016496e+08 nChanged 3118 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12966 members Mstep: Class 3 contains 9048 members Mstep: Class 4 contains 42677 members Mstep: Class 5 contains 14889 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2029 members Mstep: Class 9 contains 85329 members Mstep: Class 10 contains 1703 members Mstep: Class 11 contains 21250 members Mstep: Class 12 contains 1374 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 558 members Mstep: Class 16 contains 1380 members Mstep: Class 17 contains 46288 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 23373 members Mstep: Class 20 contains 117508 members Mstep: Class 21 contains 7012 members Mstep: Class 22 contains 39326 members Entering Unmasked Estep ConsiderDeletion Score: -101653160.000000 Penalty: 151187.265625 Iteration 21Q: 20 clusters Score -1.016532e+08 nChanged 3283 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13145 members Mstep: Class 3 contains 9356 members Mstep: Class 4 contains 42914 members Mstep: Class 5 contains 14454 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2033 members Mstep: Class 9 contains 85305 members Mstep: Class 10 contains 1706 members Mstep: Class 11 contains 21235 members Mstep: Class 12 contains 1453 members Mstep: Class 14 contains 9458 members Mstep: Class 15 contains 548 members Mstep: Class 16 contains 1186 members Mstep: Class 17 contains 46551 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 23190 members Mstep: Class 20 contains 117368 members Mstep: Class 21 contains 6466 members Mstep: Class 22 contains 39794 members Entering Unmasked Estep ConsiderDeletion Score: -101656784.000000 Penalty: 151187.265625 Iteration 22Q: 20 clusters Score -1.016568e+08 nChanged 3255 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13302 members Mstep: Class 3 contains 9751 members Mstep: Class 4 contains 43144 members Mstep: Class 5 contains 14111 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2037 members Mstep: Class 9 contains 85278 members Mstep: Class 10 contains 1706 members Mstep: Class 11 contains 21180 members Mstep: Class 12 contains 1570 members Mstep: Class 14 contains 9461 members Mstep: Class 15 contains 546 members Mstep: Class 16 contains 1119 members Mstep: Class 17 contains 46828 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22999 members Mstep: Class 20 contains 117287 members Mstep: Class 21 contains 5579 members Mstep: Class 22 contains 40264 members Entering Unmasked Estep ConsiderDeletion Score: -101659904.000000 Penalty: 151187.265625 Iteration 23Q: 20 clusters Score -1.016599e+08 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13417 members Mstep: Class 3 contains 10146 members Mstep: Class 4 contains 43339 members Mstep: Class 5 contains 13818 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2045 members Mstep: Class 9 contains 85276 members Mstep: Class 10 contains 1706 members Mstep: Class 11 contains 21140 members Mstep: Class 12 contains 1687 members Mstep: Class 14 contains 9463 members Mstep: Class 15 contains 545 members Mstep: Class 16 contains 1100 members Mstep: Class 17 contains 47037 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22848 members Mstep: Class 20 contains 117191 members Mstep: Class 21 contains 4843 members Mstep: Class 22 contains 40561 members Entering Unmasked Estep ConsiderDeletion Score: -101663384.000000 Penalty: 151187.265625 Iteration 24Q: 20 clusters Score -1.016634e+08 nChanged 2511 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13520 members Mstep: Class 3 contains 10557 members Mstep: Class 4 contains 43480 members Mstep: Class 5 contains 13587 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2053 members Mstep: Class 9 contains 85280 members Mstep: Class 10 contains 1707 members Mstep: Class 11 contains 21097 members Mstep: Class 12 contains 1769 members Mstep: Class 14 contains 9468 members Mstep: Class 15 contains 543 members Mstep: Class 16 contains 1096 members Mstep: Class 17 contains 47170 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22729 members Mstep: Class 20 contains 117082 members Mstep: Class 21 contains 4347 members Mstep: Class 22 contains 40677 members Entering Unmasked Estep ConsiderDeletion Score: -101666072.000000 Penalty: 151187.265625 Iteration 25Q: 20 clusters Score -1.016661e+08 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13592 members Mstep: Class 3 contains 10972 members Mstep: Class 4 contains 43599 members Mstep: Class 5 contains 13404 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2062 members Mstep: Class 9 contains 85291 members Mstep: Class 10 contains 1704 members Mstep: Class 11 contains 21037 members Mstep: Class 12 contains 1806 members Mstep: Class 14 contains 9468 members Mstep: Class 15 contains 542 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 47193 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22613 members Mstep: Class 20 contains 117024 members Mstep: Class 21 contains 4084 members Mstep: Class 22 contains 40676 members Entering Unmasked Estep ConsiderDeletion Score: -101666928.000000 Penalty: 151187.265625 Iteration 26Q: 20 clusters Score -1.016669e+08 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13667 members Mstep: Class 3 contains 11332 members Mstep: Class 4 contains 43670 members Mstep: Class 5 contains 13298 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2073 members Mstep: Class 9 contains 85274 members Mstep: Class 10 contains 1704 members Mstep: Class 11 contains 20993 members Mstep: Class 12 contains 1800 members Mstep: Class 14 contains 9470 members Mstep: Class 15 contains 542 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 47150 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22488 members Mstep: Class 20 contains 117020 members Mstep: Class 21 contains 3920 members Mstep: Class 22 contains 40666 members Entering Unmasked Estep ConsiderDeletion Score: -101667816.000000 Penalty: 151187.265625 Iteration 27Q: 20 clusters Score -1.016678e+08 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13707 members Mstep: Class 3 contains 11672 members Mstep: Class 4 contains 43749 members Mstep: Class 5 contains 13201 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2083 members Mstep: Class 9 contains 85266 members Mstep: Class 10 contains 1704 members Mstep: Class 11 contains 20951 members Mstep: Class 12 contains 1772 members Mstep: Class 14 contains 9473 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 47058 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22386 members Mstep: Class 20 contains 117022 members Mstep: Class 21 contains 3842 members Mstep: Class 22 contains 40640 members Entering Unmasked Estep ConsiderDeletion Score: -101668336.000000 Penalty: 151187.265625 Iteration 28Q: 20 clusters Score -1.016683e+08 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13714 members Mstep: Class 3 contains 12015 members Mstep: Class 4 contains 43820 members Mstep: Class 5 contains 13114 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2091 members Mstep: Class 9 contains 85269 members Mstep: Class 10 contains 1702 members Mstep: Class 11 contains 20919 members Mstep: Class 12 contains 1731 members Mstep: Class 14 contains 9476 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 46937 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22295 members Mstep: Class 20 contains 117029 members Mstep: Class 21 contains 3792 members Mstep: Class 22 contains 40622 members Entering Unmasked Estep ConsiderDeletion Score: -101668600.000000 Penalty: 151187.265625 Iteration 29Q: 20 clusters Score -1.016686e+08 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13717 members Mstep: Class 3 contains 12361 members Mstep: Class 4 contains 43874 members Mstep: Class 5 contains 13032 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2099 members Mstep: Class 9 contains 85265 members Mstep: Class 10 contains 1701 members Mstep: Class 11 contains 20893 members Mstep: Class 12 contains 1678 members Mstep: Class 14 contains 9481 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 46790 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22217 members Mstep: Class 20 contains 117048 members Mstep: Class 21 contains 3769 members Mstep: Class 22 contains 40601 members Entering Unmasked Estep ConsiderDeletion Score: -101668768.000000 Penalty: 151187.265625 Iteration 30Q: 20 clusters Score -1.016688e+08 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13724 members Mstep: Class 3 contains 12624 members Mstep: Class 4 contains 43930 members Mstep: Class 5 contains 12969 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2114 members Mstep: Class 9 contains 85262 members Mstep: Class 10 contains 1700 members Mstep: Class 11 contains 20881 members Mstep: Class 12 contains 1644 members Mstep: Class 14 contains 9483 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 46630 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22139 members Mstep: Class 20 contains 117067 members Mstep: Class 21 contains 3760 members Mstep: Class 22 contains 40599 members Entering Unmasked Estep ConsiderDeletion Score: -101668944.000000 Penalty: 151187.265625 Iteration 31Q: 20 clusters Score -1.016689e+08 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13728 members Mstep: Class 3 contains 12862 members Mstep: Class 4 contains 43987 members Mstep: Class 5 contains 12934 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2120 members Mstep: Class 9 contains 85254 members Mstep: Class 10 contains 1700 members Mstep: Class 11 contains 20859 members Mstep: Class 12 contains 1615 members Mstep: Class 14 contains 9484 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 46508 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22066 members Mstep: Class 20 contains 117090 members Mstep: Class 21 contains 3754 members Mstep: Class 22 contains 40565 members Entering Unmasked Estep ConsiderDeletion Score: -101669248.000000 Penalty: 151187.265625 Iteration 32Q: 20 clusters Score -1.016692e+08 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13731 members Mstep: Class 3 contains 13072 members Mstep: Class 4 contains 44034 members Mstep: Class 5 contains 12895 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2121 members Mstep: Class 9 contains 85261 members Mstep: Class 10 contains 1701 members Mstep: Class 11 contains 20833 members Mstep: Class 12 contains 1595 members Mstep: Class 14 contains 9485 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 46365 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 22010 members Mstep: Class 20 contains 117100 members Mstep: Class 21 contains 3752 members Mstep: Class 22 contains 40571 members Entering Unmasked Estep ConsiderDeletion Score: -101669384.000000 Penalty: 151187.265625 Iteration 33Q: 20 clusters Score -1.016694e+08 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13735 members Mstep: Class 3 contains 13254 members Mstep: Class 4 contains 44065 members Mstep: Class 5 contains 12852 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2123 members Mstep: Class 9 contains 85266 members Mstep: Class 10 contains 1701 members Mstep: Class 11 contains 20817 members Mstep: Class 12 contains 1578 members Mstep: Class 14 contains 9486 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 46246 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21965 members Mstep: Class 20 contains 117114 members Mstep: Class 21 contains 3748 members Mstep: Class 22 contains 40576 members Entering Unmasked Estep ConsiderDeletion Score: -101669448.000000 Penalty: 151187.265625 Iteration 34Q: 20 clusters Score -1.016694e+08 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13735 members Mstep: Class 3 contains 13408 members Mstep: Class 4 contains 44110 members Mstep: Class 5 contains 12816 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2124 members Mstep: Class 9 contains 85268 members Mstep: Class 10 contains 1702 members Mstep: Class 11 contains 20808 members Mstep: Class 12 contains 1564 members Mstep: Class 14 contains 9485 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 46137 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21920 members Mstep: Class 20 contains 117124 members Mstep: Class 21 contains 3743 members Mstep: Class 22 contains 40582 members Entering Unmasked Estep ConsiderDeletion Score: -101669608.000000 Penalty: 151187.265625 Iteration 35Q: 20 clusters Score -1.016696e+08 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13732 members Mstep: Class 3 contains 13522 members Mstep: Class 4 contains 44151 members Mstep: Class 5 contains 12788 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2125 members Mstep: Class 9 contains 85270 members Mstep: Class 10 contains 1702 members Mstep: Class 11 contains 20799 members Mstep: Class 12 contains 1559 members Mstep: Class 14 contains 9485 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 46057 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21877 members Mstep: Class 20 contains 117136 members Mstep: Class 21 contains 3741 members Mstep: Class 22 contains 40582 members Entering Unmasked Estep ConsiderDeletion Score: -101669736.000000 Penalty: 151187.265625 Iteration 36Q: 20 clusters Score -1.016697e+08 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13736 members Mstep: Class 3 contains 13605 members Mstep: Class 4 contains 44189 members Mstep: Class 5 contains 12767 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2127 members Mstep: Class 9 contains 85278 members Mstep: Class 10 contains 1703 members Mstep: Class 11 contains 20786 members Mstep: Class 12 contains 1552 members Mstep: Class 14 contains 9486 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 45997 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21841 members Mstep: Class 20 contains 117139 members Mstep: Class 21 contains 3741 members Mstep: Class 22 contains 40579 members Entering Unmasked Estep ConsiderDeletion Score: -101669776.000000 Penalty: 151187.265625 Iteration 37Q: 20 clusters Score -1.016698e+08 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 13731 members Mstep: Class 3 contains 13665 members Mstep: Class 4 contains 44219 members Mstep: Class 5 contains 12737 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2127 members Mstep: Class 9 contains 85286 members Mstep: Class 10 contains 1703 members Mstep: Class 11 contains 20779 members Mstep: Class 12 contains 1549 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 45946 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21793 members Mstep: Class 20 contains 117174 members Mstep: Class 21 contains 3741 members Mstep: Class 22 contains 40588 members Entering Unmasked Estep ConsiderDeletion Score: -101669792.000000 Penalty: 151187.265625 Iteration 38Q: 20 clusters Score -1.016698e+08 nChanged 242 Entering ConstructFrom: Score: -101669792.000000 Penalty: 151187.265625 Entering ConstructFrom: Trying to split cluster 1 (13736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Entering Unmasked Estep Score: -3142606.000000 Penalty: 5835.762695 Iteration 0F: 2 clusters Score -3142606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -3130022.500000 Penalty: 11671.525391 Iteration 0F: 3 clusters Score -3130022 nChanged 5269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -3133346.500000 Penalty: 11671.525391 Iteration 1F: 3 clusters Score -3133346 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -3134483.500000 Penalty: 11671.525391 Iteration 2F: 3 clusters Score -3134484 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -3135246.250000 Penalty: 11671.525391 Iteration 3F: 3 clusters Score -3135246 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -3135793.750000 Penalty: 11671.525391 Iteration 4F: 3 clusters Score -3135794 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -3136234.250000 Penalty: 11671.525391 Iteration 5Q: 3 clusters Score -3136234 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -3136681.000000 Penalty: 11671.525391 Iteration 6Q: 3 clusters Score -3136681 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -3137156.500000 Penalty: 11671.525391 Iteration 7Q: 3 clusters Score -3137156 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -3137828.000000 Penalty: 11671.525391 Iteration 8Q: 3 clusters Score -3137828 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -3138815.750000 Penalty: 11671.525391 Iteration 9F: 3 clusters Score -3138816 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -3139779.000000 Penalty: 11671.525391 Iteration 10F: 3 clusters Score -3139779 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -3140617.750000 Penalty: 11671.525391 Iteration 11F: 3 clusters Score -3140618 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -3141513.250000 Penalty: 11671.525391 Iteration 12Q: 3 clusters Score -3141513 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -3142488.250000 Penalty: 11671.525391 Iteration 13Q: 3 clusters Score -3142488 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -3143726.000000 Penalty: 11671.525391 Iteration 14Q: 3 clusters Score -3143726 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -3145207.250000 Penalty: 11671.525391 Iteration 15Q: 3 clusters Score -3145207 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -3145991.500000 Penalty: 11671.525391 Iteration 16Q: 3 clusters Score -3145992 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -3146214.000000 Penalty: 11671.525391 Iteration 17Q: 3 clusters Score -3146214 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -3146277.000000 Penalty: 11671.525391 Iteration 18Q: 3 clusters Score -3146277 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -3146303.000000 Penalty: 11671.525391 Iteration 19Q: 3 clusters Score -3146303 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -3146309.250000 Penalty: 11671.525391 Iteration 20F: 3 clusters Score -3146309 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -3146314.500000 Penalty: 11671.525391 Iteration 21Q: 3 clusters Score -3146314 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -3146326.000000 Penalty: 11671.525391 Iteration 22Q: 3 clusters Score -3146326 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -3146322.250000 Penalty: 11671.525391 Iteration 23Q: 3 clusters Score -3146322 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -3146330.000000 Penalty: 11671.525391 Iteration 24Q: 3 clusters Score -3146330 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -3146330.750000 Penalty: 11671.525391 Iteration 25Q: 3 clusters Score -3146331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -3146326.000000 Penalty: 11671.525391 Iteration 26Q: 3 clusters Score -3146326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -3146325.000000 Penalty: 11671.525391 Iteration 27Q: 3 clusters Score -3146325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -3146328.000000 Penalty: 11671.525391 Iteration 28Q: 3 clusters Score -3146328 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -3146328.000000 Penalty: 11671.525391 Iteration 29F: 3 clusters Score -3146328 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Mstep: Class 3 contains 13730 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 12713 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 2127 members Mstep: Class 9 contains 85298 members Mstep: Class 10 contains 1703 members Mstep: Class 11 contains 20766 members Mstep: Class 12 contains 1546 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 45881 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21753 members Mstep: Class 20 contains 117202 members Mstep: Class 21 contains 3740 members Mstep: Class 22 contains 40596 members Entering Unmasked Estep Score: -101671568.000000 Penalty: 159144.484375 Splitting cluster 1 changes total score from -101669792.000000 to -101671568.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 3 (13730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13730 members Entering Unmasked Estep Score: -3068192.750000 Penalty: 5835.494629 Iteration 0F: 2 clusters Score -3068193 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -3055633.000000 Penalty: 11670.989258 Iteration 0F: 3 clusters Score -3055633 nChanged 5345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -3058722.750000 Penalty: 11670.989258 Iteration 1F: 3 clusters Score -3058723 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -3059366.750000 Penalty: 11670.989258 Iteration 2F: 3 clusters Score -3059367 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -3059845.500000 Penalty: 11670.989258 Iteration 3F: 3 clusters Score -3059846 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -3060287.000000 Penalty: 11670.989258 Iteration 4Q: 3 clusters Score -3060287 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -3060723.250000 Penalty: 11670.989258 Iteration 5Q: 3 clusters Score -3060723 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -3061159.500000 Penalty: 11670.989258 Iteration 6Q: 3 clusters Score -3061160 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -3061530.250000 Penalty: 11670.989258 Iteration 7Q: 3 clusters Score -3061530 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -3061905.250000 Penalty: 11670.989258 Iteration 8Q: 3 clusters Score -3061905 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -3062212.250000 Penalty: 11670.989258 Iteration 9Q: 3 clusters Score -3062212 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -3062494.750000 Penalty: 11670.989258 Iteration 10Q: 3 clusters Score -3062495 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -3062719.750000 Penalty: 11670.989258 Iteration 11Q: 3 clusters Score -3062720 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -3062917.500000 Penalty: 11670.989258 Iteration 12Q: 3 clusters Score -3062918 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -3063052.750000 Penalty: 11670.989258 Iteration 13Q: 3 clusters Score -3063053 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -3063144.250000 Penalty: 11670.989258 Iteration 14Q: 3 clusters Score -3063144 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -3063238.500000 Penalty: 11670.989258 Iteration 15Q: 3 clusters Score -3063238 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -3063348.750000 Penalty: 11670.989258 Iteration 16Q: 3 clusters Score -3063349 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -3063434.750000 Penalty: 11670.989258 Iteration 17Q: 3 clusters Score -3063435 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -3063523.500000 Penalty: 11670.989258 Iteration 18Q: 3 clusters Score -3063524 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -3063600.000000 Penalty: 11670.989258 Iteration 19Q: 3 clusters Score -3063600 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -3063668.000000 Penalty: 11670.989258 Iteration 20F: 3 clusters Score -3063668 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -3063721.750000 Penalty: 11670.989258 Iteration 21Q: 3 clusters Score -3063722 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -3063769.000000 Penalty: 11670.989258 Iteration 22Q: 3 clusters Score -3063769 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -3063822.500000 Penalty: 11670.989258 Iteration 23Q: 3 clusters Score -3063822 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -3063877.000000 Penalty: 11670.989258 Iteration 24Q: 3 clusters Score -3063877 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -3063944.750000 Penalty: 11670.989258 Iteration 25Q: 3 clusters Score -3063945 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -3064032.000000 Penalty: 11670.989258 Iteration 26Q: 3 clusters Score -3064032 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -3064115.500000 Penalty: 11670.989258 Iteration 27Q: 3 clusters Score -3064116 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -3064227.000000 Penalty: 11670.989258 Iteration 28Q: 3 clusters Score -3064227 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -3064350.750000 Penalty: 11670.989258 Iteration 29Q: 3 clusters Score -3064351 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -3064499.250000 Penalty: 11670.989258 Iteration 30Q: 3 clusters Score -3064499 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -3064655.750000 Penalty: 11670.989258 Iteration 31Q: 3 clusters Score -3064656 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -3064803.250000 Penalty: 11670.989258 Iteration 32Q: 3 clusters Score -3064803 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -3064912.750000 Penalty: 11670.989258 Iteration 33Q: 3 clusters Score -3064913 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -3064969.500000 Penalty: 11670.989258 Iteration 34Q: 3 clusters Score -3064970 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -3065025.000000 Penalty: 11670.989258 Iteration 35Q: 3 clusters Score -3065025 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -3065070.250000 Penalty: 11670.989258 Iteration 36Q: 3 clusters Score -3065070 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -3065107.750000 Penalty: 11670.989258 Iteration 37Q: 3 clusters Score -3065108 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -3065132.750000 Penalty: 11670.989258 Iteration 38Q: 3 clusters Score -3065133 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -3065171.250000 Penalty: 11670.989258 Iteration 39Q: 3 clusters Score -3065171 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -3065189.500000 Penalty: 11670.989258 Iteration 40F: 3 clusters Score -3065190 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -3065222.750000 Penalty: 11670.989258 Iteration 41Q: 3 clusters Score -3065223 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -3065240.000000 Penalty: 11670.989258 Iteration 42Q: 3 clusters Score -3065240 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -3065244.750000 Penalty: 11670.989258 Iteration 43Q: 3 clusters Score -3065245 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -3065236.500000 Penalty: 11670.989258 Iteration 44Q: 3 clusters Score -3065236 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -3065245.000000 Penalty: 11670.989258 Iteration 45Q: 3 clusters Score -3065245 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -3065258.500000 Penalty: 11670.989258 Iteration 46Q: 3 clusters Score -3065258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -3065254.500000 Penalty: 11670.989258 Iteration 47Q: 3 clusters Score -3065254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -3065256.000000 Penalty: 11670.989258 Iteration 48Q: 3 clusters Score -3065256 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -3065257.000000 Penalty: 11670.989258 Iteration 49Q: 3 clusters Score -3065257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -3065253.500000 Penalty: 11670.989258 Iteration 50Q: 3 clusters Score -3065254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -3065258.250000 Penalty: 11670.989258 Iteration 51Q: 3 clusters Score -3065258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -3065258.750000 Penalty: 11670.989258 Iteration 52Q: 3 clusters Score -3065259 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -3065256.750000 Penalty: 11670.989258 Iteration 53Q: 3 clusters Score -3065257 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -3065260.000000 Penalty: 11670.989258 Iteration 54Q: 3 clusters Score -3065260 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -3065261.750000 Penalty: 11670.989258 Iteration 55Q: 3 clusters Score -3065262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -3065268.500000 Penalty: 11670.989258 Iteration 56Q: 3 clusters Score -3065268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -3065268.750000 Penalty: 11670.989258 Iteration 57Q: 3 clusters Score -3065269 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -3065266.500000 Penalty: 11670.989258 Iteration 58Q: 3 clusters Score -3065266 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -3065264.000000 Penalty: 11670.989258 Iteration 59Q: 3 clusters Score -3065264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -3065266.500000 Penalty: 11670.989258 Iteration 60F: 3 clusters Score -3065266 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -3065266.000000 Penalty: 11670.989258 Iteration 61Q: 3 clusters Score -3065266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -3065266.750000 Penalty: 11670.989258 Iteration 62Q: 3 clusters Score -3065267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -3065273.750000 Penalty: 11670.989258 Iteration 63Q: 3 clusters Score -3065274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -3065271.000000 Penalty: 11670.989258 Iteration 64Q: 3 clusters Score -3065271 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -3065271.000000 Penalty: 11670.989258 Iteration 65F: 3 clusters Score -3065271 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (44247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44247 members Entering Unmasked Estep Score: -10512702.000000 Penalty: 6552.245117 Iteration 0F: 2 clusters Score -1.05127e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22177 members Mstep: Class 2 contains 22070 members Entering Unmasked Estep Score: -10480832.000000 Penalty: 13104.490234 Iteration 0F: 3 clusters Score -1.048083e+07 nChanged 19086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22475 members Mstep: Class 2 contains 21772 members Entering Unmasked Estep Score: -10491770.000000 Penalty: 13104.490234 Iteration 1F: 3 clusters Score -1.049177e+07 nChanged 2930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22457 members Mstep: Class 2 contains 21790 members Entering Unmasked Estep Score: -10494093.000000 Penalty: 13104.490234 Iteration 2F: 3 clusters Score -1.049409e+07 nChanged 3160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22249 members Mstep: Class 2 contains 21998 members Entering Unmasked Estep Score: -10496752.000000 Penalty: 13104.490234 Iteration 3F: 3 clusters Score -1.049675e+07 nChanged 3191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21860 members Mstep: Class 2 contains 22387 members Entering Unmasked Estep Score: -10499292.000000 Penalty: 13104.490234 Iteration 4F: 3 clusters Score -1.049929e+07 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21325 members Mstep: Class 2 contains 22922 members Entering Unmasked Estep Score: -10501546.000000 Penalty: 13104.490234 Iteration 5F: 3 clusters Score -1.050155e+07 nChanged 2799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20698 members Mstep: Class 2 contains 23549 members Entering Unmasked Estep Score: -10503674.000000 Penalty: 13104.490234 Iteration 6F: 3 clusters Score -1.050367e+07 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19982 members Mstep: Class 2 contains 24265 members Entering Unmasked Estep Score: -10505648.000000 Penalty: 13104.490234 Iteration 7F: 3 clusters Score -1.050565e+07 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19285 members Mstep: Class 2 contains 24962 members Entering Unmasked Estep Score: -10507567.000000 Penalty: 13104.490234 Iteration 8F: 3 clusters Score -1.050757e+07 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18683 members Mstep: Class 2 contains 25564 members Entering Unmasked Estep Score: -10508856.000000 Penalty: 13104.490234 Iteration 9Q: 3 clusters Score -1.050886e+07 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18224 members Mstep: Class 2 contains 26023 members Entering Unmasked Estep Score: -10509660.000000 Penalty: 13104.490234 Iteration 10Q: 3 clusters Score -1.050966e+07 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17839 members Mstep: Class 2 contains 26408 members Entering Unmasked Estep Score: -10510138.000000 Penalty: 13104.490234 Iteration 11Q: 3 clusters Score -1.051014e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17473 members Mstep: Class 2 contains 26774 members Entering Unmasked Estep Score: -10510558.000000 Penalty: 13104.490234 Iteration 12Q: 3 clusters Score -1.051056e+07 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17172 members Mstep: Class 2 contains 27075 members Entering Unmasked Estep Score: -10510767.000000 Penalty: 13104.490234 Iteration 13Q: 3 clusters Score -1.051077e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16886 members Mstep: Class 2 contains 27361 members Entering Unmasked Estep Score: -10510931.000000 Penalty: 13104.490234 Iteration 14Q: 3 clusters Score -1.051093e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16622 members Mstep: Class 2 contains 27625 members Entering Unmasked Estep Score: -10511057.000000 Penalty: 13104.490234 Iteration 15Q: 3 clusters Score -1.051106e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16348 members Mstep: Class 2 contains 27899 members Entering Unmasked Estep Score: -10511185.000000 Penalty: 13104.490234 Iteration 16Q: 3 clusters Score -1.051118e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 28162 members Entering Unmasked Estep Score: -10511361.000000 Penalty: 13104.490234 Iteration 17Q: 3 clusters Score -1.051136e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15832 members Mstep: Class 2 contains 28415 members Entering Unmasked Estep Score: -10511504.000000 Penalty: 13104.490234 Iteration 18Q: 3 clusters Score -1.05115e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 28676 members Entering Unmasked Estep Score: -10511611.000000 Penalty: 13104.490234 Iteration 19Q: 3 clusters Score -1.051161e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15331 members Mstep: Class 2 contains 28916 members Entering Unmasked Estep Score: -10511722.000000 Penalty: 13104.490234 Iteration 20F: 3 clusters Score -1.051172e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15127 members Mstep: Class 2 contains 29120 members Entering Unmasked Estep Score: -10511758.000000 Penalty: 13104.490234 Iteration 21Q: 3 clusters Score -1.051176e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14938 members Mstep: Class 2 contains 29309 members Entering Unmasked Estep Score: -10511791.000000 Penalty: 13104.490234 Iteration 22Q: 3 clusters Score -1.051179e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14796 members Mstep: Class 2 contains 29451 members Entering Unmasked Estep Score: -10511839.000000 Penalty: 13104.490234 Iteration 23Q: 3 clusters Score -1.051184e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 29566 members Entering Unmasked Estep Score: -10511874.000000 Penalty: 13104.490234 Iteration 24Q: 3 clusters Score -1.051187e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14586 members Mstep: Class 2 contains 29661 members Entering Unmasked Estep Score: -10511877.000000 Penalty: 13104.490234 Iteration 25Q: 3 clusters Score -1.051188e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 29737 members Entering Unmasked Estep Score: -10511891.000000 Penalty: 13104.490234 Iteration 26Q: 3 clusters Score -1.051189e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 29794 members Entering Unmasked Estep Score: -10511892.000000 Penalty: 13104.490234 Iteration 27Q: 3 clusters Score -1.051189e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 29837 members Entering Unmasked Estep Score: -10511898.000000 Penalty: 13104.490234 Iteration 28Q: 3 clusters Score -1.05119e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14378 members Mstep: Class 2 contains 29869 members Entering Unmasked Estep Score: -10511897.000000 Penalty: 13104.490234 Iteration 29Q: 3 clusters Score -1.05119e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14345 members Mstep: Class 2 contains 29902 members Entering Unmasked Estep Score: -10511898.000000 Penalty: 13104.490234 Iteration 30Q: 3 clusters Score -1.05119e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14312 members Mstep: Class 2 contains 29935 members Entering Unmasked Estep Score: -10511898.000000 Penalty: 13104.490234 Iteration 31Q: 3 clusters Score -1.05119e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 29958 members Entering Unmasked Estep Score: -10511916.000000 Penalty: 13104.490234 Iteration 32Q: 3 clusters Score -1.051192e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14264 members Mstep: Class 2 contains 29983 members Entering Unmasked Estep Score: -10511901.000000 Penalty: 13104.490234 Iteration 33Q: 3 clusters Score -1.05119e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 30000 members Entering Unmasked Estep Score: -10511925.000000 Penalty: 13104.490234 Iteration 34Q: 3 clusters Score -1.051192e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14224 members Mstep: Class 2 contains 30023 members Entering Unmasked Estep Score: -10511935.000000 Penalty: 13104.490234 Iteration 35Q: 3 clusters Score -1.051194e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14203 members Mstep: Class 2 contains 30044 members Entering Unmasked Estep Score: -10511920.000000 Penalty: 13104.490234 Iteration 36Q: 3 clusters Score -1.051192e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 30064 members Entering Unmasked Estep Score: -10511924.000000 Penalty: 13104.490234 Iteration 37Q: 3 clusters Score -1.051192e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14166 members Mstep: Class 2 contains 30081 members Entering Unmasked Estep Score: -10511944.000000 Penalty: 13104.490234 Iteration 38Q: 3 clusters Score -1.051194e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 30101 members Entering Unmasked Estep Score: -10511928.000000 Penalty: 13104.490234 Iteration 39Q: 3 clusters Score -1.051193e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14129 members Mstep: Class 2 contains 30118 members Entering Unmasked Estep Score: -10511930.000000 Penalty: 13104.490234 Iteration 40F: 3 clusters Score -1.051193e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 30129 members Entering Unmasked Estep Score: -10511934.000000 Penalty: 13104.490234 Iteration 41Q: 3 clusters Score -1.051193e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14110 members Mstep: Class 2 contains 30137 members Entering Unmasked Estep Score: -10511922.000000 Penalty: 13104.490234 Iteration 42Q: 3 clusters Score -1.051192e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14106 members Mstep: Class 2 contains 30141 members Entering Unmasked Estep Score: -10511922.000000 Penalty: 13104.490234 Iteration 43Q: 3 clusters Score -1.051192e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14102 members Mstep: Class 2 contains 30145 members Entering Unmasked Estep Score: -10511920.000000 Penalty: 13104.490234 Iteration 44Q: 3 clusters Score -1.051192e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 30151 members Entering Unmasked Estep Score: -10511908.000000 Penalty: 13104.490234 Iteration 45Q: 3 clusters Score -1.051191e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14090 members Mstep: Class 2 contains 30157 members Entering Unmasked Estep Score: -10511903.000000 Penalty: 13104.490234 Iteration 46Q: 3 clusters Score -1.05119e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 30161 members Entering Unmasked Estep Score: -10511899.000000 Penalty: 13104.490234 Iteration 47Q: 3 clusters Score -1.05119e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14085 members Mstep: Class 2 contains 30162 members Entering Unmasked Estep Score: -10511904.000000 Penalty: 13104.490234 Iteration 48Q: 3 clusters Score -1.05119e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14085 members Mstep: Class 2 contains 30162 members Entering Unmasked Estep Score: -10511904.000000 Penalty: 13104.490234 Iteration 49F: 3 clusters Score -1.05119e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12713 members Entering Unmasked Estep Score: -2961758.000000 Penalty: 5788.357910 Iteration 0F: 2 clusters Score -2961758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -2949780.750000 Penalty: 11576.715820 Iteration 0F: 3 clusters Score -2949781 nChanged 4934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -2952622.750000 Penalty: 11576.715820 Iteration 1F: 3 clusters Score -2952623 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -2953246.750000 Penalty: 11576.715820 Iteration 2F: 3 clusters Score -2953247 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -2953839.750000 Penalty: 11576.715820 Iteration 3F: 3 clusters Score -2953840 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -2954409.750000 Penalty: 11576.715820 Iteration 4F: 3 clusters Score -2954410 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -2954987.500000 Penalty: 11576.715820 Iteration 5F: 3 clusters Score -2954988 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -2955588.000000 Penalty: 11576.715820 Iteration 6F: 3 clusters Score -2955588 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -2956087.000000 Penalty: 11576.715820 Iteration 7F: 3 clusters Score -2956087 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -2956539.750000 Penalty: 11576.715820 Iteration 8Q: 3 clusters Score -2956540 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -2956912.750000 Penalty: 11576.715820 Iteration 9Q: 3 clusters Score -2956913 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -2957200.250000 Penalty: 11576.715820 Iteration 10Q: 3 clusters Score -2957200 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -2957449.250000 Penalty: 11576.715820 Iteration 11Q: 3 clusters Score -2957449 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8009 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -2957697.000000 Penalty: 11576.715820 Iteration 12Q: 3 clusters Score -2957697 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -2957955.000000 Penalty: 11576.715820 Iteration 13Q: 3 clusters Score -2957955 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -2958160.250000 Penalty: 11576.715820 Iteration 14Q: 3 clusters Score -2958160 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -2958396.250000 Penalty: 11576.715820 Iteration 15Q: 3 clusters Score -2958396 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -2958690.500000 Penalty: 11576.715820 Iteration 16Q: 3 clusters Score -2958690 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -2959023.500000 Penalty: 11576.715820 Iteration 17Q: 3 clusters Score -2959024 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -2959254.500000 Penalty: 11576.715820 Iteration 18Q: 3 clusters Score -2959254 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -2959346.750000 Penalty: 11576.715820 Iteration 19Q: 3 clusters Score -2959347 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -2959421.750000 Penalty: 11576.715820 Iteration 20F: 3 clusters Score -2959422 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -2959474.500000 Penalty: 11576.715820 Iteration 21Q: 3 clusters Score -2959474 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -2959509.500000 Penalty: 11576.715820 Iteration 22Q: 3 clusters Score -2959510 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -2959534.250000 Penalty: 11576.715820 Iteration 23Q: 3 clusters Score -2959534 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -2959540.250000 Penalty: 11576.715820 Iteration 24Q: 3 clusters Score -2959540 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -2959561.750000 Penalty: 11576.715820 Iteration 25Q: 3 clusters Score -2959562 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -2959556.000000 Penalty: 11576.715820 Iteration 26Q: 3 clusters Score -2959556 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -2959564.500000 Penalty: 11576.715820 Iteration 27Q: 3 clusters Score -2959564 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -2959583.750000 Penalty: 11576.715820 Iteration 28Q: 3 clusters Score -2959584 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -2959586.250000 Penalty: 11576.715820 Iteration 29Q: 3 clusters Score -2959586 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -2959588.250000 Penalty: 11576.715820 Iteration 30Q: 3 clusters Score -2959588 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -2959589.500000 Penalty: 11576.715820 Iteration 31Q: 3 clusters Score -2959590 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -2959592.250000 Penalty: 11576.715820 Iteration 32Q: 3 clusters Score -2959592 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -2959596.750000 Penalty: 11576.715820 Iteration 33Q: 3 clusters Score -2959597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -2959603.500000 Penalty: 11576.715820 Iteration 34Q: 3 clusters Score -2959604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -2959606.500000 Penalty: 11576.715820 Iteration 35Q: 3 clusters Score -2959606 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -2959603.750000 Penalty: 11576.715820 Iteration 36Q: 3 clusters Score -2959604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -2959602.000000 Penalty: 11576.715820 Iteration 37Q: 3 clusters Score -2959602 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -2959602.000000 Penalty: 11576.715820 Iteration 38F: 3 clusters Score -2959602 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Entering Unmasked Estep Score: -279523.843750 Penalty: 4385.066406 Iteration 0F: 2 clusters Score -279523.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -275210.437500 Penalty: 8770.132812 Iteration 0F: 3 clusters Score -275210.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -275691.062500 Penalty: 8770.132812 Iteration 1F: 3 clusters Score -275691.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -275872.937500 Penalty: 8770.132812 Iteration 2Q: 3 clusters Score -275872.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -276006.343750 Penalty: 8770.132812 Iteration 3Q: 3 clusters Score -276006.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -276099.125000 Penalty: 8770.132812 Iteration 4Q: 3 clusters Score -276099.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -276159.906250 Penalty: 8770.132812 Iteration 5Q: 3 clusters Score -276159.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -276209.468750 Penalty: 8770.132812 Iteration 6Q: 3 clusters Score -276209.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -276272.812500 Penalty: 8770.132812 Iteration 7Q: 3 clusters Score -276272.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -276341.593750 Penalty: 8770.132812 Iteration 8Q: 3 clusters Score -276341.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -276452.718750 Penalty: 8770.132812 Iteration 9Q: 3 clusters Score -276452.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -276582.843750 Penalty: 8770.132812 Iteration 10Q: 3 clusters Score -276582.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -276668.156250 Penalty: 8770.132812 Iteration 11Q: 3 clusters Score -276668.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -276708.781250 Penalty: 8770.132812 Iteration 12Q: 3 clusters Score -276708.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -276748.125000 Penalty: 8770.132812 Iteration 13Q: 3 clusters Score -276748.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -276776.625000 Penalty: 8770.132812 Iteration 14Q: 3 clusters Score -276776.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -276799.250000 Penalty: 8770.132812 Iteration 15Q: 3 clusters Score -276799.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -276842.593750 Penalty: 8770.132812 Iteration 16Q: 3 clusters Score -276842.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -276891.250000 Penalty: 8770.132812 Iteration 17Q: 3 clusters Score -276891.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -276977.718750 Penalty: 8770.132812 Iteration 18Q: 3 clusters Score -276977.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -277042.937500 Penalty: 8770.132812 Iteration 19Q: 3 clusters Score -277042.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -277090.843750 Penalty: 8770.132812 Iteration 20F: 3 clusters Score -277090.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -277122.156250 Penalty: 8770.132812 Iteration 21Q: 3 clusters Score -277122.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -277146.312500 Penalty: 8770.132812 Iteration 22Q: 3 clusters Score -277146.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -277154.750000 Penalty: 8770.132812 Iteration 23Q: 3 clusters Score -277154.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -277163.406250 Penalty: 8770.132812 Iteration 24Q: 3 clusters Score -277163.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -277174.187500 Penalty: 8770.132812 Iteration 25Q: 3 clusters Score -277174.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -277191.468750 Penalty: 8770.132812 Iteration 26Q: 3 clusters Score -277191.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -277214.562500 Penalty: 8770.132812 Iteration 27Q: 3 clusters Score -277214.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -277249.468750 Penalty: 8770.132812 Iteration 28Q: 3 clusters Score -277249.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -277284.406250 Penalty: 8770.132812 Iteration 29Q: 3 clusters Score -277284.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -277307.250000 Penalty: 8770.132812 Iteration 30Q: 3 clusters Score -277307.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -277334.062500 Penalty: 8770.132812 Iteration 31Q: 3 clusters Score -277334.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -277347.531250 Penalty: 8770.132812 Iteration 32Q: 3 clusters Score -277347.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -277359.125000 Penalty: 8770.132812 Iteration 33Q: 3 clusters Score -277359.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -277363.656250 Penalty: 8770.132812 Iteration 34Q: 3 clusters Score -277363.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -277366.093750 Penalty: 8770.132812 Iteration 35Q: 3 clusters Score -277366.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -277366.093750 Penalty: 8770.132812 Iteration 36F: 3 clusters Score -277366.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Entering Unmasked Estep Score: -469513.687500 Penalty: 4693.261719 Iteration 0F: 2 clusters Score -469513.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -464600.531250 Penalty: 9386.523438 Iteration 0F: 3 clusters Score -464600.5 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -465643.656250 Penalty: 9386.523438 Iteration 1F: 3 clusters Score -465643.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -466492.937500 Penalty: 9386.523438 Iteration 2F: 3 clusters Score -466492.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -467480.343750 Penalty: 9386.523438 Iteration 3F: 3 clusters Score -467480.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -468332.968750 Penalty: 9386.523438 Iteration 4F: 3 clusters Score -468333 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -469608.125000 Penalty: 9386.523438 Iteration 5F: 3 clusters Score -469608.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -470335.562500 Penalty: 9386.523438 Iteration 6F: 3 clusters Score -470335.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -470966.656250 Penalty: 9386.523438 Iteration 7F: 3 clusters Score -470966.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -471980.187500 Penalty: 9386.523438 Iteration 8F: 3 clusters Score -471980.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -472916.843750 Penalty: 9386.523438 Iteration 9Q: 3 clusters Score -472916.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -473487.093750 Penalty: 9386.523438 Iteration 10Q: 3 clusters Score -473487.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -473579.843750 Penalty: 9386.523438 Iteration 11Q: 3 clusters Score -473579.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -473586.968750 Penalty: 9386.523438 Iteration 12Q: 3 clusters Score -473587 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -473594.343750 Penalty: 9386.523438 Iteration 13Q: 3 clusters Score -473594.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -473594.343750 Penalty: 9386.523438 Iteration 14F: 3 clusters Score -473594.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Mstep: Class 3 contains 13730 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 12713 members Mstep: Class 6 contains 1135 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85298 members Mstep: Class 10 contains 1703 members Mstep: Class 11 contains 20766 members Mstep: Class 12 contains 1546 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 45881 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21753 members Mstep: Class 20 contains 117202 members Mstep: Class 21 contains 3740 members Mstep: Class 22 contains 40596 members Entering Unmasked Estep Score: -101672536.000000 Penalty: 167101.703125 Splitting cluster 8 changes total score from -101669792.000000 to -101672536.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 9 (85298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85298 members Entering Unmasked Estep Score: -20254652.000000 Penalty: 6954.267578 Iteration 0F: 2 clusters Score -2.025465e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42823 members Mstep: Class 2 contains 42475 members Entering Unmasked Estep Score: -20200766.000000 Penalty: 13908.535156 Iteration 0F: 3 clusters Score -2.020077e+07 nChanged 38570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43793 members Mstep: Class 2 contains 41505 members Entering Unmasked Estep Score: -20221826.000000 Penalty: 13908.535156 Iteration 1F: 3 clusters Score -2.022183e+07 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44402 members Mstep: Class 2 contains 40896 members Entering Unmasked Estep Score: -20223096.000000 Penalty: 13908.535156 Iteration 2Q: 3 clusters Score -2.02231e+07 nChanged 3424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45290 members Mstep: Class 2 contains 40008 members Entering Unmasked Estep Score: -20224034.000000 Penalty: 13908.535156 Iteration 3Q: 3 clusters Score -2.022403e+07 nChanged 3352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46602 members Mstep: Class 2 contains 38696 members Entering Unmasked Estep Score: -20225154.000000 Penalty: 13908.535156 Iteration 4Q: 3 clusters Score -2.022515e+07 nChanged 3625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48585 members Mstep: Class 2 contains 36713 members Entering Unmasked Estep Score: -20226732.000000 Penalty: 13908.535156 Iteration 5Q: 3 clusters Score -2.022673e+07 nChanged 4161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51370 members Mstep: Class 2 contains 33928 members Entering Unmasked Estep Score: -20228758.000000 Penalty: 13908.535156 Iteration 6Q: 3 clusters Score -2.022876e+07 nChanged 4809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55195 members Mstep: Class 2 contains 30103 members Entering Unmasked Estep Score: -20231408.000000 Penalty: 13908.535156 Iteration 7F: 3 clusters Score -2.023141e+07 nChanged 5385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59870 members Mstep: Class 2 contains 25428 members Entering Unmasked Estep Score: -20235096.000000 Penalty: 13908.535156 Iteration 8F: 3 clusters Score -2.02351e+07 nChanged 5413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64759 members Mstep: Class 2 contains 20539 members Entering Unmasked Estep Score: -20238818.000000 Penalty: 13908.535156 Iteration 9F: 3 clusters Score -2.023882e+07 nChanged 4850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69243 members Mstep: Class 2 contains 16055 members Entering Unmasked Estep Score: -20242376.000000 Penalty: 13908.535156 Iteration 10F: 3 clusters Score -2.024238e+07 nChanged 3860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72855 members Mstep: Class 2 contains 12443 members Entering Unmasked Estep Score: -20245502.000000 Penalty: 13908.535156 Iteration 11Q: 3 clusters Score -2.02455e+07 nChanged 2853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75514 members Mstep: Class 2 contains 9784 members Entering Unmasked Estep Score: -20248114.000000 Penalty: 13908.535156 Iteration 12Q: 3 clusters Score -2.024811e+07 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77314 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -20249780.000000 Penalty: 13908.535156 Iteration 13Q: 3 clusters Score -2.024978e+07 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78435 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -20250898.000000 Penalty: 13908.535156 Iteration 14Q: 3 clusters Score -2.02509e+07 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79084 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -20251450.000000 Penalty: 13908.535156 Iteration 15Q: 3 clusters Score -2.025145e+07 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79509 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -20251800.000000 Penalty: 13908.535156 Iteration 16Q: 3 clusters Score -2.02518e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79818 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -20252066.000000 Penalty: 13908.535156 Iteration 17Q: 3 clusters Score -2.025207e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80041 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -20252176.000000 Penalty: 13908.535156 Iteration 18Q: 3 clusters Score -2.025218e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80198 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -20252162.000000 Penalty: 13908.535156 Iteration 19Q: 3 clusters Score -2.025216e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80313 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -20252192.000000 Penalty: 13908.535156 Iteration 20F: 3 clusters Score -2.025219e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80392 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -20252174.000000 Penalty: 13908.535156 Iteration 21Q: 3 clusters Score -2.025217e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80454 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -20252166.000000 Penalty: 13908.535156 Iteration 22Q: 3 clusters Score -2.025217e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80509 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -20252182.000000 Penalty: 13908.535156 Iteration 23Q: 3 clusters Score -2.025218e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80549 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -20252194.000000 Penalty: 13908.535156 Iteration 24Q: 3 clusters Score -2.025219e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80587 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -20252224.000000 Penalty: 13908.535156 Iteration 25Q: 3 clusters Score -2.025222e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80610 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -20252220.000000 Penalty: 13908.535156 Iteration 26Q: 3 clusters Score -2.025222e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80639 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -20252200.000000 Penalty: 13908.535156 Iteration 27Q: 3 clusters Score -2.02522e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80667 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -20252172.000000 Penalty: 13908.535156 Iteration 28Q: 3 clusters Score -2.025217e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80690 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -20252168.000000 Penalty: 13908.535156 Iteration 29Q: 3 clusters Score -2.025217e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80711 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -20252138.000000 Penalty: 13908.535156 Iteration 30Q: 3 clusters Score -2.025214e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80723 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -20252144.000000 Penalty: 13908.535156 Iteration 31Q: 3 clusters Score -2.025214e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80735 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -20252128.000000 Penalty: 13908.535156 Iteration 32Q: 3 clusters Score -2.025213e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80737 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -20252124.000000 Penalty: 13908.535156 Iteration 33Q: 3 clusters Score -2.025212e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80738 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -20252142.000000 Penalty: 13908.535156 Iteration 34Q: 3 clusters Score -2.025214e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80738 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -20252166.000000 Penalty: 13908.535156 Iteration 35Q: 3 clusters Score -2.025217e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80740 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -20252172.000000 Penalty: 13908.535156 Iteration 36Q: 3 clusters Score -2.025217e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80743 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -20252144.000000 Penalty: 13908.535156 Iteration 37Q: 3 clusters Score -2.025214e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80744 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -20252144.000000 Penalty: 13908.535156 Iteration 38Q: 3 clusters Score -2.025214e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80750 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -20252138.000000 Penalty: 13908.535156 Iteration 39Q: 3 clusters Score -2.025214e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80761 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -20252126.000000 Penalty: 13908.535156 Iteration 40F: 3 clusters Score -2.025213e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80766 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -20252140.000000 Penalty: 13908.535156 Iteration 41Q: 3 clusters Score -2.025214e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80768 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -20252134.000000 Penalty: 13908.535156 Iteration 42Q: 3 clusters Score -2.025213e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80772 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -20252138.000000 Penalty: 13908.535156 Iteration 43Q: 3 clusters Score -2.025214e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80774 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -20252116.000000 Penalty: 13908.535156 Iteration 44Q: 3 clusters Score -2.025212e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80778 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -20252104.000000 Penalty: 13908.535156 Iteration 45Q: 3 clusters Score -2.02521e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80780 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -20252094.000000 Penalty: 13908.535156 Iteration 46Q: 3 clusters Score -2.025209e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80783 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -20252098.000000 Penalty: 13908.535156 Iteration 47Q: 3 clusters Score -2.02521e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80784 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -20252114.000000 Penalty: 13908.535156 Iteration 48Q: 3 clusters Score -2.025211e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80787 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -20252138.000000 Penalty: 13908.535156 Iteration 49Q: 3 clusters Score -2.025214e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80789 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -20252128.000000 Penalty: 13908.535156 Iteration 50Q: 3 clusters Score -2.025213e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80791 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -20252130.000000 Penalty: 13908.535156 Iteration 51Q: 3 clusters Score -2.025213e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80794 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -20252140.000000 Penalty: 13908.535156 Iteration 52Q: 3 clusters Score -2.025214e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80793 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -20252148.000000 Penalty: 13908.535156 Iteration 53Q: 3 clusters Score -2.025215e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80794 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -20252146.000000 Penalty: 13908.535156 Iteration 54Q: 3 clusters Score -2.025215e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80794 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -20252146.000000 Penalty: 13908.535156 Iteration 55F: 3 clusters Score -2.025215e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Entering Unmasked Estep Score: -383472.937500 Penalty: 4557.089844 Iteration 0F: 2 clusters Score -383472.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -378791.906250 Penalty: 9114.179688 Iteration 0F: 3 clusters Score -378791.9 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -379621.875000 Penalty: 9114.179688 Iteration 1F: 3 clusters Score -379621.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -380745.937500 Penalty: 9114.179688 Iteration 2F: 3 clusters Score -380745.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -382268.562500 Penalty: 9114.179688 Iteration 3F: 3 clusters Score -382268.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -383606.000000 Penalty: 9114.179688 Iteration 4F: 3 clusters Score -383606 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -384064.781250 Penalty: 9114.179688 Iteration 5Q: 3 clusters Score -384064.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -384432.937500 Penalty: 9114.179688 Iteration 6Q: 3 clusters Score -384432.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -384726.250000 Penalty: 9114.179688 Iteration 7Q: 3 clusters Score -384726.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -384937.375000 Penalty: 9114.179688 Iteration 8Q: 3 clusters Score -384937.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -385456.812500 Penalty: 9114.179688 Iteration 9Q: 3 clusters Score -385456.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -386374.406250 Penalty: 9114.179688 Iteration 10Q: 3 clusters Score -386374.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -386403.218750 Penalty: 9114.179688 Iteration 11Q: 3 clusters Score -386403.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -386438.375000 Penalty: 9114.179688 Iteration 12Q: 3 clusters Score -386438.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -386478.750000 Penalty: 9114.179688 Iteration 13Q: 3 clusters Score -386478.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -386495.156250 Penalty: 9114.179688 Iteration 14Q: 3 clusters Score -386495.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -386495.156250 Penalty: 9114.179688 Iteration 15F: 3 clusters Score -386495.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Mstep: Class 3 contains 13730 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 12713 members Mstep: Class 6 contains 1135 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85298 members Mstep: Class 10 contains 534 members Mstep: Class 11 contains 20766 members Mstep: Class 12 contains 1546 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 45881 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21753 members Mstep: Class 20 contains 117202 members Mstep: Class 21 contains 3740 members Mstep: Class 22 contains 40596 members Entering Unmasked Estep Score: -101672176.000000 Penalty: 175058.937500 Splitting cluster 10 changes total score from -101669792.000000 to -101672176.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 11 (20766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20766 members Entering Unmasked Estep Score: -4802479.500000 Penalty: 6088.906738 Iteration 0F: 2 clusters Score -4802480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -4785330.500000 Penalty: 12177.813477 Iteration 0F: 3 clusters Score -4785330 nChanged 8623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -4790188.000000 Penalty: 12177.813477 Iteration 1F: 3 clusters Score -4790188 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 11326 members Entering Unmasked Estep Score: -4791237.500000 Penalty: 12177.813477 Iteration 2F: 3 clusters Score -4791238 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -4792358.000000 Penalty: 12177.813477 Iteration 3F: 3 clusters Score -4792358 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 12232 members Entering Unmasked Estep Score: -4793853.000000 Penalty: 12177.813477 Iteration 4F: 3 clusters Score -4793853 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -4795737.000000 Penalty: 12177.813477 Iteration 5F: 3 clusters Score -4795737 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -4798292.500000 Penalty: 12177.813477 Iteration 6F: 3 clusters Score -4798292 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 13186 members Entering Unmasked Estep Score: -4801338.500000 Penalty: 12177.813477 Iteration 7F: 3 clusters Score -4801338 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -4803268.500000 Penalty: 12177.813477 Iteration 8F: 3 clusters Score -4803268 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 12517 members Entering Unmasked Estep Score: -4804160.500000 Penalty: 12177.813477 Iteration 9F: 3 clusters Score -4804160 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 12154 members Entering Unmasked Estep Score: -4804533.500000 Penalty: 12177.813477 Iteration 10Q: 3 clusters Score -4804534 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -4804730.000000 Penalty: 12177.813477 Iteration 11Q: 3 clusters Score -4804730 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 11672 members Entering Unmasked Estep Score: -4804831.500000 Penalty: 12177.813477 Iteration 12Q: 3 clusters Score -4804832 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -4804900.500000 Penalty: 12177.813477 Iteration 13Q: 3 clusters Score -4804900 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9402 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -4804931.000000 Penalty: 12177.813477 Iteration 14Q: 3 clusters Score -4804931 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -4804943.000000 Penalty: 12177.813477 Iteration 15Q: 3 clusters Score -4804943 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 11170 members Entering Unmasked Estep Score: -4804950.000000 Penalty: 12177.813477 Iteration 16Q: 3 clusters Score -4804950 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9676 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -4804989.500000 Penalty: 12177.813477 Iteration 17Q: 3 clusters Score -4804990 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 11024 members Entering Unmasked Estep Score: -4804999.000000 Penalty: 12177.813477 Iteration 18Q: 3 clusters Score -4804999 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -4805005.000000 Penalty: 12177.813477 Iteration 19Q: 3 clusters Score -4805005 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 10931 members Entering Unmasked Estep Score: -4805011.000000 Penalty: 12177.813477 Iteration 20F: 3 clusters Score -4805011 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -4805032.000000 Penalty: 12177.813477 Iteration 21Q: 3 clusters Score -4805032 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -4805026.500000 Penalty: 12177.813477 Iteration 22Q: 3 clusters Score -4805026 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -4805036.500000 Penalty: 12177.813477 Iteration 23Q: 3 clusters Score -4805036 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -4805042.000000 Penalty: 12177.813477 Iteration 24Q: 3 clusters Score -4805042 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -4805044.500000 Penalty: 12177.813477 Iteration 25Q: 3 clusters Score -4805044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -4805045.000000 Penalty: 12177.813477 Iteration 26Q: 3 clusters Score -4805045 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -4805047.500000 Penalty: 12177.813477 Iteration 27Q: 3 clusters Score -4805048 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9990 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -4805053.500000 Penalty: 12177.813477 Iteration 28Q: 3 clusters Score -4805054 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10004 members Mstep: Class 2 contains 10762 members Entering Unmasked Estep Score: -4805049.500000 Penalty: 12177.813477 Iteration 29Q: 3 clusters Score -4805050 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -4805045.000000 Penalty: 12177.813477 Iteration 30Q: 3 clusters Score -4805045 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -4805050.000000 Penalty: 12177.813477 Iteration 31Q: 3 clusters Score -4805050 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 10734 members Entering Unmasked Estep Score: -4805053.500000 Penalty: 12177.813477 Iteration 32Q: 3 clusters Score -4805054 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 10726 members Entering Unmasked Estep Score: -4805062.500000 Penalty: 12177.813477 Iteration 33Q: 3 clusters Score -4805062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 10720 members Entering Unmasked Estep Score: -4805058.500000 Penalty: 12177.813477 Iteration 34Q: 3 clusters Score -4805058 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 10712 members Entering Unmasked Estep Score: -4805061.500000 Penalty: 12177.813477 Iteration 35Q: 3 clusters Score -4805062 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 10704 members Entering Unmasked Estep Score: -4805062.500000 Penalty: 12177.813477 Iteration 36Q: 3 clusters Score -4805062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 10698 members Entering Unmasked Estep Score: -4805061.000000 Penalty: 12177.813477 Iteration 37Q: 3 clusters Score -4805061 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 10690 members Entering Unmasked Estep Score: -4805064.500000 Penalty: 12177.813477 Iteration 38Q: 3 clusters Score -4805064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 10685 members Entering Unmasked Estep Score: -4805067.500000 Penalty: 12177.813477 Iteration 39Q: 3 clusters Score -4805068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 10678 members Entering Unmasked Estep Score: -4805074.000000 Penalty: 12177.813477 Iteration 40F: 3 clusters Score -4805074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 10672 members Entering Unmasked Estep Score: -4805067.500000 Penalty: 12177.813477 Iteration 41Q: 3 clusters Score -4805068 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10102 members Mstep: Class 2 contains 10664 members Entering Unmasked Estep Score: -4805073.500000 Penalty: 12177.813477 Iteration 42Q: 3 clusters Score -4805074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 10658 members Entering Unmasked Estep Score: -4805067.500000 Penalty: 12177.813477 Iteration 43Q: 3 clusters Score -4805068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -4805062.000000 Penalty: 12177.813477 Iteration 44Q: 3 clusters Score -4805062 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10118 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -4805077.500000 Penalty: 12177.813477 Iteration 45Q: 3 clusters Score -4805078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -4805074.000000 Penalty: 12177.813477 Iteration 46Q: 3 clusters Score -4805074 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10132 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -4805074.000000 Penalty: 12177.813477 Iteration 47Q: 3 clusters Score -4805074 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10144 members Mstep: Class 2 contains 10622 members Entering Unmasked Estep Score: -4805081.000000 Penalty: 12177.813477 Iteration 48Q: 3 clusters Score -4805081 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10154 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -4805085.000000 Penalty: 12177.813477 Iteration 49Q: 3 clusters Score -4805085 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 10603 members Entering Unmasked Estep Score: -4805088.500000 Penalty: 12177.813477 Iteration 50Q: 3 clusters Score -4805088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10170 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -4805087.500000 Penalty: 12177.813477 Iteration 51Q: 3 clusters Score -4805088 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 10581 members Entering Unmasked Estep Score: -4805089.000000 Penalty: 12177.813477 Iteration 52Q: 3 clusters Score -4805089 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -4805085.500000 Penalty: 12177.813477 Iteration 53Q: 3 clusters Score -4805086 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 10548 members Entering Unmasked Estep Score: -4805086.500000 Penalty: 12177.813477 Iteration 54Q: 3 clusters Score -4805086 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10241 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -4805094.500000 Penalty: 12177.813477 Iteration 55Q: 3 clusters Score -4805094 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 10501 members Entering Unmasked Estep Score: -4805100.000000 Penalty: 12177.813477 Iteration 56Q: 3 clusters Score -4805100 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -4805095.000000 Penalty: 12177.813477 Iteration 57Q: 3 clusters Score -4805095 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -4805100.000000 Penalty: 12177.813477 Iteration 58Q: 3 clusters Score -4805100 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -4805101.500000 Penalty: 12177.813477 Iteration 59Q: 3 clusters Score -4805102 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -4805116.500000 Penalty: 12177.813477 Iteration 60F: 3 clusters Score -4805116 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10382 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -4805135.000000 Penalty: 12177.813477 Iteration 61Q: 3 clusters Score -4805135 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -4805131.500000 Penalty: 12177.813477 Iteration 62Q: 3 clusters Score -4805132 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -4805134.000000 Penalty: 12177.813477 Iteration 63Q: 3 clusters Score -4805134 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -4805148.500000 Penalty: 12177.813477 Iteration 64Q: 3 clusters Score -4805148 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -4805159.500000 Penalty: 12177.813477 Iteration 65Q: 3 clusters Score -4805160 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 10272 members Entering Unmasked Estep Score: -4805162.500000 Penalty: 12177.813477 Iteration 66Q: 3 clusters Score -4805162 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 10265 members Entering Unmasked Estep Score: -4805160.500000 Penalty: 12177.813477 Iteration 67Q: 3 clusters Score -4805160 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 10256 members Entering Unmasked Estep Score: -4805158.000000 Penalty: 12177.813477 Iteration 68Q: 3 clusters Score -4805158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -4805158.000000 Penalty: 12177.813477 Iteration 69Q: 3 clusters Score -4805158 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 10234 members Entering Unmasked Estep Score: -4805168.000000 Penalty: 12177.813477 Iteration 70Q: 3 clusters Score -4805168 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 10225 members Entering Unmasked Estep Score: -4805172.500000 Penalty: 12177.813477 Iteration 71Q: 3 clusters Score -4805172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -4805164.500000 Penalty: 12177.813477 Iteration 72Q: 3 clusters Score -4805164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -4805161.500000 Penalty: 12177.813477 Iteration 73Q: 3 clusters Score -4805162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -4805161.500000 Penalty: 12177.813477 Iteration 74F: 3 clusters Score -4805162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Mstep: Class 3 contains 13730 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 12713 members Mstep: Class 6 contains 1135 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85298 members Mstep: Class 10 contains 534 members Mstep: Class 11 contains 10548 members Mstep: Class 12 contains 1546 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 45881 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21753 members Mstep: Class 20 contains 117202 members Mstep: Class 21 contains 3740 members Mstep: Class 22 contains 40596 members Mstep: Class 23 contains 10218 members Entering Unmasked Estep Score: -101673448.000000 Penalty: 183016.156250 Splitting cluster 11 changes total score from -101669792.000000 to -101673448.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 12 (1546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Entering Unmasked Estep Score: -332105.281250 Penalty: 4497.848633 Iteration 0F: 2 clusters Score -332105.3 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 780 members Entering Unmasked Estep Score: -327445.031250 Penalty: 8995.697266 Iteration 0F: 3 clusters Score -327445 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -328006.656250 Penalty: 8995.697266 Iteration 1F: 3 clusters Score -328006.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -328477.000000 Penalty: 8995.697266 Iteration 2F: 3 clusters Score -328477 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -329237.906250 Penalty: 8995.697266 Iteration 3Q: 3 clusters Score -329237.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -329523.031250 Penalty: 8995.697266 Iteration 4Q: 3 clusters Score -329523 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -329732.156250 Penalty: 8995.697266 Iteration 5Q: 3 clusters Score -329732.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -329921.718750 Penalty: 8995.697266 Iteration 6Q: 3 clusters Score -329921.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -330030.812500 Penalty: 8995.697266 Iteration 7Q: 3 clusters Score -330030.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -330111.625000 Penalty: 8995.697266 Iteration 8Q: 3 clusters Score -330111.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -330150.031250 Penalty: 8995.697266 Iteration 9Q: 3 clusters Score -330150 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -330176.312500 Penalty: 8995.697266 Iteration 10Q: 3 clusters Score -330176.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -330183.718750 Penalty: 8995.697266 Iteration 11Q: 3 clusters Score -330183.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -330188.812500 Penalty: 8995.697266 Iteration 12Q: 3 clusters Score -330188.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -330198.406250 Penalty: 8995.697266 Iteration 13Q: 3 clusters Score -330198.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -330215.656250 Penalty: 8995.697266 Iteration 14Q: 3 clusters Score -330215.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -330219.531250 Penalty: 8995.697266 Iteration 15Q: 3 clusters Score -330219.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -330225.562500 Penalty: 8995.697266 Iteration 16Q: 3 clusters Score -330225.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -330231.437500 Penalty: 8995.697266 Iteration 17Q: 3 clusters Score -330231.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -330239.406250 Penalty: 8995.697266 Iteration 18Q: 3 clusters Score -330239.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -330239.406250 Penalty: 8995.697266 Iteration 19F: 3 clusters Score -330239.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9488 members Entering Unmasked Estep Score: -2237609.750000 Penalty: 5609.142578 Iteration 0F: 2 clusters Score -2237610 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -2227669.000000 Penalty: 11218.285156 Iteration 0F: 3 clusters Score -2227669 nChanged 3428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -2229649.500000 Penalty: 11218.285156 Iteration 1F: 3 clusters Score -2229650 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -2230030.250000 Penalty: 11218.285156 Iteration 2F: 3 clusters Score -2230030 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -2230287.750000 Penalty: 11218.285156 Iteration 3Q: 3 clusters Score -2230288 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -2230498.750000 Penalty: 11218.285156 Iteration 4Q: 3 clusters Score -2230499 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -2230703.000000 Penalty: 11218.285156 Iteration 5Q: 3 clusters Score -2230703 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -2230924.750000 Penalty: 11218.285156 Iteration 6Q: 3 clusters Score -2230925 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -2231193.750000 Penalty: 11218.285156 Iteration 7Q: 3 clusters Score -2231194 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -2231498.250000 Penalty: 11218.285156 Iteration 8Q: 3 clusters Score -2231498 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -2231813.750000 Penalty: 11218.285156 Iteration 9Q: 3 clusters Score -2231814 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -2232110.000000 Penalty: 11218.285156 Iteration 10Q: 3 clusters Score -2232110 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -2232401.750000 Penalty: 11218.285156 Iteration 11Q: 3 clusters Score -2232402 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -2232627.500000 Penalty: 11218.285156 Iteration 12Q: 3 clusters Score -2232628 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -2232810.500000 Penalty: 11218.285156 Iteration 13Q: 3 clusters Score -2232810 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -2232916.750000 Penalty: 11218.285156 Iteration 14Q: 3 clusters Score -2232917 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -2233014.000000 Penalty: 11218.285156 Iteration 15Q: 3 clusters Score -2233014 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -2233077.500000 Penalty: 11218.285156 Iteration 16Q: 3 clusters Score -2233078 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -2233128.750000 Penalty: 11218.285156 Iteration 17Q: 3 clusters Score -2233129 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -2233171.000000 Penalty: 11218.285156 Iteration 18Q: 3 clusters Score -2233171 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -2233186.750000 Penalty: 11218.285156 Iteration 19Q: 3 clusters Score -2233187 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -2233226.000000 Penalty: 11218.285156 Iteration 20F: 3 clusters Score -2233226 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -2233234.750000 Penalty: 11218.285156 Iteration 21Q: 3 clusters Score -2233235 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -2233249.750000 Penalty: 11218.285156 Iteration 22Q: 3 clusters Score -2233250 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -2233257.000000 Penalty: 11218.285156 Iteration 23Q: 3 clusters Score -2233257 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -2233268.250000 Penalty: 11218.285156 Iteration 24Q: 3 clusters Score -2233268 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -2233285.000000 Penalty: 11218.285156 Iteration 25Q: 3 clusters Score -2233285 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -2233289.750000 Penalty: 11218.285156 Iteration 26Q: 3 clusters Score -2233290 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -2233297.500000 Penalty: 11218.285156 Iteration 27Q: 3 clusters Score -2233298 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -2233306.250000 Penalty: 11218.285156 Iteration 28Q: 3 clusters Score -2233306 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -2233306.000000 Penalty: 11218.285156 Iteration 29Q: 3 clusters Score -2233306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -2233310.000000 Penalty: 11218.285156 Iteration 30Q: 3 clusters Score -2233310 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -2233308.000000 Penalty: 11218.285156 Iteration 31Q: 3 clusters Score -2233308 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -2233314.000000 Penalty: 11218.285156 Iteration 32Q: 3 clusters Score -2233314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -2233317.500000 Penalty: 11218.285156 Iteration 33Q: 3 clusters Score -2233318 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -2233319.750000 Penalty: 11218.285156 Iteration 34Q: 3 clusters Score -2233320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -2233328.000000 Penalty: 11218.285156 Iteration 35Q: 3 clusters Score -2233328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -2233325.000000 Penalty: 11218.285156 Iteration 36Q: 3 clusters Score -2233325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -2233329.750000 Penalty: 11218.285156 Iteration 37Q: 3 clusters Score -2233330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -2233326.750000 Penalty: 11218.285156 Iteration 38Q: 3 clusters Score -2233327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -2233331.000000 Penalty: 11218.285156 Iteration 39Q: 3 clusters Score -2233331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -2233331.000000 Penalty: 11218.285156 Iteration 40F: 3 clusters Score -2233331 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Entering Unmasked Estep Score: -105237.968750 Penalty: 3854.719238 Iteration 0F: 2 clusters Score -105238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -101941.937500 Penalty: 7709.438477 Iteration 0F: 3 clusters Score -101941.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -102241.929688 Penalty: 7709.438477 Iteration 1F: 3 clusters Score -102241.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -102391.960938 Penalty: 7709.438477 Iteration 2Q: 3 clusters Score -102392 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -102528.468750 Penalty: 7709.438477 Iteration 3Q: 3 clusters Score -102528.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -102596.882812 Penalty: 7709.438477 Iteration 4Q: 3 clusters Score -102596.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -102602.750000 Penalty: 7709.438477 Iteration 5Q: 3 clusters Score -102602.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -102616.195312 Penalty: 7709.438477 Iteration 6Q: 3 clusters Score -102616.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -102616.195312 Penalty: 7709.438477 Iteration 7F: 3 clusters Score -102616.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Entering Unmasked Estep Score: -213958.171875 Penalty: 4286.586914 Iteration 0F: 2 clusters Score -213958.2 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 557 members Entering Unmasked Estep Score: -209940.750000 Penalty: 8573.173828 Iteration 0F: 3 clusters Score -209940.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -210847.781250 Penalty: 8573.173828 Iteration 1F: 3 clusters Score -210847.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -211361.703125 Penalty: 8573.173828 Iteration 2F: 3 clusters Score -211361.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -212698.562500 Penalty: 8573.173828 Iteration 3F: 3 clusters Score -212698.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -216146.031250 Penalty: 8573.173828 Iteration 4F: 3 clusters Score -216146 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -218790.375000 Penalty: 8573.173828 Iteration 5F: 3 clusters Score -218790.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -219394.968750 Penalty: 8573.173828 Iteration 6Q: 3 clusters Score -219395 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -219690.000000 Penalty: 8573.173828 Iteration 7Q: 3 clusters Score -219690 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -219966.781250 Penalty: 8573.173828 Iteration 8Q: 3 clusters Score -219966.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -219981.562500 Penalty: 8573.173828 Iteration 9Q: 3 clusters Score -219981.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -219981.562500 Penalty: 8573.173828 Iteration 10F: 3 clusters Score -219981.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Mstep: Class 3 contains 13730 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 12713 members Mstep: Class 6 contains 1135 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85298 members Mstep: Class 10 contains 534 members Mstep: Class 11 contains 10548 members Mstep: Class 12 contains 1546 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 45881 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21753 members Mstep: Class 20 contains 117202 members Mstep: Class 21 contains 3740 members Mstep: Class 22 contains 40596 members Mstep: Class 23 contains 10218 members Mstep: Class 24 contains 689 members Entering Unmasked Estep Score: -101675872.000000 Penalty: 190973.375000 Splitting cluster 16 changes total score from -101669792.000000 to -101675872.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 17 (45881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45881 members Entering Unmasked Estep Score: -10664428.000000 Penalty: 6574.456543 Iteration 0F: 2 clusters Score -1.066443e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22964 members Mstep: Class 2 contains 22917 members Entering Unmasked Estep Score: -10631227.000000 Penalty: 13148.913086 Iteration 0F: 3 clusters Score -1.063123e+07 nChanged 20111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22767 members Mstep: Class 2 contains 23114 members Entering Unmasked Estep Score: -10642189.000000 Penalty: 13148.913086 Iteration 1F: 3 clusters Score -1.064219e+07 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22404 members Mstep: Class 2 contains 23477 members Entering Unmasked Estep Score: -10643468.000000 Penalty: 13148.913086 Iteration 2F: 3 clusters Score -1.064347e+07 nChanged 2636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21816 members Mstep: Class 2 contains 24065 members Entering Unmasked Estep Score: -10645082.000000 Penalty: 13148.913086 Iteration 3F: 3 clusters Score -1.064508e+07 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21006 members Mstep: Class 2 contains 24875 members Entering Unmasked Estep Score: -10646856.000000 Penalty: 13148.913086 Iteration 4F: 3 clusters Score -1.064686e+07 nChanged 2998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19848 members Mstep: Class 2 contains 26033 members Entering Unmasked Estep Score: -10648822.000000 Penalty: 13148.913086 Iteration 5F: 3 clusters Score -1.064882e+07 nChanged 2891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18557 members Mstep: Class 2 contains 27324 members Entering Unmasked Estep Score: -10650686.000000 Penalty: 13148.913086 Iteration 6F: 3 clusters Score -1.065069e+07 nChanged 2765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 28561 members Entering Unmasked Estep Score: -10652559.000000 Penalty: 13148.913086 Iteration 7F: 3 clusters Score -1.065256e+07 nChanged 2529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16115 members Mstep: Class 2 contains 29766 members Entering Unmasked Estep Score: -10654294.000000 Penalty: 13148.913086 Iteration 8F: 3 clusters Score -1.065429e+07 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15005 members Mstep: Class 2 contains 30876 members Entering Unmasked Estep Score: -10655992.000000 Penalty: 13148.913086 Iteration 9Q: 3 clusters Score -1.065599e+07 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13922 members Mstep: Class 2 contains 31959 members Entering Unmasked Estep Score: -10657587.000000 Penalty: 13148.913086 Iteration 10Q: 3 clusters Score -1.065759e+07 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 32979 members Entering Unmasked Estep Score: -10659355.000000 Penalty: 13148.913086 Iteration 11Q: 3 clusters Score -1.065936e+07 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 33921 members Entering Unmasked Estep Score: -10660937.000000 Penalty: 13148.913086 Iteration 12Q: 3 clusters Score -1.066094e+07 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11023 members Mstep: Class 2 contains 34858 members Entering Unmasked Estep Score: -10662575.000000 Penalty: 13148.913086 Iteration 13Q: 3 clusters Score -1.066258e+07 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 35695 members Entering Unmasked Estep Score: -10664158.000000 Penalty: 13148.913086 Iteration 14Q: 3 clusters Score -1.066416e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9477 members Mstep: Class 2 contains 36404 members Entering Unmasked Estep Score: -10665583.000000 Penalty: 13148.913086 Iteration 15Q: 3 clusters Score -1.066558e+07 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 36876 members Entering Unmasked Estep Score: -10666497.000000 Penalty: 13148.913086 Iteration 16Q: 3 clusters Score -1.06665e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 37193 members Entering Unmasked Estep Score: -10666866.000000 Penalty: 13148.913086 Iteration 17Q: 3 clusters Score -1.066687e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 37378 members Entering Unmasked Estep Score: -10667019.000000 Penalty: 13148.913086 Iteration 18Q: 3 clusters Score -1.066702e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 37517 members Entering Unmasked Estep Score: -10667079.000000 Penalty: 13148.913086 Iteration 19Q: 3 clusters Score -1.066708e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 37644 members Entering Unmasked Estep Score: -10667172.000000 Penalty: 13148.913086 Iteration 20F: 3 clusters Score -1.066717e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 37748 members Entering Unmasked Estep Score: -10667188.000000 Penalty: 13148.913086 Iteration 21Q: 3 clusters Score -1.066719e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 37835 members Entering Unmasked Estep Score: -10667193.000000 Penalty: 13148.913086 Iteration 22Q: 3 clusters Score -1.066719e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 37895 members Entering Unmasked Estep Score: -10667180.000000 Penalty: 13148.913086 Iteration 23Q: 3 clusters Score -1.066718e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 37941 members Entering Unmasked Estep Score: -10667195.000000 Penalty: 13148.913086 Iteration 24Q: 3 clusters Score -1.06672e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 37959 members Entering Unmasked Estep Score: -10667209.000000 Penalty: 13148.913086 Iteration 25Q: 3 clusters Score -1.066721e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 37980 members Entering Unmasked Estep Score: -10667215.000000 Penalty: 13148.913086 Iteration 26Q: 3 clusters Score -1.066722e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 37992 members Entering Unmasked Estep Score: -10667217.000000 Penalty: 13148.913086 Iteration 27Q: 3 clusters Score -1.066722e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 38005 members Entering Unmasked Estep Score: -10667225.000000 Penalty: 13148.913086 Iteration 28Q: 3 clusters Score -1.066722e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 38015 members Entering Unmasked Estep Score: -10667235.000000 Penalty: 13148.913086 Iteration 29Q: 3 clusters Score -1.066724e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 38023 members Entering Unmasked Estep Score: -10667240.000000 Penalty: 13148.913086 Iteration 30Q: 3 clusters Score -1.066724e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 38026 members Entering Unmasked Estep Score: -10667241.000000 Penalty: 13148.913086 Iteration 31Q: 3 clusters Score -1.066724e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 38030 members Entering Unmasked Estep Score: -10667238.000000 Penalty: 13148.913086 Iteration 32Q: 3 clusters Score -1.066724e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 38035 members Entering Unmasked Estep Score: -10667245.000000 Penalty: 13148.913086 Iteration 33Q: 3 clusters Score -1.066724e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 38037 members Entering Unmasked Estep Score: -10667238.000000 Penalty: 13148.913086 Iteration 34Q: 3 clusters Score -1.066724e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 38037 members Entering Unmasked Estep Score: -10667238.000000 Penalty: 13148.913086 Iteration 35F: 3 clusters Score -1.066724e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Mstep: Class 3 contains 13730 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 12713 members Mstep: Class 6 contains 1135 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85298 members Mstep: Class 10 contains 534 members Mstep: Class 11 contains 10548 members Mstep: Class 12 contains 1546 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 7844 members Mstep: Class 18 contains 1145 members Mstep: Class 19 contains 21753 members Mstep: Class 20 contains 117202 members Mstep: Class 21 contains 3740 members Mstep: Class 22 contains 40596 members Mstep: Class 23 contains 10218 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 38037 members Entering Unmasked Estep Score: -101678256.000000 Penalty: 198930.609375 Splitting cluster 17 changes total score from -101669792.000000 to -101678256.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 18 (1145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Entering Unmasked Estep Score: -229958.140625 Penalty: 4313.935547 Iteration 0F: 2 clusters Score -229958.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -226054.468750 Penalty: 8627.871094 Iteration 0F: 3 clusters Score -226054.5 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -227682.328125 Penalty: 8627.871094 Iteration 1F: 3 clusters Score -227682.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -228842.015625 Penalty: 8627.871094 Iteration 2F: 3 clusters Score -228842 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -229268.328125 Penalty: 8627.871094 Iteration 3F: 3 clusters Score -229268.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -229722.375000 Penalty: 8627.871094 Iteration 4Q: 3 clusters Score -229722.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -230072.265625 Penalty: 8627.871094 Iteration 5Q: 3 clusters Score -230072.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -230267.218750 Penalty: 8627.871094 Iteration 6Q: 3 clusters Score -230267.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -230373.093750 Penalty: 8627.871094 Iteration 7Q: 3 clusters Score -230373.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -230439.296875 Penalty: 8627.871094 Iteration 8Q: 3 clusters Score -230439.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -230506.578125 Penalty: 8627.871094 Iteration 9Q: 3 clusters Score -230506.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -230550.109375 Penalty: 8627.871094 Iteration 10Q: 3 clusters Score -230550.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -230569.531250 Penalty: 8627.871094 Iteration 11Q: 3 clusters Score -230569.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -230628.812500 Penalty: 8627.871094 Iteration 12Q: 3 clusters Score -230628.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -230642.218750 Penalty: 8627.871094 Iteration 13Q: 3 clusters Score -230642.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -230643.656250 Penalty: 8627.871094 Iteration 14Q: 3 clusters Score -230643.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -230678.812500 Penalty: 8627.871094 Iteration 15F: 3 clusters Score -230678.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -230751.515625 Penalty: 8627.871094 Iteration 16Q: 3 clusters Score -230751.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -230820.187500 Penalty: 8627.871094 Iteration 17Q: 3 clusters Score -230820.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -230843.390625 Penalty: 8627.871094 Iteration 18Q: 3 clusters Score -230843.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -230875.171875 Penalty: 8627.871094 Iteration 19Q: 3 clusters Score -230875.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -230892.468750 Penalty: 8627.871094 Iteration 20F: 3 clusters Score -230892.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -230899.984375 Penalty: 8627.871094 Iteration 21Q: 3 clusters Score -230900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -230910.968750 Penalty: 8627.871094 Iteration 22Q: 3 clusters Score -230911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -230914.343750 Penalty: 8627.871094 Iteration 23Q: 3 clusters Score -230914.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -230914.343750 Penalty: 8627.871094 Iteration 24F: 3 clusters Score -230914.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4442 members Mstep: Class 3 contains 13730 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 12713 members Mstep: Class 6 contains 1135 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85298 members Mstep: Class 10 contains 534 members Mstep: Class 11 contains 10548 members Mstep: Class 12 contains 1546 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 7844 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 21753 members Mstep: Class 20 contains 117202 members Mstep: Class 21 contains 3740 members Mstep: Class 22 contains 40596 members Mstep: Class 23 contains 10218 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 38037 members Mstep: Class 26 contains 913 members Entering Unmasked Estep Score: -101675648.000000 Penalty: 206887.828125 Splitting cluster 18 changes total score from -101669792.000000 to -101675648.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 19 (21753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21753 members Entering Unmasked Estep Score: -5057625.000000 Penalty: 6117.348145 Iteration 0F: 2 clusters Score -5057625 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10931 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -5040050.000000 Penalty: 12234.696289 Iteration 0F: 3 clusters Score -5040050 nChanged 8888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -5044901.000000 Penalty: 12234.696289 Iteration 1F: 3 clusters Score -5044901 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -5045649.500000 Penalty: 12234.696289 Iteration 2F: 3 clusters Score -5045650 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -5046236.000000 Penalty: 12234.696289 Iteration 3F: 3 clusters Score -5046236 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 10040 members Entering Unmasked Estep Score: -5046769.000000 Penalty: 12234.696289 Iteration 4Q: 3 clusters Score -5046769 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -5047362.000000 Penalty: 12234.696289 Iteration 5Q: 3 clusters Score -5047362 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 9489 members Entering Unmasked Estep Score: -5047942.000000 Penalty: 12234.696289 Iteration 6Q: 3 clusters Score -5047942 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12535 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -5048513.000000 Penalty: 12234.696289 Iteration 7Q: 3 clusters Score -5048513 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -5048973.500000 Penalty: 12234.696289 Iteration 8Q: 3 clusters Score -5048974 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13221 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -5049372.000000 Penalty: 12234.696289 Iteration 9Q: 3 clusters Score -5049372 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13678 members Mstep: Class 2 contains 8075 members Entering Unmasked Estep Score: -5049771.500000 Penalty: 12234.696289 Iteration 10Q: 3 clusters Score -5049772 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14219 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -5050161.000000 Penalty: 12234.696289 Iteration 11Q: 3 clusters Score -5050161 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14802 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -5050549.000000 Penalty: 12234.696289 Iteration 12Q: 3 clusters Score -5050549 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15448 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -5050971.500000 Penalty: 12234.696289 Iteration 13Q: 3 clusters Score -5050972 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16146 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -5051443.000000 Penalty: 12234.696289 Iteration 14Q: 3 clusters Score -5051443 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16860 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -5051978.000000 Penalty: 12234.696289 Iteration 15Q: 3 clusters Score -5051978 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17596 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -5052495.000000 Penalty: 12234.696289 Iteration 16Q: 3 clusters Score -5052495 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18215 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -5052963.500000 Penalty: 12234.696289 Iteration 17Q: 3 clusters Score -5052964 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18742 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -5053324.000000 Penalty: 12234.696289 Iteration 18Q: 3 clusters Score -5053324 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19142 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -5053595.000000 Penalty: 12234.696289 Iteration 19Q: 3 clusters Score -5053595 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19433 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -5053796.000000 Penalty: 12234.696289 Iteration 20F: 3 clusters Score -5053796 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19662 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -5053933.500000 Penalty: 12234.696289 Iteration 21Q: 3 clusters Score -5053934 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19797 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -5054024.500000 Penalty: 12234.696289 Iteration 22Q: 3 clusters Score -5054024 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19890 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -5054076.500000 Penalty: 12234.696289 Iteration 23Q: 3 clusters Score -5054076 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19955 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -5054109.500000 Penalty: 12234.696289 Iteration 24Q: 3 clusters Score -5054110 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19999 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -5054132.000000 Penalty: 12234.696289 Iteration 25Q: 3 clusters Score -5054132 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20033 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -5054157.000000 Penalty: 12234.696289 Iteration 26Q: 3 clusters Score -5054157 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20055 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -5054164.500000 Penalty: 12234.696289 Iteration 27Q: 3 clusters Score -5054164 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20073 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -5054177.000000 Penalty: 12234.696289 Iteration 28Q: 3 clusters Score -5054177 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20091 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -5054179.000000 Penalty: 12234.696289 Iteration 29Q: 3 clusters Score -5054179 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20103 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -5054188.500000 Penalty: 12234.696289 Iteration 30Q: 3 clusters Score -5054188 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20112 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -5054195.500000 Penalty: 12234.696289 Iteration 31Q: 3 clusters Score -5054196 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20118 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -5054210.000000 Penalty: 12234.696289 Iteration 32Q: 3 clusters Score -5054210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20122 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -5054206.500000 Penalty: 12234.696289 Iteration 33Q: 3 clusters Score -5054206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20124 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -5054202.500000 Penalty: 12234.696289 Iteration 34Q: 3 clusters Score -5054202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20125 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -5054205.500000 Penalty: 12234.696289 Iteration 35Q: 3 clusters Score -5054206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20126 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -5054206.500000 Penalty: 12234.696289 Iteration 36Q: 3 clusters Score -5054206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20127 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -5054205.500000 Penalty: 12234.696289 Iteration 37Q: 3 clusters Score -5054206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20128 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -5054202.000000 Penalty: 12234.696289 Iteration 38Q: 3 clusters Score -5054202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20129 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -5054206.000000 Penalty: 12234.696289 Iteration 39Q: 3 clusters Score -5054206 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20129 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -5054206.000000 Penalty: 12234.696289 Iteration 40F: 3 clusters Score -5054206 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (117202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117202 members Entering Unmasked Estep Score: -27600748.000000 Penalty: 7148.887695 Iteration 0F: 2 clusters Score -2.760075e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58945 members Mstep: Class 2 contains 58257 members Entering Unmasked Estep Score: -27522192.000000 Penalty: 14297.775391 Iteration 0F: 3 clusters Score -2.752219e+07 nChanged 53836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61939 members Mstep: Class 2 contains 55263 members Entering Unmasked Estep Score: -27552020.000000 Penalty: 14297.775391 Iteration 1F: 3 clusters Score -2.755202e+07 nChanged 4840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63973 members Mstep: Class 2 contains 53229 members Entering Unmasked Estep Score: -27553570.000000 Penalty: 14297.775391 Iteration 2Q: 3 clusters Score -2.755357e+07 nChanged 4896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66965 members Mstep: Class 2 contains 50237 members Entering Unmasked Estep Score: -27555354.000000 Penalty: 14297.775391 Iteration 3Q: 3 clusters Score -2.755535e+07 nChanged 5540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71251 members Mstep: Class 2 contains 45951 members Entering Unmasked Estep Score: -27557806.000000 Penalty: 14297.775391 Iteration 4Q: 3 clusters Score -2.755781e+07 nChanged 6765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77164 members Mstep: Class 2 contains 40038 members Entering Unmasked Estep Score: -27561904.000000 Penalty: 14297.775391 Iteration 5F: 3 clusters Score -2.75619e+07 nChanged 8122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84710 members Mstep: Class 2 contains 32492 members Entering Unmasked Estep Score: -27567734.000000 Penalty: 14297.775391 Iteration 6F: 3 clusters Score -2.756773e+07 nChanged 8988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93370 members Mstep: Class 2 contains 23832 members Entering Unmasked Estep Score: -27575274.000000 Penalty: 14297.775391 Iteration 7F: 3 clusters Score -2.757527e+07 nChanged 8442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101616 members Mstep: Class 2 contains 15586 members Entering Unmasked Estep Score: -27582552.000000 Penalty: 14297.775391 Iteration 8F: 3 clusters Score -2.758255e+07 nChanged 6382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107882 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -27588044.000000 Penalty: 14297.775391 Iteration 9F: 3 clusters Score -2.758804e+07 nChanged 4000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111778 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -27591182.000000 Penalty: 14297.775391 Iteration 10Q: 3 clusters Score -2.759118e+07 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113925 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -27592874.000000 Penalty: 14297.775391 Iteration 11Q: 3 clusters Score -2.759287e+07 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114982 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -27593806.000000 Penalty: 14297.775391 Iteration 12Q: 3 clusters Score -2.759381e+07 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115506 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -27594220.000000 Penalty: 14297.775391 Iteration 13Q: 3 clusters Score -2.759422e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115785 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -27594424.000000 Penalty: 14297.775391 Iteration 14Q: 3 clusters Score -2.759442e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115933 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -27594568.000000 Penalty: 14297.775391 Iteration 15Q: 3 clusters Score -2.759457e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116006 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -27594652.000000 Penalty: 14297.775391 Iteration 16Q: 3 clusters Score -2.759465e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116065 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -27594714.000000 Penalty: 14297.775391 Iteration 17Q: 3 clusters Score -2.759471e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116103 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -27594764.000000 Penalty: 14297.775391 Iteration 18Q: 3 clusters Score -2.759476e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116126 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -27594784.000000 Penalty: 14297.775391 Iteration 19Q: 3 clusters Score -2.759478e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116136 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -27594796.000000 Penalty: 14297.775391 Iteration 20F: 3 clusters Score -2.75948e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116152 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -27594806.000000 Penalty: 14297.775391 Iteration 21Q: 3 clusters Score -2.759481e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116162 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -27594820.000000 Penalty: 14297.775391 Iteration 22Q: 3 clusters Score -2.759482e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116168 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -27594826.000000 Penalty: 14297.775391 Iteration 23Q: 3 clusters Score -2.759483e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116171 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -27594826.000000 Penalty: 14297.775391 Iteration 24Q: 3 clusters Score -2.759483e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116180 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -27594818.000000 Penalty: 14297.775391 Iteration 25Q: 3 clusters Score -2.759482e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116189 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -27594852.000000 Penalty: 14297.775391 Iteration 26Q: 3 clusters Score -2.759485e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116199 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -27594866.000000 Penalty: 14297.775391 Iteration 27Q: 3 clusters Score -2.759487e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116210 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -27594858.000000 Penalty: 14297.775391 Iteration 28Q: 3 clusters Score -2.759486e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116215 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -27594884.000000 Penalty: 14297.775391 Iteration 29Q: 3 clusters Score -2.759488e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116219 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -27594884.000000 Penalty: 14297.775391 Iteration 30Q: 3 clusters Score -2.759488e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116223 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -27594896.000000 Penalty: 14297.775391 Iteration 31Q: 3 clusters Score -2.75949e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116225 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -27594896.000000 Penalty: 14297.775391 Iteration 32Q: 3 clusters Score -2.75949e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116225 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -27594896.000000 Penalty: 14297.775391 Iteration 33F: 3 clusters Score -2.75949e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Entering Unmasked Estep Score: -849314.937500 Penalty: 5038.939941 Iteration 0F: 2 clusters Score -849314.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -843161.625000 Penalty: 10077.879883 Iteration 0F: 3 clusters Score -843161.6 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -844013.875000 Penalty: 10077.879883 Iteration 1F: 3 clusters Score -844013.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -844282.875000 Penalty: 10077.879883 Iteration 2F: 3 clusters Score -844282.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -844458.625000 Penalty: 10077.879883 Iteration 3Q: 3 clusters Score -844458.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -844550.500000 Penalty: 10077.879883 Iteration 4Q: 3 clusters Score -844550.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -844614.812500 Penalty: 10077.879883 Iteration 5Q: 3 clusters Score -844614.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -844671.750000 Penalty: 10077.879883 Iteration 6Q: 3 clusters Score -844671.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -844706.250000 Penalty: 10077.879883 Iteration 7Q: 3 clusters Score -844706.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -844731.125000 Penalty: 10077.879883 Iteration 8Q: 3 clusters Score -844731.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -844746.625000 Penalty: 10077.879883 Iteration 9Q: 3 clusters Score -844746.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -844765.937500 Penalty: 10077.879883 Iteration 10Q: 3 clusters Score -844765.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -844782.187500 Penalty: 10077.879883 Iteration 11Q: 3 clusters Score -844782.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -844797.562500 Penalty: 10077.879883 Iteration 12Q: 3 clusters Score -844797.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -844806.687500 Penalty: 10077.879883 Iteration 13Q: 3 clusters Score -844806.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -844817.750000 Penalty: 10077.879883 Iteration 14Q: 3 clusters Score -844817.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -844824.687500 Penalty: 10077.879883 Iteration 15Q: 3 clusters Score -844824.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -844832.937500 Penalty: 10077.879883 Iteration 16Q: 3 clusters Score -844832.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -844840.125000 Penalty: 10077.879883 Iteration 17Q: 3 clusters Score -844840.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -844845.000000 Penalty: 10077.879883 Iteration 18Q: 3 clusters Score -844845 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -844848.937500 Penalty: 10077.879883 Iteration 19Q: 3 clusters Score -844848.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -844855.125000 Penalty: 10077.879883 Iteration 20F: 3 clusters Score -844855.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -844857.375000 Penalty: 10077.879883 Iteration 21Q: 3 clusters Score -844857.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -844861.687500 Penalty: 10077.879883 Iteration 22Q: 3 clusters Score -844861.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -844861.812500 Penalty: 10077.879883 Iteration 23Q: 3 clusters Score -844861.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -844861.812500 Penalty: 10077.879883 Iteration 24F: 3 clusters Score -844861.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (40596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40596 members Entering Unmasked Estep Score: -9524019.000000 Penalty: 6499.497559 Iteration 0F: 2 clusters Score -9524019 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20406 members Mstep: Class 2 contains 20190 members Entering Unmasked Estep Score: -9494327.000000 Penalty: 12998.995117 Iteration 0F: 3 clusters Score -9494327 nChanged 17567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20693 members Mstep: Class 2 contains 19903 members Entering Unmasked Estep Score: -9503655.000000 Penalty: 12998.995117 Iteration 1F: 3 clusters Score -9503655 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20830 members Mstep: Class 2 contains 19766 members Entering Unmasked Estep Score: -9504513.000000 Penalty: 12998.995117 Iteration 2F: 3 clusters Score -9504513 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20953 members Mstep: Class 2 contains 19643 members Entering Unmasked Estep Score: -9505315.000000 Penalty: 12998.995117 Iteration 3Q: 3 clusters Score -9505315 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21096 members Mstep: Class 2 contains 19500 members Entering Unmasked Estep Score: -9506074.000000 Penalty: 12998.995117 Iteration 4Q: 3 clusters Score -9506074 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21268 members Mstep: Class 2 contains 19328 members Entering Unmasked Estep Score: -9506723.000000 Penalty: 12998.995117 Iteration 5Q: 3 clusters Score -9506723 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21409 members Mstep: Class 2 contains 19187 members Entering Unmasked Estep Score: -9507554.000000 Penalty: 12998.995117 Iteration 6Q: 3 clusters Score -9507554 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21503 members Mstep: Class 2 contains 19093 members Entering Unmasked Estep Score: -9508357.000000 Penalty: 12998.995117 Iteration 7Q: 3 clusters Score -9508357 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21563 members Mstep: Class 2 contains 19033 members Entering Unmasked Estep Score: -9509151.000000 Penalty: 12998.995117 Iteration 8Q: 3 clusters Score -9509151 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21711 members Mstep: Class 2 contains 18885 members Entering Unmasked Estep Score: -9510129.000000 Penalty: 12998.995117 Iteration 9Q: 3 clusters Score -9510129 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21924 members Mstep: Class 2 contains 18672 members Entering Unmasked Estep Score: -9511157.000000 Penalty: 12998.995117 Iteration 10Q: 3 clusters Score -9511157 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22266 members Mstep: Class 2 contains 18330 members Entering Unmasked Estep Score: -9512225.000000 Penalty: 12998.995117 Iteration 11Q: 3 clusters Score -9512225 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 17883 members Entering Unmasked Estep Score: -9513061.000000 Penalty: 12998.995117 Iteration 12Q: 3 clusters Score -9513061 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23304 members Mstep: Class 2 contains 17292 members Entering Unmasked Estep Score: -9513857.000000 Penalty: 12998.995117 Iteration 13Q: 3 clusters Score -9513857 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23994 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -9514564.000000 Penalty: 12998.995117 Iteration 14Q: 3 clusters Score -9514564 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24770 members Mstep: Class 2 contains 15826 members Entering Unmasked Estep Score: -9515100.000000 Penalty: 12998.995117 Iteration 15Q: 3 clusters Score -9515100 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25610 members Mstep: Class 2 contains 14986 members Entering Unmasked Estep Score: -9515576.000000 Penalty: 12998.995117 Iteration 16Q: 3 clusters Score -9515576 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26430 members Mstep: Class 2 contains 14166 members Entering Unmasked Estep Score: -9515946.000000 Penalty: 12998.995117 Iteration 17Q: 3 clusters Score -9515946 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27253 members Mstep: Class 2 contains 13343 members Entering Unmasked Estep Score: -9516321.000000 Penalty: 12998.995117 Iteration 18Q: 3 clusters Score -9516321 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28069 members Mstep: Class 2 contains 12527 members Entering Unmasked Estep Score: -9516665.000000 Penalty: 12998.995117 Iteration 19Q: 3 clusters Score -9516665 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28884 members Mstep: Class 2 contains 11712 members Entering Unmasked Estep Score: -9517076.000000 Penalty: 12998.995117 Iteration 20F: 3 clusters Score -9517076 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29645 members Mstep: Class 2 contains 10951 members Entering Unmasked Estep Score: -9517405.000000 Penalty: 12998.995117 Iteration 21Q: 3 clusters Score -9517405 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30365 members Mstep: Class 2 contains 10231 members Entering Unmasked Estep Score: -9517696.000000 Penalty: 12998.995117 Iteration 22Q: 3 clusters Score -9517696 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31055 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -9518006.000000 Penalty: 12998.995117 Iteration 23Q: 3 clusters Score -9518006 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31739 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -9518510.000000 Penalty: 12998.995117 Iteration 24Q: 3 clusters Score -9518510 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32457 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -9519443.000000 Penalty: 12998.995117 Iteration 25Q: 3 clusters Score -9519443 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33086 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -9521270.000000 Penalty: 12998.995117 Iteration 26Q: 3 clusters Score -9521270 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33314 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -9522502.000000 Penalty: 12998.995117 Iteration 27Q: 3 clusters Score -9522502 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33266 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -9522850.000000 Penalty: 12998.995117 Iteration 28Q: 3 clusters Score -9522850 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33164 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -9523015.000000 Penalty: 12998.995117 Iteration 29Q: 3 clusters Score -9523015 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33018 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -9523128.000000 Penalty: 12998.995117 Iteration 30Q: 3 clusters Score -9523128 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32887 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -9523196.000000 Penalty: 12998.995117 Iteration 31Q: 3 clusters Score -9523196 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32772 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -9523259.000000 Penalty: 12998.995117 Iteration 32Q: 3 clusters Score -9523259 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32668 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -9523267.000000 Penalty: 12998.995117 Iteration 33Q: 3 clusters Score -9523267 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32592 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -9523265.000000 Penalty: 12998.995117 Iteration 34Q: 3 clusters Score -9523265 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32527 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -9523290.000000 Penalty: 12998.995117 Iteration 35Q: 3 clusters Score -9523290 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32478 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -9523313.000000 Penalty: 12998.995117 Iteration 36Q: 3 clusters Score -9523313 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32422 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -9523332.000000 Penalty: 12998.995117 Iteration 37Q: 3 clusters Score -9523332 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32365 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -9523348.000000 Penalty: 12998.995117 Iteration 38Q: 3 clusters Score -9523348 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32333 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -9523367.000000 Penalty: 12998.995117 Iteration 39Q: 3 clusters Score -9523367 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32297 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -9523379.000000 Penalty: 12998.995117 Iteration 40F: 3 clusters Score -9523379 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32268 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -9523390.000000 Penalty: 12998.995117 Iteration 41Q: 3 clusters Score -9523390 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32242 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -9523384.000000 Penalty: 12998.995117 Iteration 42Q: 3 clusters Score -9523384 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32217 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -9523381.000000 Penalty: 12998.995117 Iteration 43Q: 3 clusters Score -9523381 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32190 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -9523395.000000 Penalty: 12998.995117 Iteration 44Q: 3 clusters Score -9523395 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32169 members Mstep: Class 2 contains 8427 members Entering Unmasked Estep Score: -9523393.000000 Penalty: 12998.995117 Iteration 45Q: 3 clusters Score -9523393 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32156 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -9523405.000000 Penalty: 12998.995117 Iteration 46Q: 3 clusters Score -9523405 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32137 members Mstep: Class 2 contains 8459 members Entering Unmasked Estep Score: -9523415.000000 Penalty: 12998.995117 Iteration 47Q: 3 clusters Score -9523415 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32112 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -9523408.000000 Penalty: 12998.995117 Iteration 48Q: 3 clusters Score -9523408 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32090 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -9523424.000000 Penalty: 12998.995117 Iteration 49Q: 3 clusters Score -9523424 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32067 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -9523436.000000 Penalty: 12998.995117 Iteration 50Q: 3 clusters Score -9523436 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32054 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -9523430.000000 Penalty: 12998.995117 Iteration 51Q: 3 clusters Score -9523430 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32041 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -9523440.000000 Penalty: 12998.995117 Iteration 52Q: 3 clusters Score -9523440 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32025 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -9523428.000000 Penalty: 12998.995117 Iteration 53Q: 3 clusters Score -9523428 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32008 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -9523416.000000 Penalty: 12998.995117 Iteration 54Q: 3 clusters Score -9523416 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31989 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -9523418.000000 Penalty: 12998.995117 Iteration 55Q: 3 clusters Score -9523418 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31964 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -9523431.000000 Penalty: 12998.995117 Iteration 56Q: 3 clusters Score -9523431 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31937 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -9523425.000000 Penalty: 12998.995117 Iteration 57Q: 3 clusters Score -9523425 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31924 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -9523432.000000 Penalty: 12998.995117 Iteration 58Q: 3 clusters Score -9523432 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31913 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -9523417.000000 Penalty: 12998.995117 Iteration 59Q: 3 clusters Score -9523417 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31906 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -9523430.000000 Penalty: 12998.995117 Iteration 60F: 3 clusters Score -9523430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31900 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -9523430.000000 Penalty: 12998.995117 Iteration 61Q: 3 clusters Score -9523430 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31892 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -9523428.000000 Penalty: 12998.995117 Iteration 62Q: 3 clusters Score -9523428 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31888 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -9523424.000000 Penalty: 12998.995117 Iteration 63Q: 3 clusters Score -9523424 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31883 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -9523418.000000 Penalty: 12998.995117 Iteration 64Q: 3 clusters Score -9523418 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31877 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -9523437.000000 Penalty: 12998.995117 Iteration 65Q: 3 clusters Score -9523437 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31868 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -9523433.000000 Penalty: 12998.995117 Iteration 66Q: 3 clusters Score -9523433 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31859 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -9523429.000000 Penalty: 12998.995117 Iteration 67Q: 3 clusters Score -9523429 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31855 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -9523428.000000 Penalty: 12998.995117 Iteration 68Q: 3 clusters Score -9523428 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31852 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -9523430.000000 Penalty: 12998.995117 Iteration 69Q: 3 clusters Score -9523430 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31849 members Mstep: Class 2 contains 8747 members Entering Unmasked Estep Score: -9523427.000000 Penalty: 12998.995117 Iteration 70Q: 3 clusters Score -9523427 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31844 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -9523430.000000 Penalty: 12998.995117 Iteration 71Q: 3 clusters Score -9523430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31835 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -9523424.000000 Penalty: 12998.995117 Iteration 72Q: 3 clusters Score -9523424 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31825 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -9523441.000000 Penalty: 12998.995117 Iteration 73Q: 3 clusters Score -9523441 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31818 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -9523437.000000 Penalty: 12998.995117 Iteration 74Q: 3 clusters Score -9523437 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31808 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -9523442.000000 Penalty: 12998.995117 Iteration 75Q: 3 clusters Score -9523442 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31805 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -9523454.000000 Penalty: 12998.995117 Iteration 76Q: 3 clusters Score -9523454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31800 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -9523441.000000 Penalty: 12998.995117 Iteration 77Q: 3 clusters Score -9523441 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31794 members Mstep: Class 2 contains 8802 members Entering Unmasked Estep Score: -9523440.000000 Penalty: 12998.995117 Iteration 78Q: 3 clusters Score -9523440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31792 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -9523441.000000 Penalty: 12998.995117 Iteration 79Q: 3 clusters Score -9523441 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31789 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -9523429.000000 Penalty: 12998.995117 Iteration 80F: 3 clusters Score -9523429 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31785 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -9523430.000000 Penalty: 12998.995117 Iteration 81Q: 3 clusters Score -9523430 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31778 members Mstep: Class 2 contains 8818 members Entering Unmasked Estep Score: -9523428.000000 Penalty: 12998.995117 Iteration 82Q: 3 clusters Score -9523428 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31774 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -9523424.000000 Penalty: 12998.995117 Iteration 83Q: 3 clusters Score -9523424 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31770 members Mstep: Class 2 contains 8826 members Entering Unmasked Estep Score: -9523427.000000 Penalty: 12998.995117 Iteration 84Q: 3 clusters Score -9523427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31765 members Mstep: Class 2 contains 8831 members Entering Unmasked Estep Score: -9523430.000000 Penalty: 12998.995117 Iteration 85Q: 3 clusters Score -9523430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31762 members Mstep: Class 2 contains 8834 members Entering Unmasked Estep Score: -9523433.000000 Penalty: 12998.995117 Iteration 86Q: 3 clusters Score -9523433 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31753 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -9523427.000000 Penalty: 12998.995117 Iteration 87Q: 3 clusters Score -9523427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31748 members Mstep: Class 2 contains 8848 members Entering Unmasked Estep Score: -9523433.000000 Penalty: 12998.995117 Iteration 88Q: 3 clusters Score -9523433 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31743 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -9523427.000000 Penalty: 12998.995117 Iteration 89Q: 3 clusters Score -9523427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31740 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -9523431.000000 Penalty: 12998.995117 Iteration 90Q: 3 clusters Score -9523431 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31739 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -9523435.000000 Penalty: 12998.995117 Iteration 91Q: 3 clusters Score -9523435 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31738 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -9523440.000000 Penalty: 12998.995117 Iteration 92Q: 3 clusters Score -9523440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31736 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -9523425.000000 Penalty: 12998.995117 Iteration 93Q: 3 clusters Score -9523425 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31735 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -9523422.000000 Penalty: 12998.995117 Iteration 94Q: 3 clusters Score -9523422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31733 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -9523416.000000 Penalty: 12998.995117 Iteration 95Q: 3 clusters Score -9523416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31731 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -9523413.000000 Penalty: 12998.995117 Iteration 96Q: 3 clusters Score -9523413 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31730 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -9523415.000000 Penalty: 12998.995117 Iteration 97Q: 3 clusters Score -9523415 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31727 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -9523418.000000 Penalty: 12998.995117 Iteration 98Q: 3 clusters Score -9523418 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31720 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -9523412.000000 Penalty: 12998.995117 Iteration 99Q: 3 clusters Score -9523412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31718 members Mstep: Class 2 contains 8878 members Entering Unmasked Estep Score: -9523414.000000 Penalty: 12998.995117 Iteration 100F: 3 clusters Score -9523414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31717 members Mstep: Class 2 contains 8879 members Entering Unmasked Estep Score: -9523422.000000 Penalty: 12998.995117 Iteration 101Q: 3 clusters Score -9523422 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31714 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -9523419.000000 Penalty: 12998.995117 Iteration 102Q: 3 clusters Score -9523419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31712 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -9523417.000000 Penalty: 12998.995117 Iteration 103Q: 3 clusters Score -9523417 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31710 members Mstep: Class 2 contains 8886 members Entering Unmasked Estep Score: -9523427.000000 Penalty: 12998.995117 Iteration 104Q: 3 clusters Score -9523427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31709 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -9523434.000000 Penalty: 12998.995117 Iteration 105Q: 3 clusters Score -9523434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31706 members Mstep: Class 2 contains 8890 members Entering Unmasked Estep Score: -9523441.000000 Penalty: 12998.995117 Iteration 106Q: 3 clusters Score -9523441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31705 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -9523440.000000 Penalty: 12998.995117 Iteration 107Q: 3 clusters Score -9523440 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31705 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -9523440.000000 Penalty: 12998.995117 Iteration 108F: 3 clusters Score -9523440 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9294 members Mstep: Class 3 contains 13730 members Mstep: Class 4 contains 44247 members Mstep: Class 5 contains 12713 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85298 members Mstep: Class 10 contains 534 members Mstep: Class 11 contains 10548 members Mstep: Class 12 contains 1546 members Mstep: Class 14 contains 9488 members Mstep: Class 15 contains 541 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 7844 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 21753 members Mstep: Class 20 contains 117202 members Mstep: Class 21 contains 3740 members Mstep: Class 22 contains 40596 members Entering Unmasked Estep ConsiderDeletion Score: -101678632.000000 Penalty: 206887.828125 Iteration 39Q: 27 clusters Score -1.016786e+08 nChanged 5249 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 9583 members Mstep: Class 2 contains 4343 members Mstep: Class 3 contains 13841 members Mstep: Class 4 contains 44502 members Mstep: Class 5 contains 12771 members Mstep: Class 6 contains 1172 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85423 members Mstep: Class 10 contains 531 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 1530 members Mstep: Class 13 contains 1181 members Mstep: Class 14 contains 9498 members Mstep: Class 15 contains 532 members Mstep: Class 16 contains 419 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 232 members Mstep: Class 19 contains 21607 members Mstep: Class 20 contains 116942 members Mstep: Class 21 contains 3735 members Mstep: Class 22 contains 40884 members Mstep: Class 23 contains 9881 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 37322 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101682328.000000 Penalty: 206887.828125 Iteration 40F: 27 clusters Score -1.016823e+08 nChanged 5111 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 13712 members Mstep: Class 4 contains 44053 members Mstep: Class 5 contains 12469 members Mstep: Class 6 contains 1245 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 85052 members Mstep: Class 10 contains 532 members Mstep: Class 11 contains 11294 members Mstep: Class 12 contains 1427 members Mstep: Class 13 contains 1209 members Mstep: Class 14 contains 9494 members Mstep: Class 15 contains 531 members Mstep: Class 16 contains 395 members Mstep: Class 17 contains 7844 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21476 members Mstep: Class 20 contains 116250 members Mstep: Class 21 contains 3748 members Mstep: Class 22 contains 40634 members Mstep: Class 23 contains 10348 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 38435 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101685128.000000 Penalty: 206887.828125 Iteration 41Q: 27 clusters Score -1.016851e+08 nChanged 3005 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 4680 members Mstep: Class 3 contains 13652 members Mstep: Class 4 contains 43791 members Mstep: Class 5 contains 12269 members Mstep: Class 6 contains 1270 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84850 members Mstep: Class 10 contains 531 members Mstep: Class 11 contains 11663 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9493 members Mstep: Class 15 contains 527 members Mstep: Class 16 contains 385 members Mstep: Class 17 contains 7848 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21375 members Mstep: Class 20 contains 115872 members Mstep: Class 21 contains 3745 members Mstep: Class 22 contains 40471 members Mstep: Class 23 contains 10537 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 39166 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101686152.000000 Penalty: 206887.828125 Iteration 42Q: 27 clusters Score -1.016862e+08 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 4703 members Mstep: Class 3 contains 13596 members Mstep: Class 4 contains 43620 members Mstep: Class 5 contains 12105 members Mstep: Class 6 contains 1283 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84708 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 11965 members Mstep: Class 12 contains 1318 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9497 members Mstep: Class 15 contains 526 members Mstep: Class 16 contains 383 members Mstep: Class 17 contains 7869 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21287 members Mstep: Class 20 contains 115637 members Mstep: Class 21 contains 3736 members Mstep: Class 22 contains 40352 members Mstep: Class 23 contains 10646 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 39693 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101686088.000000 Penalty: 206887.828125 Iteration 43Q: 27 clusters Score -1.016861e+08 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 4718 members Mstep: Class 3 contains 13577 members Mstep: Class 4 contains 43442 members Mstep: Class 5 contains 11990 members Mstep: Class 6 contains 1289 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84620 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12184 members Mstep: Class 12 contains 1269 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9501 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 7890 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21222 members Mstep: Class 20 contains 115482 members Mstep: Class 21 contains 3731 members Mstep: Class 22 contains 40243 members Mstep: Class 23 contains 10716 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 40139 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101686584.000000 Penalty: 206887.828125 Iteration 44Q: 27 clusters Score -1.016866e+08 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 4724 members Mstep: Class 3 contains 13554 members Mstep: Class 4 contains 43286 members Mstep: Class 5 contains 11890 members Mstep: Class 6 contains 1291 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84569 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12340 members Mstep: Class 12 contains 1239 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9506 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 7906 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21172 members Mstep: Class 20 contains 115365 members Mstep: Class 21 contains 3731 members Mstep: Class 22 contains 40142 members Mstep: Class 23 contains 10772 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 40518 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101686888.000000 Penalty: 206887.828125 Iteration 45Q: 27 clusters Score -1.016869e+08 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 4724 members Mstep: Class 3 contains 13539 members Mstep: Class 4 contains 43125 members Mstep: Class 5 contains 11813 members Mstep: Class 6 contains 1291 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84497 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12487 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9507 members Mstep: Class 15 contains 524 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 7926 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21130 members Mstep: Class 20 contains 115277 members Mstep: Class 21 contains 3730 members Mstep: Class 22 contains 40060 members Mstep: Class 23 contains 10817 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 40860 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101687312.000000 Penalty: 206887.828125 Iteration 46Q: 27 clusters Score -1.016873e+08 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 4725 members Mstep: Class 3 contains 13494 members Mstep: Class 4 contains 42985 members Mstep: Class 5 contains 11753 members Mstep: Class 6 contains 1292 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84465 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12578 members Mstep: Class 12 contains 1190 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9506 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 7948 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21100 members Mstep: Class 20 contains 115226 members Mstep: Class 21 contains 3728 members Mstep: Class 22 contains 39993 members Mstep: Class 23 contains 10855 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 41167 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101687608.000000 Penalty: 206887.828125 Iteration 47Q: 27 clusters Score -1.016876e+08 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 4730 members Mstep: Class 3 contains 13494 members Mstep: Class 4 contains 42843 members Mstep: Class 5 contains 11699 members Mstep: Class 6 contains 1295 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84436 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12657 members Mstep: Class 12 contains 1159 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9507 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 7977 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21073 members Mstep: Class 20 contains 115175 members Mstep: Class 21 contains 3725 members Mstep: Class 22 contains 39925 members Mstep: Class 23 contains 10882 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 41423 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101687760.000000 Penalty: 206887.828125 Iteration 48Q: 27 clusters Score -1.016878e+08 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 4730 members Mstep: Class 3 contains 13462 members Mstep: Class 4 contains 42692 members Mstep: Class 5 contains 11640 members Mstep: Class 6 contains 1296 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84414 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12709 members Mstep: Class 12 contains 1142 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9509 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8000 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21053 members Mstep: Class 20 contains 115143 members Mstep: Class 21 contains 3720 members Mstep: Class 22 contains 39878 members Mstep: Class 23 contains 10912 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 41685 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101687872.000000 Penalty: 206887.828125 Iteration 49Q: 27 clusters Score -1.016879e+08 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 4726 members Mstep: Class 3 contains 13401 members Mstep: Class 4 contains 42557 members Mstep: Class 5 contains 11569 members Mstep: Class 6 contains 1297 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84407 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12759 members Mstep: Class 12 contains 1130 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9508 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8024 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21037 members Mstep: Class 20 contains 115091 members Mstep: Class 21 contains 3721 members Mstep: Class 22 contains 39849 members Mstep: Class 23 contains 10936 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 41946 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101687952.000000 Penalty: 206887.828125 Iteration 50Q: 27 clusters Score -1.01688e+08 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 4727 members Mstep: Class 3 contains 13341 members Mstep: Class 4 contains 42415 members Mstep: Class 5 contains 11513 members Mstep: Class 6 contains 1297 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84394 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12810 members Mstep: Class 12 contains 1113 members Mstep: Class 13 contains 1213 members Mstep: Class 14 contains 9512 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8047 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21021 members Mstep: Class 20 contains 115053 members Mstep: Class 21 contains 3721 members Mstep: Class 22 contains 39823 members Mstep: Class 23 contains 10953 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 42207 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101688072.000000 Penalty: 206887.828125 Iteration 51Q: 27 clusters Score -1.016881e+08 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 4729 members Mstep: Class 3 contains 13293 members Mstep: Class 4 contains 42283 members Mstep: Class 5 contains 11453 members Mstep: Class 6 contains 1297 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84365 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12848 members Mstep: Class 12 contains 1097 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9512 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8071 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21007 members Mstep: Class 20 contains 115039 members Mstep: Class 21 contains 3720 members Mstep: Class 22 contains 39796 members Mstep: Class 23 contains 10981 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 42444 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101688288.000000 Penalty: 206887.828125 Iteration 52Q: 27 clusters Score -1.016883e+08 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9916 members Mstep: Class 2 contains 4729 members Mstep: Class 3 contains 13222 members Mstep: Class 4 contains 42144 members Mstep: Class 5 contains 11402 members Mstep: Class 6 contains 1298 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84334 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12889 members Mstep: Class 12 contains 1085 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9515 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8091 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 21001 members Mstep: Class 20 contains 115014 members Mstep: Class 21 contains 3717 members Mstep: Class 22 contains 39788 members Mstep: Class 23 contains 11005 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 42689 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101688480.000000 Penalty: 206887.828125 Iteration 53Q: 27 clusters Score -1.016885e+08 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9921 members Mstep: Class 2 contains 4729 members Mstep: Class 3 contains 13129 members Mstep: Class 4 contains 41986 members Mstep: Class 5 contains 11364 members Mstep: Class 6 contains 1299 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84316 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12926 members Mstep: Class 12 contains 1081 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9515 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8131 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 20999 members Mstep: Class 20 contains 114991 members Mstep: Class 21 contains 3714 members Mstep: Class 22 contains 39794 members Mstep: Class 23 contains 11017 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 42927 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101688648.000000 Penalty: 206887.828125 Iteration 54Q: 27 clusters Score -1.016886e+08 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 4733 members Mstep: Class 3 contains 13049 members Mstep: Class 4 contains 41827 members Mstep: Class 5 contains 11308 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84291 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12948 members Mstep: Class 12 contains 1072 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8162 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 20991 members Mstep: Class 20 contains 114958 members Mstep: Class 21 contains 3713 members Mstep: Class 22 contains 39793 members Mstep: Class 23 contains 11026 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 43201 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101688784.000000 Penalty: 206887.828125 Iteration 55Q: 27 clusters Score -1.016888e+08 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 4732 members Mstep: Class 3 contains 12987 members Mstep: Class 4 contains 41656 members Mstep: Class 5 contains 11272 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84279 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 12975 members Mstep: Class 12 contains 1063 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9516 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8183 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 20983 members Mstep: Class 20 contains 114930 members Mstep: Class 21 contains 3716 members Mstep: Class 22 contains 39797 members Mstep: Class 23 contains 11030 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 43450 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101688960.000000 Penalty: 206887.828125 Iteration 56Q: 27 clusters Score -1.01689e+08 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 4728 members Mstep: Class 3 contains 12924 members Mstep: Class 4 contains 41489 members Mstep: Class 5 contains 11240 members Mstep: Class 6 contains 1302 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84267 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13016 members Mstep: Class 12 contains 1055 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8200 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 20978 members Mstep: Class 20 contains 114919 members Mstep: Class 21 contains 3713 members Mstep: Class 22 contains 39787 members Mstep: Class 23 contains 11034 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 43696 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101688952.000000 Penalty: 206887.828125 Iteration 57Q: 27 clusters Score -1.01689e+08 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 4724 members Mstep: Class 3 contains 12867 members Mstep: Class 4 contains 41294 members Mstep: Class 5 contains 11215 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84253 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13044 members Mstep: Class 12 contains 1045 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8218 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 20972 members Mstep: Class 20 contains 114914 members Mstep: Class 21 contains 3715 members Mstep: Class 22 contains 39783 members Mstep: Class 23 contains 11039 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 43948 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101689048.000000 Penalty: 206887.828125 Iteration 58Q: 27 clusters Score -1.01689e+08 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 4720 members Mstep: Class 3 contains 12799 members Mstep: Class 4 contains 41120 members Mstep: Class 5 contains 11187 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84248 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13067 members Mstep: Class 12 contains 1033 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8245 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 20967 members Mstep: Class 20 contains 114916 members Mstep: Class 21 contains 3709 members Mstep: Class 22 contains 39783 members Mstep: Class 23 contains 11041 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 44186 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101689040.000000 Penalty: 206887.828125 Iteration 59Q: 27 clusters Score -1.01689e+08 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 10008 members Mstep: Class 2 contains 4719 members Mstep: Class 3 contains 12734 members Mstep: Class 4 contains 40946 members Mstep: Class 5 contains 11166 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84242 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13078 members Mstep: Class 12 contains 1027 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8271 members Mstep: Class 18 contains 235 members Mstep: Class 19 contains 20960 members Mstep: Class 20 contains 114892 members Mstep: Class 21 contains 3707 members Mstep: Class 22 contains 39793 members Mstep: Class 23 contains 11041 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 44431 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101689224.000000 Penalty: 206887.828125 Iteration 60F: 27 clusters Score -1.016892e+08 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 4720 members Mstep: Class 3 contains 12654 members Mstep: Class 4 contains 40789 members Mstep: Class 5 contains 11139 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84230 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13100 members Mstep: Class 12 contains 1022 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 523 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8294 members Mstep: Class 18 contains 237 members Mstep: Class 19 contains 20950 members Mstep: Class 20 contains 114864 members Mstep: Class 21 contains 3709 members Mstep: Class 22 contains 39789 members Mstep: Class 23 contains 11046 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 44684 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101689640.000000 Penalty: 206887.828125 Iteration 61Q: 27 clusters Score -1.016896e+08 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 4720 members Mstep: Class 3 contains 12581 members Mstep: Class 4 contains 40627 members Mstep: Class 5 contains 11107 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84236 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13114 members Mstep: Class 12 contains 1019 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8317 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 20948 members Mstep: Class 20 contains 114841 members Mstep: Class 21 contains 3706 members Mstep: Class 22 contains 39801 members Mstep: Class 23 contains 11049 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 44917 members Mstep: Class 26 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -101689544.000000 Penalty: 206887.828125 Iteration 62Q: 27 clusters Score -1.016895e+08 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 4720 members Mstep: Class 3 contains 12498 members Mstep: Class 4 contains 40425 members Mstep: Class 5 contains 11075 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84236 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13129 members Mstep: Class 12 contains 1014 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9518 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8342 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 20943 members Mstep: Class 20 contains 114818 members Mstep: Class 21 contains 3708 members Mstep: Class 22 contains 39805 members Mstep: Class 23 contains 11049 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 45209 members Mstep: Class 26 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -101689816.000000 Penalty: 206887.828125 Iteration 63Q: 27 clusters Score -1.016898e+08 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10052 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 12419 members Mstep: Class 4 contains 40184 members Mstep: Class 5 contains 11043 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84236 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13138 members Mstep: Class 12 contains 1008 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8372 members Mstep: Class 18 contains 234 members Mstep: Class 19 contains 20937 members Mstep: Class 20 contains 114805 members Mstep: Class 21 contains 3706 members Mstep: Class 22 contains 39807 members Mstep: Class 23 contains 11054 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 45534 members Mstep: Class 26 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -101690016.000000 Penalty: 206887.828125 Iteration 64Q: 27 clusters Score -1.0169e+08 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 4721 members Mstep: Class 3 contains 12352 members Mstep: Class 4 contains 39949 members Mstep: Class 5 contains 11013 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84226 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13148 members Mstep: Class 12 contains 1004 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9518 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8407 members Mstep: Class 18 contains 236 members Mstep: Class 19 contains 20934 members Mstep: Class 20 contains 114772 members Mstep: Class 21 contains 3702 members Mstep: Class 22 contains 39809 members Mstep: Class 23 contains 11065 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 45838 members Mstep: Class 26 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -101689896.000000 Penalty: 206887.828125 Iteration 65Q: 27 clusters Score -1.016899e+08 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10092 members Mstep: Class 2 contains 4723 members Mstep: Class 3 contains 12301 members Mstep: Class 4 contains 39716 members Mstep: Class 5 contains 10971 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84217 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13159 members Mstep: Class 12 contains 994 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 8446 members Mstep: Class 18 contains 237 members Mstep: Class 19 contains 20932 members Mstep: Class 20 contains 114744 members Mstep: Class 21 contains 3700 members Mstep: Class 22 contains 39817 members Mstep: Class 23 contains 11072 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 46133 members Mstep: Class 26 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -101690008.000000 Penalty: 206887.828125 Iteration 66Q: 27 clusters Score -1.0169e+08 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 4723 members Mstep: Class 3 contains 12234 members Mstep: Class 4 contains 39476 members Mstep: Class 5 contains 10922 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84219 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13174 members Mstep: Class 12 contains 987 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 8496 members Mstep: Class 18 contains 239 members Mstep: Class 19 contains 20927 members Mstep: Class 20 contains 114728 members Mstep: Class 21 contains 3696 members Mstep: Class 22 contains 39835 members Mstep: Class 23 contains 11072 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 46420 members Mstep: Class 26 contains 911 members Entering Unmasked Estep ConsiderDeletion Score: -101690224.000000 Penalty: 206887.828125 Iteration 67Q: 27 clusters Score -1.016902e+08 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10119 members Mstep: Class 2 contains 4721 members Mstep: Class 3 contains 12162 members Mstep: Class 4 contains 39214 members Mstep: Class 5 contains 10881 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84227 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13181 members Mstep: Class 12 contains 982 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 8553 members Mstep: Class 18 contains 241 members Mstep: Class 19 contains 20924 members Mstep: Class 20 contains 114701 members Mstep: Class 21 contains 3690 members Mstep: Class 22 contains 39841 members Mstep: Class 23 contains 11078 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 46744 members Mstep: Class 26 contains 909 members Entering Unmasked Estep ConsiderDeletion Score: -101690304.000000 Penalty: 206887.828125 Iteration 68Q: 27 clusters Score -1.016903e+08 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10139 members Mstep: Class 2 contains 4721 members Mstep: Class 3 contains 12070 members Mstep: Class 4 contains 38975 members Mstep: Class 5 contains 10838 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84231 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13190 members Mstep: Class 12 contains 978 members Mstep: Class 13 contains 1215 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 8621 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20921 members Mstep: Class 20 contains 114688 members Mstep: Class 21 contains 3687 members Mstep: Class 22 contains 39868 members Mstep: Class 23 contains 11084 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47005 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690456.000000 Penalty: 206887.828125 Iteration 69Q: 27 clusters Score -1.016905e+08 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10153 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 12004 members Mstep: Class 4 contains 38721 members Mstep: Class 5 contains 10809 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84225 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13200 members Mstep: Class 12 contains 974 members Mstep: Class 13 contains 1215 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 8687 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20917 members Mstep: Class 20 contains 114676 members Mstep: Class 21 contains 3679 members Mstep: Class 22 contains 39868 members Mstep: Class 23 contains 11090 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47291 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690392.000000 Penalty: 206887.828125 Iteration 70Q: 27 clusters Score -1.016904e+08 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 11974 members Mstep: Class 4 contains 38512 members Mstep: Class 5 contains 10799 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84225 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13197 members Mstep: Class 12 contains 969 members Mstep: Class 13 contains 1215 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 8735 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20912 members Mstep: Class 20 contains 114673 members Mstep: Class 21 contains 3674 members Mstep: Class 22 contains 39875 members Mstep: Class 23 contains 11089 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47486 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690328.000000 Penalty: 206887.828125 Iteration 71Q: 27 clusters Score -1.016903e+08 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 4720 members Mstep: Class 3 contains 11943 members Mstep: Class 4 contains 38341 members Mstep: Class 5 contains 10785 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84228 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13202 members Mstep: Class 12 contains 966 members Mstep: Class 13 contains 1215 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 8783 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20911 members Mstep: Class 20 contains 114653 members Mstep: Class 21 contains 3673 members Mstep: Class 22 contains 39877 members Mstep: Class 23 contains 11089 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47653 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690704.000000 Penalty: 206887.828125 Iteration 72Q: 27 clusters Score -1.016907e+08 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10205 members Mstep: Class 2 contains 4721 members Mstep: Class 3 contains 11906 members Mstep: Class 4 contains 38159 members Mstep: Class 5 contains 10766 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84223 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13209 members Mstep: Class 12 contains 958 members Mstep: Class 13 contains 1215 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 8835 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20906 members Mstep: Class 20 contains 114637 members Mstep: Class 21 contains 3670 members Mstep: Class 22 contains 39874 members Mstep: Class 23 contains 11090 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47854 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690680.000000 Penalty: 206887.828125 Iteration 73Q: 27 clusters Score -1.016907e+08 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10215 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 11886 members Mstep: Class 4 contains 38004 members Mstep: Class 5 contains 10751 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84215 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13220 members Mstep: Class 12 contains 954 members Mstep: Class 13 contains 1215 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 8894 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20903 members Mstep: Class 20 contains 114626 members Mstep: Class 21 contains 3666 members Mstep: Class 22 contains 39863 members Mstep: Class 23 contains 11097 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47998 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690712.000000 Penalty: 206887.828125 Iteration 74Q: 27 clusters Score -1.016907e+08 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10229 members Mstep: Class 2 contains 4723 members Mstep: Class 3 contains 11869 members Mstep: Class 4 contains 37869 members Mstep: Class 5 contains 10742 members Mstep: Class 6 contains 1310 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84215 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13228 members Mstep: Class 12 contains 949 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 8950 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20903 members Mstep: Class 20 contains 114606 members Mstep: Class 21 contains 3661 members Mstep: Class 22 contains 39858 members Mstep: Class 23 contains 11098 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48114 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690624.000000 Penalty: 206887.828125 Iteration 75Q: 27 clusters Score -1.016906e+08 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 11860 members Mstep: Class 4 contains 37759 members Mstep: Class 5 contains 10728 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84215 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13235 members Mstep: Class 12 contains 944 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9519 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 8999 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20899 members Mstep: Class 20 contains 114585 members Mstep: Class 21 contains 3659 members Mstep: Class 22 contains 39857 members Mstep: Class 23 contains 11100 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48223 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690632.000000 Penalty: 206887.828125 Iteration 76Q: 27 clusters Score -1.016906e+08 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10234 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 11846 members Mstep: Class 4 contains 37679 members Mstep: Class 5 contains 10710 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84214 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13239 members Mstep: Class 12 contains 941 members Mstep: Class 13 contains 1214 members Mstep: Class 14 contains 9518 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9054 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20894 members Mstep: Class 20 contains 114579 members Mstep: Class 21 contains 3659 members Mstep: Class 22 contains 39858 members Mstep: Class 23 contains 11103 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48284 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690784.000000 Penalty: 206887.828125 Iteration 77Q: 27 clusters Score -1.016908e+08 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 4721 members Mstep: Class 3 contains 11824 members Mstep: Class 4 contains 37603 members Mstep: Class 5 contains 10699 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84208 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13249 members Mstep: Class 12 contains 939 members Mstep: Class 13 contains 1215 members Mstep: Class 14 contains 9518 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9117 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20887 members Mstep: Class 20 contains 114568 members Mstep: Class 21 contains 3659 members Mstep: Class 22 contains 39857 members Mstep: Class 23 contains 11106 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48335 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101690752.000000 Penalty: 206887.828125 Iteration 78Q: 27 clusters Score -1.016908e+08 nChanged 306 Entering ConstructFrom: Score: -101690752.000000 Penalty: 206887.828125 Entering ConstructFrom: Trying to split cluster 1 (10253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10253 members Entering Unmasked Estep Score: -2341915.750000 Penalty: 5656.637207 Iteration 0F: 2 clusters Score -2341916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -2331504.250000 Penalty: 11313.274414 Iteration 0F: 3 clusters Score -2331504 nChanged 3793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -2333736.250000 Penalty: 11313.274414 Iteration 1F: 3 clusters Score -2333736 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -2334179.000000 Penalty: 11313.274414 Iteration 2F: 3 clusters Score -2334179 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -2334431.500000 Penalty: 11313.274414 Iteration 3Q: 3 clusters Score -2334432 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -2334616.250000 Penalty: 11313.274414 Iteration 4Q: 3 clusters Score -2334616 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -2334758.250000 Penalty: 11313.274414 Iteration 5Q: 3 clusters Score -2334758 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -2334865.000000 Penalty: 11313.274414 Iteration 6Q: 3 clusters Score -2334865 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -2334960.750000 Penalty: 11313.274414 Iteration 7Q: 3 clusters Score -2334961 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -2335038.750000 Penalty: 11313.274414 Iteration 8Q: 3 clusters Score -2335039 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -2335108.750000 Penalty: 11313.274414 Iteration 9Q: 3 clusters Score -2335109 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -2335144.000000 Penalty: 11313.274414 Iteration 10Q: 3 clusters Score -2335144 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -2335195.750000 Penalty: 11313.274414 Iteration 11Q: 3 clusters Score -2335196 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -2335243.250000 Penalty: 11313.274414 Iteration 12Q: 3 clusters Score -2335243 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -2335274.750000 Penalty: 11313.274414 Iteration 13Q: 3 clusters Score -2335275 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -2335318.750000 Penalty: 11313.274414 Iteration 14Q: 3 clusters Score -2335319 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -2335357.000000 Penalty: 11313.274414 Iteration 15Q: 3 clusters Score -2335357 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -2335388.000000 Penalty: 11313.274414 Iteration 16Q: 3 clusters Score -2335388 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -2335434.500000 Penalty: 11313.274414 Iteration 17Q: 3 clusters Score -2335434 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -2335453.250000 Penalty: 11313.274414 Iteration 18Q: 3 clusters Score -2335453 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -2335498.750000 Penalty: 11313.274414 Iteration 19Q: 3 clusters Score -2335499 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -2335529.250000 Penalty: 11313.274414 Iteration 20F: 3 clusters Score -2335529 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -2335565.750000 Penalty: 11313.274414 Iteration 21Q: 3 clusters Score -2335566 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -2335600.500000 Penalty: 11313.274414 Iteration 22Q: 3 clusters Score -2335600 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -2335654.250000 Penalty: 11313.274414 Iteration 23Q: 3 clusters Score -2335654 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -2335703.500000 Penalty: 11313.274414 Iteration 24Q: 3 clusters Score -2335704 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -2335745.500000 Penalty: 11313.274414 Iteration 25Q: 3 clusters Score -2335746 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -2335795.500000 Penalty: 11313.274414 Iteration 26Q: 3 clusters Score -2335796 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -2335838.250000 Penalty: 11313.274414 Iteration 27Q: 3 clusters Score -2335838 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -2335897.500000 Penalty: 11313.274414 Iteration 28Q: 3 clusters Score -2335898 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -2335958.500000 Penalty: 11313.274414 Iteration 29Q: 3 clusters Score -2335958 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -2336005.750000 Penalty: 11313.274414 Iteration 30Q: 3 clusters Score -2336006 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -2336066.250000 Penalty: 11313.274414 Iteration 31Q: 3 clusters Score -2336066 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -2336120.000000 Penalty: 11313.274414 Iteration 32Q: 3 clusters Score -2336120 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -2336183.250000 Penalty: 11313.274414 Iteration 33Q: 3 clusters Score -2336183 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -2336233.000000 Penalty: 11313.274414 Iteration 34Q: 3 clusters Score -2336233 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -2336310.000000 Penalty: 11313.274414 Iteration 35Q: 3 clusters Score -2336310 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -2336363.750000 Penalty: 11313.274414 Iteration 36Q: 3 clusters Score -2336364 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -2336437.250000 Penalty: 11313.274414 Iteration 37Q: 3 clusters Score -2336437 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -2336517.500000 Penalty: 11313.274414 Iteration 38Q: 3 clusters Score -2336518 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -2336611.500000 Penalty: 11313.274414 Iteration 39Q: 3 clusters Score -2336612 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -2336703.000000 Penalty: 11313.274414 Iteration 40F: 3 clusters Score -2336703 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -2336794.250000 Penalty: 11313.274414 Iteration 41Q: 3 clusters Score -2336794 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -2336885.750000 Penalty: 11313.274414 Iteration 42Q: 3 clusters Score -2336886 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7356 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -2336973.000000 Penalty: 11313.274414 Iteration 43Q: 3 clusters Score -2336973 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -2337051.000000 Penalty: 11313.274414 Iteration 44Q: 3 clusters Score -2337051 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -2337118.750000 Penalty: 11313.274414 Iteration 45Q: 3 clusters Score -2337119 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -2337171.000000 Penalty: 11313.274414 Iteration 46Q: 3 clusters Score -2337171 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -2337218.500000 Penalty: 11313.274414 Iteration 47Q: 3 clusters Score -2337218 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -2337251.250000 Penalty: 11313.274414 Iteration 48Q: 3 clusters Score -2337251 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -2337289.250000 Penalty: 11313.274414 Iteration 49Q: 3 clusters Score -2337289 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -2337314.000000 Penalty: 11313.274414 Iteration 50Q: 3 clusters Score -2337314 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -2337343.750000 Penalty: 11313.274414 Iteration 51Q: 3 clusters Score -2337344 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -2337363.250000 Penalty: 11313.274414 Iteration 52Q: 3 clusters Score -2337363 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -2337376.500000 Penalty: 11313.274414 Iteration 53Q: 3 clusters Score -2337376 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -2337396.500000 Penalty: 11313.274414 Iteration 54Q: 3 clusters Score -2337396 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -2337407.000000 Penalty: 11313.274414 Iteration 55Q: 3 clusters Score -2337407 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -2337418.500000 Penalty: 11313.274414 Iteration 56Q: 3 clusters Score -2337418 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -2337425.750000 Penalty: 11313.274414 Iteration 57Q: 3 clusters Score -2337426 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -2337435.000000 Penalty: 11313.274414 Iteration 58Q: 3 clusters Score -2337435 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -2337447.250000 Penalty: 11313.274414 Iteration 59Q: 3 clusters Score -2337447 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -2337460.750000 Penalty: 11313.274414 Iteration 60F: 3 clusters Score -2337461 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -2337472.500000 Penalty: 11313.274414 Iteration 61Q: 3 clusters Score -2337472 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -2337480.500000 Penalty: 11313.274414 Iteration 62Q: 3 clusters Score -2337480 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -2337494.000000 Penalty: 11313.274414 Iteration 63Q: 3 clusters Score -2337494 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -2337496.750000 Penalty: 11313.274414 Iteration 64Q: 3 clusters Score -2337497 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -2337505.250000 Penalty: 11313.274414 Iteration 65Q: 3 clusters Score -2337505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -2337511.750000 Penalty: 11313.274414 Iteration 66Q: 3 clusters Score -2337512 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -2337517.000000 Penalty: 11313.274414 Iteration 67Q: 3 clusters Score -2337517 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -2337519.250000 Penalty: 11313.274414 Iteration 68Q: 3 clusters Score -2337519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -2337518.750000 Penalty: 11313.274414 Iteration 69Q: 3 clusters Score -2337519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -2337518.750000 Penalty: 11313.274414 Iteration 70F: 3 clusters Score -2337519 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Entering Unmasked Estep Score: -1095679.000000 Penalty: 5181.482910 Iteration 0F: 2 clusters Score -1095679 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1088824.125000 Penalty: 10362.965820 Iteration 0F: 3 clusters Score -1088824 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -1089968.125000 Penalty: 10362.965820 Iteration 1F: 3 clusters Score -1089968 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1090383.250000 Penalty: 10362.965820 Iteration 2F: 3 clusters Score -1090383 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1090744.000000 Penalty: 10362.965820 Iteration 3F: 3 clusters Score -1090744 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -1091067.125000 Penalty: 10362.965820 Iteration 4Q: 3 clusters Score -1091067 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1091299.875000 Penalty: 10362.965820 Iteration 5Q: 3 clusters Score -1091300 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1091492.750000 Penalty: 10362.965820 Iteration 6Q: 3 clusters Score -1091493 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1091634.625000 Penalty: 10362.965820 Iteration 7Q: 3 clusters Score -1091635 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1091751.000000 Penalty: 10362.965820 Iteration 8Q: 3 clusters Score -1091751 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -1091835.375000 Penalty: 10362.965820 Iteration 9Q: 3 clusters Score -1091835 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1091912.500000 Penalty: 10362.965820 Iteration 10Q: 3 clusters Score -1091912 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1091974.000000 Penalty: 10362.965820 Iteration 11Q: 3 clusters Score -1091974 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1092009.250000 Penalty: 10362.965820 Iteration 12Q: 3 clusters Score -1092009 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -1092041.375000 Penalty: 10362.965820 Iteration 13Q: 3 clusters Score -1092041 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -1092074.750000 Penalty: 10362.965820 Iteration 14Q: 3 clusters Score -1092075 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -1092096.875000 Penalty: 10362.965820 Iteration 15Q: 3 clusters Score -1092097 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -1092117.875000 Penalty: 10362.965820 Iteration 16Q: 3 clusters Score -1092118 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -1092127.750000 Penalty: 10362.965820 Iteration 17Q: 3 clusters Score -1092128 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -1092143.375000 Penalty: 10362.965820 Iteration 18Q: 3 clusters Score -1092143 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -1092154.250000 Penalty: 10362.965820 Iteration 19Q: 3 clusters Score -1092154 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -1092162.125000 Penalty: 10362.965820 Iteration 20F: 3 clusters Score -1092162 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -1092166.000000 Penalty: 10362.965820 Iteration 21Q: 3 clusters Score -1092166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1092168.750000 Penalty: 10362.965820 Iteration 22Q: 3 clusters Score -1092169 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1092178.750000 Penalty: 10362.965820 Iteration 23Q: 3 clusters Score -1092179 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -1092182.500000 Penalty: 10362.965820 Iteration 24Q: 3 clusters Score -1092182 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1092182.500000 Penalty: 10362.965820 Iteration 25Q: 3 clusters Score -1092182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1092186.000000 Penalty: 10362.965820 Iteration 26Q: 3 clusters Score -1092186 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1092190.500000 Penalty: 10362.965820 Iteration 27Q: 3 clusters Score -1092190 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1092197.250000 Penalty: 10362.965820 Iteration 28Q: 3 clusters Score -1092197 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -1092202.625000 Penalty: 10362.965820 Iteration 29Q: 3 clusters Score -1092203 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1092206.875000 Penalty: 10362.965820 Iteration 30Q: 3 clusters Score -1092207 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1092213.875000 Penalty: 10362.965820 Iteration 31Q: 3 clusters Score -1092214 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -1092217.500000 Penalty: 10362.965820 Iteration 32Q: 3 clusters Score -1092218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1092223.750000 Penalty: 10362.965820 Iteration 33Q: 3 clusters Score -1092224 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1092230.125000 Penalty: 10362.965820 Iteration 34Q: 3 clusters Score -1092230 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1092239.000000 Penalty: 10362.965820 Iteration 35Q: 3 clusters Score -1092239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1092243.625000 Penalty: 10362.965820 Iteration 36Q: 3 clusters Score -1092244 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -1092251.500000 Penalty: 10362.965820 Iteration 37Q: 3 clusters Score -1092252 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -1092258.375000 Penalty: 10362.965820 Iteration 38Q: 3 clusters Score -1092258 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -1092266.375000 Penalty: 10362.965820 Iteration 39Q: 3 clusters Score -1092266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -1092274.375000 Penalty: 10362.965820 Iteration 40F: 3 clusters Score -1092274 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -1092281.625000 Penalty: 10362.965820 Iteration 41Q: 3 clusters Score -1092282 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -1092288.625000 Penalty: 10362.965820 Iteration 42Q: 3 clusters Score -1092289 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1092290.625000 Penalty: 10362.965820 Iteration 43Q: 3 clusters Score -1092291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1092295.500000 Penalty: 10362.965820 Iteration 44Q: 3 clusters Score -1092296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1092298.875000 Penalty: 10362.965820 Iteration 45Q: 3 clusters Score -1092299 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1092300.750000 Penalty: 10362.965820 Iteration 46Q: 3 clusters Score -1092301 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1092300.750000 Penalty: 10362.965820 Iteration 47F: 3 clusters Score -1092301 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (11805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Entering Unmasked Estep Score: -2628638.250000 Penalty: 5742.970703 Iteration 0F: 2 clusters Score -2628638 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -2617237.500000 Penalty: 11485.941406 Iteration 0F: 3 clusters Score -2617238 nChanged 4542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -2619998.000000 Penalty: 11485.941406 Iteration 1F: 3 clusters Score -2619998 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -2620587.750000 Penalty: 11485.941406 Iteration 2F: 3 clusters Score -2620588 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -2620957.250000 Penalty: 11485.941406 Iteration 3F: 3 clusters Score -2620957 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -2621272.500000 Penalty: 11485.941406 Iteration 4Q: 3 clusters Score -2621272 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -2621487.000000 Penalty: 11485.941406 Iteration 5Q: 3 clusters Score -2621487 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -2621686.250000 Penalty: 11485.941406 Iteration 6Q: 3 clusters Score -2621686 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -2621845.500000 Penalty: 11485.941406 Iteration 7Q: 3 clusters Score -2621846 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -2621981.750000 Penalty: 11485.941406 Iteration 8Q: 3 clusters Score -2621982 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -2622116.000000 Penalty: 11485.941406 Iteration 9Q: 3 clusters Score -2622116 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -2622224.750000 Penalty: 11485.941406 Iteration 10Q: 3 clusters Score -2622225 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -2622324.000000 Penalty: 11485.941406 Iteration 11Q: 3 clusters Score -2622324 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -2622422.500000 Penalty: 11485.941406 Iteration 12Q: 3 clusters Score -2622422 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -2622527.250000 Penalty: 11485.941406 Iteration 13Q: 3 clusters Score -2622527 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -2622615.250000 Penalty: 11485.941406 Iteration 14Q: 3 clusters Score -2622615 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -2622701.000000 Penalty: 11485.941406 Iteration 15Q: 3 clusters Score -2622701 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -2622774.000000 Penalty: 11485.941406 Iteration 16Q: 3 clusters Score -2622774 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -2622864.250000 Penalty: 11485.941406 Iteration 17Q: 3 clusters Score -2622864 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -2622959.250000 Penalty: 11485.941406 Iteration 18Q: 3 clusters Score -2622959 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -2623061.750000 Penalty: 11485.941406 Iteration 19Q: 3 clusters Score -2623062 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -2623160.000000 Penalty: 11485.941406 Iteration 20F: 3 clusters Score -2623160 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -2623232.250000 Penalty: 11485.941406 Iteration 21Q: 3 clusters Score -2623232 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -2623302.250000 Penalty: 11485.941406 Iteration 22Q: 3 clusters Score -2623302 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -2623352.500000 Penalty: 11485.941406 Iteration 23Q: 3 clusters Score -2623352 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -2623398.500000 Penalty: 11485.941406 Iteration 24Q: 3 clusters Score -2623398 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -2623457.750000 Penalty: 11485.941406 Iteration 25Q: 3 clusters Score -2623458 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -2623497.750000 Penalty: 11485.941406 Iteration 26Q: 3 clusters Score -2623498 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -2623538.750000 Penalty: 11485.941406 Iteration 27Q: 3 clusters Score -2623539 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -2623580.000000 Penalty: 11485.941406 Iteration 28Q: 3 clusters Score -2623580 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -2623620.250000 Penalty: 11485.941406 Iteration 29Q: 3 clusters Score -2623620 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -2623650.500000 Penalty: 11485.941406 Iteration 30Q: 3 clusters Score -2623650 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -2623680.750000 Penalty: 11485.941406 Iteration 31Q: 3 clusters Score -2623681 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -2623704.500000 Penalty: 11485.941406 Iteration 32Q: 3 clusters Score -2623704 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -2623723.500000 Penalty: 11485.941406 Iteration 33Q: 3 clusters Score -2623724 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -2623749.750000 Penalty: 11485.941406 Iteration 34Q: 3 clusters Score -2623750 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -2623764.750000 Penalty: 11485.941406 Iteration 35Q: 3 clusters Score -2623765 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -2623777.000000 Penalty: 11485.941406 Iteration 36Q: 3 clusters Score -2623777 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -2623795.000000 Penalty: 11485.941406 Iteration 37Q: 3 clusters Score -2623795 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -2623803.500000 Penalty: 11485.941406 Iteration 38Q: 3 clusters Score -2623804 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -2623806.250000 Penalty: 11485.941406 Iteration 39Q: 3 clusters Score -2623806 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -2623820.000000 Penalty: 11485.941406 Iteration 40F: 3 clusters Score -2623820 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -2623828.750000 Penalty: 11485.941406 Iteration 41Q: 3 clusters Score -2623829 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -2623848.500000 Penalty: 11485.941406 Iteration 42Q: 3 clusters Score -2623848 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -2623849.000000 Penalty: 11485.941406 Iteration 43Q: 3 clusters Score -2623849 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -2623859.250000 Penalty: 11485.941406 Iteration 44Q: 3 clusters Score -2623859 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -2623872.000000 Penalty: 11485.941406 Iteration 45Q: 3 clusters Score -2623872 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -2623875.250000 Penalty: 11485.941406 Iteration 46Q: 3 clusters Score -2623875 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -2623890.000000 Penalty: 11485.941406 Iteration 47Q: 3 clusters Score -2623890 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -2623890.500000 Penalty: 11485.941406 Iteration 48Q: 3 clusters Score -2623890 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -2623897.500000 Penalty: 11485.941406 Iteration 49Q: 3 clusters Score -2623898 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -2623905.000000 Penalty: 11485.941406 Iteration 50Q: 3 clusters Score -2623905 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -2623902.000000 Penalty: 11485.941406 Iteration 51Q: 3 clusters Score -2623902 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -2623905.000000 Penalty: 11485.941406 Iteration 52Q: 3 clusters Score -2623905 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -2623913.000000 Penalty: 11485.941406 Iteration 53Q: 3 clusters Score -2623913 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -2623921.250000 Penalty: 11485.941406 Iteration 54Q: 3 clusters Score -2623921 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -2623933.000000 Penalty: 11485.941406 Iteration 55Q: 3 clusters Score -2623933 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -2623936.000000 Penalty: 11485.941406 Iteration 56Q: 3 clusters Score -2623936 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -2623935.750000 Penalty: 11485.941406 Iteration 57Q: 3 clusters Score -2623936 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -2623947.500000 Penalty: 11485.941406 Iteration 58Q: 3 clusters Score -2623948 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -2623957.000000 Penalty: 11485.941406 Iteration 59Q: 3 clusters Score -2623957 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 8453 members Entering Unmasked Estep Score: -2623961.750000 Penalty: 11485.941406 Iteration 60F: 3 clusters Score -2623962 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -2623969.000000 Penalty: 11485.941406 Iteration 61Q: 3 clusters Score -2623969 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -2623970.000000 Penalty: 11485.941406 Iteration 62Q: 3 clusters Score -2623970 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 8488 members Entering Unmasked Estep Score: -2623984.250000 Penalty: 11485.941406 Iteration 63Q: 3 clusters Score -2623984 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -2623990.250000 Penalty: 11485.941406 Iteration 64Q: 3 clusters Score -2623990 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 8508 members Entering Unmasked Estep Score: -2623994.250000 Penalty: 11485.941406 Iteration 65Q: 3 clusters Score -2623994 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -2624009.750000 Penalty: 11485.941406 Iteration 66Q: 3 clusters Score -2624010 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 8538 members Entering Unmasked Estep Score: -2624019.750000 Penalty: 11485.941406 Iteration 67Q: 3 clusters Score -2624020 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -2624020.500000 Penalty: 11485.941406 Iteration 68Q: 3 clusters Score -2624020 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -2624027.500000 Penalty: 11485.941406 Iteration 69Q: 3 clusters Score -2624028 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -2624032.500000 Penalty: 11485.941406 Iteration 70Q: 3 clusters Score -2624032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -2624034.250000 Penalty: 11485.941406 Iteration 71Q: 3 clusters Score -2624034 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -2624039.500000 Penalty: 11485.941406 Iteration 72Q: 3 clusters Score -2624040 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 8585 members Entering Unmasked Estep Score: -2624034.750000 Penalty: 11485.941406 Iteration 73Q: 3 clusters Score -2624035 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -2624034.000000 Penalty: 11485.941406 Iteration 74Q: 3 clusters Score -2624034 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -2624034.500000 Penalty: 11485.941406 Iteration 75Q: 3 clusters Score -2624034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 8592 members Entering Unmasked Estep Score: -2624037.750000 Penalty: 11485.941406 Iteration 76Q: 3 clusters Score -2624038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 8593 members Entering Unmasked Estep Score: -2624037.500000 Penalty: 11485.941406 Iteration 77Q: 3 clusters Score -2624038 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -2624042.500000 Penalty: 11485.941406 Iteration 78Q: 3 clusters Score -2624042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -2624044.000000 Penalty: 11485.941406 Iteration 79Q: 3 clusters Score -2624044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 8596 members Entering Unmasked Estep Score: -2624043.750000 Penalty: 11485.941406 Iteration 80F: 3 clusters Score -2624044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -2624040.500000 Penalty: 11485.941406 Iteration 81Q: 3 clusters Score -2624040 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 8596 members Entering Unmasked Estep Score: -2624039.500000 Penalty: 11485.941406 Iteration 82Q: 3 clusters Score -2624040 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -2624039.250000 Penalty: 11485.941406 Iteration 83Q: 3 clusters Score -2624039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -2624039.250000 Penalty: 11485.941406 Iteration 84Q: 3 clusters Score -2624039 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 8604 members Entering Unmasked Estep Score: -2624039.000000 Penalty: 11485.941406 Iteration 85Q: 3 clusters Score -2624039 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -2624047.250000 Penalty: 11485.941406 Iteration 86Q: 3 clusters Score -2624047 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -2624042.500000 Penalty: 11485.941406 Iteration 87Q: 3 clusters Score -2624042 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -2624049.250000 Penalty: 11485.941406 Iteration 88Q: 3 clusters Score -2624049 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -2624048.000000 Penalty: 11485.941406 Iteration 89Q: 3 clusters Score -2624048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 8627 members Entering Unmasked Estep Score: -2624047.000000 Penalty: 11485.941406 Iteration 90Q: 3 clusters Score -2624047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -2624048.000000 Penalty: 11485.941406 Iteration 91Q: 3 clusters Score -2624048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -2624049.750000 Penalty: 11485.941406 Iteration 92Q: 3 clusters Score -2624050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -2624054.000000 Penalty: 11485.941406 Iteration 93Q: 3 clusters Score -2624054 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -2624054.000000 Penalty: 11485.941406 Iteration 94F: 3 clusters Score -2624054 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (37523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37523 members Entering Unmasked Estep Score: -8944537.000000 Penalty: 6451.284180 Iteration 0F: 2 clusters Score -8944537 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18625 members Mstep: Class 2 contains 18898 members Entering Unmasked Estep Score: -8916964.000000 Penalty: 12902.568359 Iteration 0F: 3 clusters Score -8916964 nChanged 16135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18150 members Mstep: Class 2 contains 19373 members Entering Unmasked Estep Score: -8925601.000000 Penalty: 12902.568359 Iteration 1F: 3 clusters Score -8925601 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17931 members Mstep: Class 2 contains 19592 members Entering Unmasked Estep Score: -8926543.000000 Penalty: 12902.568359 Iteration 2F: 3 clusters Score -8926543 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17563 members Mstep: Class 2 contains 19960 members Entering Unmasked Estep Score: -8927299.000000 Penalty: 12902.568359 Iteration 3Q: 3 clusters Score -8927299 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 20420 members Entering Unmasked Estep Score: -8928141.000000 Penalty: 12902.568359 Iteration 4Q: 3 clusters Score -8928141 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16522 members Mstep: Class 2 contains 21001 members Entering Unmasked Estep Score: -8929055.000000 Penalty: 12902.568359 Iteration 5Q: 3 clusters Score -8929055 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15792 members Mstep: Class 2 contains 21731 members Entering Unmasked Estep Score: -8930174.000000 Penalty: 12902.568359 Iteration 6Q: 3 clusters Score -8930174 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14932 members Mstep: Class 2 contains 22591 members Entering Unmasked Estep Score: -8932025.000000 Penalty: 12902.568359 Iteration 7F: 3 clusters Score -8932025 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13963 members Mstep: Class 2 contains 23560 members Entering Unmasked Estep Score: -8934542.000000 Penalty: 12902.568359 Iteration 8F: 3 clusters Score -8934542 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 24787 members Entering Unmasked Estep Score: -8936711.000000 Penalty: 12902.568359 Iteration 9F: 3 clusters Score -8936711 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Mstep: Class 2 contains 26074 members Entering Unmasked Estep Score: -8938313.000000 Penalty: 12902.568359 Iteration 10F: 3 clusters Score -8938313 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 27274 members Entering Unmasked Estep Score: -8939576.000000 Penalty: 12902.568359 Iteration 11Q: 3 clusters Score -8939576 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 28291 members Entering Unmasked Estep Score: -8940458.000000 Penalty: 12902.568359 Iteration 12Q: 3 clusters Score -8940458 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 29136 members Entering Unmasked Estep Score: -8941036.000000 Penalty: 12902.568359 Iteration 13Q: 3 clusters Score -8941036 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 29832 members Entering Unmasked Estep Score: -8941559.000000 Penalty: 12902.568359 Iteration 14Q: 3 clusters Score -8941559 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 30436 members Entering Unmasked Estep Score: -8942023.000000 Penalty: 12902.568359 Iteration 15Q: 3 clusters Score -8942023 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 30954 members Entering Unmasked Estep Score: -8942334.000000 Penalty: 12902.568359 Iteration 16Q: 3 clusters Score -8942334 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 31361 members Entering Unmasked Estep Score: -8942532.000000 Penalty: 12902.568359 Iteration 17Q: 3 clusters Score -8942532 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 31680 members Entering Unmasked Estep Score: -8942658.000000 Penalty: 12902.568359 Iteration 18Q: 3 clusters Score -8942658 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 31948 members Entering Unmasked Estep Score: -8942731.000000 Penalty: 12902.568359 Iteration 19Q: 3 clusters Score -8942731 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 32175 members Entering Unmasked Estep Score: -8942806.000000 Penalty: 12902.568359 Iteration 20F: 3 clusters Score -8942806 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 32354 members Entering Unmasked Estep Score: -8942851.000000 Penalty: 12902.568359 Iteration 21Q: 3 clusters Score -8942851 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 32522 members Entering Unmasked Estep Score: -8942940.000000 Penalty: 12902.568359 Iteration 22Q: 3 clusters Score -8942940 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 32670 members Entering Unmasked Estep Score: -8942996.000000 Penalty: 12902.568359 Iteration 23Q: 3 clusters Score -8942996 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 32789 members Entering Unmasked Estep Score: -8942968.000000 Penalty: 12902.568359 Iteration 24Q: 3 clusters Score -8942968 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 32913 members Entering Unmasked Estep Score: -8942995.000000 Penalty: 12902.568359 Iteration 25Q: 3 clusters Score -8942995 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 33039 members Entering Unmasked Estep Score: -8943015.000000 Penalty: 12902.568359 Iteration 26Q: 3 clusters Score -8943015 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 33149 members Entering Unmasked Estep Score: -8943061.000000 Penalty: 12902.568359 Iteration 27Q: 3 clusters Score -8943061 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 33250 members Entering Unmasked Estep Score: -8943064.000000 Penalty: 12902.568359 Iteration 28Q: 3 clusters Score -8943064 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 33353 members Entering Unmasked Estep Score: -8943088.000000 Penalty: 12902.568359 Iteration 29Q: 3 clusters Score -8943088 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 33438 members Entering Unmasked Estep Score: -8943093.000000 Penalty: 12902.568359 Iteration 30Q: 3 clusters Score -8943093 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 33517 members Entering Unmasked Estep Score: -8943123.000000 Penalty: 12902.568359 Iteration 31Q: 3 clusters Score -8943123 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 33584 members Entering Unmasked Estep Score: -8943163.000000 Penalty: 12902.568359 Iteration 32Q: 3 clusters Score -8943163 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 33638 members Entering Unmasked Estep Score: -8943173.000000 Penalty: 12902.568359 Iteration 33Q: 3 clusters Score -8943173 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 33692 members Entering Unmasked Estep Score: -8943165.000000 Penalty: 12902.568359 Iteration 34Q: 3 clusters Score -8943165 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 33747 members Entering Unmasked Estep Score: -8943181.000000 Penalty: 12902.568359 Iteration 35Q: 3 clusters Score -8943181 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 33784 members Entering Unmasked Estep Score: -8943209.000000 Penalty: 12902.568359 Iteration 36Q: 3 clusters Score -8943209 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 33816 members Entering Unmasked Estep Score: -8943199.000000 Penalty: 12902.568359 Iteration 37Q: 3 clusters Score -8943199 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 33860 members Entering Unmasked Estep Score: -8943217.000000 Penalty: 12902.568359 Iteration 38Q: 3 clusters Score -8943217 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 33893 members Entering Unmasked Estep Score: -8943243.000000 Penalty: 12902.568359 Iteration 39Q: 3 clusters Score -8943243 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 33934 members Entering Unmasked Estep Score: -8943249.000000 Penalty: 12902.568359 Iteration 40F: 3 clusters Score -8943249 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 33963 members Entering Unmasked Estep Score: -8943253.000000 Penalty: 12902.568359 Iteration 41Q: 3 clusters Score -8943253 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 34001 members Entering Unmasked Estep Score: -8943259.000000 Penalty: 12902.568359 Iteration 42Q: 3 clusters Score -8943259 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 34026 members Entering Unmasked Estep Score: -8943242.000000 Penalty: 12902.568359 Iteration 43Q: 3 clusters Score -8943242 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 34052 members Entering Unmasked Estep Score: -8943248.000000 Penalty: 12902.568359 Iteration 44Q: 3 clusters Score -8943248 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 34084 members Entering Unmasked Estep Score: -8943266.000000 Penalty: 12902.568359 Iteration 45Q: 3 clusters Score -8943266 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 34104 members Entering Unmasked Estep Score: -8943269.000000 Penalty: 12902.568359 Iteration 46Q: 3 clusters Score -8943269 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 34117 members Entering Unmasked Estep Score: -8943284.000000 Penalty: 12902.568359 Iteration 47Q: 3 clusters Score -8943284 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 34135 members Entering Unmasked Estep Score: -8943280.000000 Penalty: 12902.568359 Iteration 48Q: 3 clusters Score -8943280 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 34148 members Entering Unmasked Estep Score: -8943281.000000 Penalty: 12902.568359 Iteration 49Q: 3 clusters Score -8943281 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 34155 members Entering Unmasked Estep Score: -8943272.000000 Penalty: 12902.568359 Iteration 50Q: 3 clusters Score -8943272 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 34163 members Entering Unmasked Estep Score: -8943294.000000 Penalty: 12902.568359 Iteration 51Q: 3 clusters Score -8943294 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 34170 members Entering Unmasked Estep Score: -8943292.000000 Penalty: 12902.568359 Iteration 52Q: 3 clusters Score -8943292 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 34173 members Entering Unmasked Estep Score: -8943299.000000 Penalty: 12902.568359 Iteration 53Q: 3 clusters Score -8943299 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 34179 members Entering Unmasked Estep Score: -8943289.000000 Penalty: 12902.568359 Iteration 54Q: 3 clusters Score -8943289 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 34183 members Entering Unmasked Estep Score: -8943297.000000 Penalty: 12902.568359 Iteration 55Q: 3 clusters Score -8943297 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 34190 members Entering Unmasked Estep Score: -8943296.000000 Penalty: 12902.568359 Iteration 56Q: 3 clusters Score -8943296 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 34195 members Entering Unmasked Estep Score: -8943290.000000 Penalty: 12902.568359 Iteration 57Q: 3 clusters Score -8943290 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 34196 members Entering Unmasked Estep Score: -8943284.000000 Penalty: 12902.568359 Iteration 58Q: 3 clusters Score -8943284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 34198 members Entering Unmasked Estep Score: -8943282.000000 Penalty: 12902.568359 Iteration 59Q: 3 clusters Score -8943282 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 34202 members Entering Unmasked Estep Score: -8943300.000000 Penalty: 12902.568359 Iteration 60F: 3 clusters Score -8943300 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 34205 members Entering Unmasked Estep Score: -8943292.000000 Penalty: 12902.568359 Iteration 61Q: 3 clusters Score -8943292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 34210 members Entering Unmasked Estep Score: -8943304.000000 Penalty: 12902.568359 Iteration 62Q: 3 clusters Score -8943304 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 34216 members Entering Unmasked Estep Score: -8943303.000000 Penalty: 12902.568359 Iteration 63Q: 3 clusters Score -8943303 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 34219 members Entering Unmasked Estep Score: -8943308.000000 Penalty: 12902.568359 Iteration 64Q: 3 clusters Score -8943308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 34219 members Entering Unmasked Estep Score: -8943306.000000 Penalty: 12902.568359 Iteration 65Q: 3 clusters Score -8943306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 34220 members Entering Unmasked Estep Score: -8943305.000000 Penalty: 12902.568359 Iteration 66Q: 3 clusters Score -8943305 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 34221 members Entering Unmasked Estep Score: -8943297.000000 Penalty: 12902.568359 Iteration 67Q: 3 clusters Score -8943297 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 34222 members Entering Unmasked Estep Score: -8943302.000000 Penalty: 12902.568359 Iteration 68Q: 3 clusters Score -8943302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 34223 members Entering Unmasked Estep Score: -8943306.000000 Penalty: 12902.568359 Iteration 69Q: 3 clusters Score -8943306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 34223 members Entering Unmasked Estep Score: -8943306.000000 Penalty: 12902.568359 Iteration 70F: 3 clusters Score -8943306 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Entering Unmasked Estep Score: -2497411.000000 Penalty: 5682.201660 Iteration 0F: 2 clusters Score -2497411 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -2486812.000000 Penalty: 11364.403320 Iteration 0F: 3 clusters Score -2486812 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -2489079.000000 Penalty: 11364.403320 Iteration 1F: 3 clusters Score -2489079 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -2489709.250000 Penalty: 11364.403320 Iteration 2F: 3 clusters Score -2489709 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -2490250.750000 Penalty: 11364.403320 Iteration 3F: 3 clusters Score -2490251 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -2491030.500000 Penalty: 11364.403320 Iteration 4F: 3 clusters Score -2491030 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -2492195.500000 Penalty: 11364.403320 Iteration 5F: 3 clusters Score -2492196 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -2493379.750000 Penalty: 11364.403320 Iteration 6F: 3 clusters Score -2493380 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -2494318.500000 Penalty: 11364.403320 Iteration 7F: 3 clusters Score -2494318 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -2494946.250000 Penalty: 11364.403320 Iteration 8F: 3 clusters Score -2494946 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -2495355.250000 Penalty: 11364.403320 Iteration 9Q: 3 clusters Score -2495355 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -2495606.000000 Penalty: 11364.403320 Iteration 10Q: 3 clusters Score -2495606 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -2495766.500000 Penalty: 11364.403320 Iteration 11Q: 3 clusters Score -2495766 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -2495932.000000 Penalty: 11364.403320 Iteration 12Q: 3 clusters Score -2495932 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -2496068.750000 Penalty: 11364.403320 Iteration 13Q: 3 clusters Score -2496069 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -2496220.000000 Penalty: 11364.403320 Iteration 14Q: 3 clusters Score -2496220 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -2496374.000000 Penalty: 11364.403320 Iteration 15Q: 3 clusters Score -2496374 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -2496512.000000 Penalty: 11364.403320 Iteration 16Q: 3 clusters Score -2496512 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -2496603.250000 Penalty: 11364.403320 Iteration 17Q: 3 clusters Score -2496603 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -2496647.500000 Penalty: 11364.403320 Iteration 18Q: 3 clusters Score -2496648 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -2496695.750000 Penalty: 11364.403320 Iteration 19Q: 3 clusters Score -2496696 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 7480 members Entering Unmasked Estep Score: -2496720.750000 Penalty: 11364.403320 Iteration 20F: 3 clusters Score -2496721 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -2496741.500000 Penalty: 11364.403320 Iteration 21Q: 3 clusters Score -2496742 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -2496759.750000 Penalty: 11364.403320 Iteration 22Q: 3 clusters Score -2496760 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -2496777.000000 Penalty: 11364.403320 Iteration 23Q: 3 clusters Score -2496777 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -2496775.500000 Penalty: 11364.403320 Iteration 24Q: 3 clusters Score -2496776 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -2496790.750000 Penalty: 11364.403320 Iteration 25Q: 3 clusters Score -2496791 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -2496792.750000 Penalty: 11364.403320 Iteration 26Q: 3 clusters Score -2496793 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -2496797.750000 Penalty: 11364.403320 Iteration 27Q: 3 clusters Score -2496798 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -2496794.750000 Penalty: 11364.403320 Iteration 28Q: 3 clusters Score -2496795 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -2496801.250000 Penalty: 11364.403320 Iteration 29Q: 3 clusters Score -2496801 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -2496804.750000 Penalty: 11364.403320 Iteration 30Q: 3 clusters Score -2496805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -2496802.250000 Penalty: 11364.403320 Iteration 31Q: 3 clusters Score -2496802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -2496803.000000 Penalty: 11364.403320 Iteration 32Q: 3 clusters Score -2496803 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -2496809.000000 Penalty: 11364.403320 Iteration 33Q: 3 clusters Score -2496809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -2496813.250000 Penalty: 11364.403320 Iteration 34Q: 3 clusters Score -2496813 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -2496817.000000 Penalty: 11364.403320 Iteration 35Q: 3 clusters Score -2496817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -2496818.750000 Penalty: 11364.403320 Iteration 36Q: 3 clusters Score -2496819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -2496815.000000 Penalty: 11364.403320 Iteration 37Q: 3 clusters Score -2496815 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -2496817.250000 Penalty: 11364.403320 Iteration 38Q: 3 clusters Score -2496817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -2496817.250000 Penalty: 11364.403320 Iteration 39F: 3 clusters Score -2496817 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Entering Unmasked Estep Score: -295832.437500 Penalty: 4395.923828 Iteration 0F: 2 clusters Score -295832.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -291545.750000 Penalty: 8791.847656 Iteration 0F: 3 clusters Score -291545.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -292217.156250 Penalty: 8791.847656 Iteration 1F: 3 clusters Score -292217.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -292802.156250 Penalty: 8791.847656 Iteration 2F: 3 clusters Score -292802.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -293239.656250 Penalty: 8791.847656 Iteration 3F: 3 clusters Score -293239.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -293692.031250 Penalty: 8791.847656 Iteration 4F: 3 clusters Score -293692 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -294094.500000 Penalty: 8791.847656 Iteration 5F: 3 clusters Score -294094.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -294272.187500 Penalty: 8791.847656 Iteration 6Q: 3 clusters Score -294272.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -294410.468750 Penalty: 8791.847656 Iteration 7Q: 3 clusters Score -294410.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -294559.406250 Penalty: 8791.847656 Iteration 8Q: 3 clusters Score -294559.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -294719.000000 Penalty: 8791.847656 Iteration 9Q: 3 clusters Score -294719 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -294947.375000 Penalty: 8791.847656 Iteration 10Q: 3 clusters Score -294947.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -295368.062500 Penalty: 8791.847656 Iteration 11Q: 3 clusters Score -295368.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -296197.593750 Penalty: 8791.847656 Iteration 12Q: 3 clusters Score -296197.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -296685.468750 Penalty: 8791.847656 Iteration 13Q: 3 clusters Score -296685.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -296805.906250 Penalty: 8791.847656 Iteration 14Q: 3 clusters Score -296805.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -296805.906250 Penalty: 8791.847656 Iteration 15F: 3 clusters Score -296805.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4720 members Mstep: Class 3 contains 11805 members Mstep: Class 4 contains 37523 members Mstep: Class 5 contains 10690 members Mstep: Class 6 contains 961 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84205 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13255 members Mstep: Class 12 contains 936 members Mstep: Class 13 contains 1216 members Mstep: Class 14 contains 9518 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9166 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20880 members Mstep: Class 20 contains 114557 members Mstep: Class 21 contains 3656 members Mstep: Class 22 contains 39859 members Mstep: Class 23 contains 11107 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48402 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 348 members Entering Unmasked Estep Score: -101688152.000000 Penalty: 214845.046875 Splitting cluster 6 changes total score from -101690752.000000 to -101688152.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Entering Unmasked Estep Score: -279523.843750 Penalty: 4385.066406 Iteration 0F: 2 clusters Score -279523.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -275183.375000 Penalty: 8770.132812 Iteration 0F: 3 clusters Score -275183.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -275627.250000 Penalty: 8770.132812 Iteration 1F: 3 clusters Score -275627.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -275797.250000 Penalty: 8770.132812 Iteration 2Q: 3 clusters Score -275797.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -275916.500000 Penalty: 8770.132812 Iteration 3Q: 3 clusters Score -275916.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -275993.125000 Penalty: 8770.132812 Iteration 4Q: 3 clusters Score -275993.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -276076.218750 Penalty: 8770.132812 Iteration 5Q: 3 clusters Score -276076.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -276212.093750 Penalty: 8770.132812 Iteration 6Q: 3 clusters Score -276212.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -276459.718750 Penalty: 8770.132812 Iteration 7Q: 3 clusters Score -276459.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -276819.031250 Penalty: 8770.132812 Iteration 8Q: 3 clusters Score -276819 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -277372.000000 Penalty: 8770.132812 Iteration 9Q: 3 clusters Score -277372 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -277911.218750 Penalty: 8770.132812 Iteration 10Q: 3 clusters Score -277911.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -278033.468750 Penalty: 8770.132812 Iteration 11Q: 3 clusters Score -278033.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -278092.343750 Penalty: 8770.132812 Iteration 12Q: 3 clusters Score -278092.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -278160.187500 Penalty: 8770.132812 Iteration 13Q: 3 clusters Score -278160.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -278222.468750 Penalty: 8770.132812 Iteration 14Q: 3 clusters Score -278222.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -278274.218750 Penalty: 8770.132812 Iteration 15Q: 3 clusters Score -278274.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -278335.187500 Penalty: 8770.132812 Iteration 16Q: 3 clusters Score -278335.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -278407.812500 Penalty: 8770.132812 Iteration 17Q: 3 clusters Score -278407.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -278484.906250 Penalty: 8770.132812 Iteration 18Q: 3 clusters Score -278484.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -278539.843750 Penalty: 8770.132812 Iteration 19Q: 3 clusters Score -278539.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -278593.843750 Penalty: 8770.132812 Iteration 20F: 3 clusters Score -278593.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -278639.500000 Penalty: 8770.132812 Iteration 21Q: 3 clusters Score -278639.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -278686.125000 Penalty: 8770.132812 Iteration 22Q: 3 clusters Score -278686.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -278728.593750 Penalty: 8770.132812 Iteration 23Q: 3 clusters Score -278728.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -278749.031250 Penalty: 8770.132812 Iteration 24Q: 3 clusters Score -278749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -278768.531250 Penalty: 8770.132812 Iteration 25Q: 3 clusters Score -278768.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -278781.812500 Penalty: 8770.132812 Iteration 26Q: 3 clusters Score -278781.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -278791.500000 Penalty: 8770.132812 Iteration 27Q: 3 clusters Score -278791.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -278797.375000 Penalty: 8770.132812 Iteration 28Q: 3 clusters Score -278797.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -278800.156250 Penalty: 8770.132812 Iteration 29Q: 3 clusters Score -278800.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -278803.093750 Penalty: 8770.132812 Iteration 30Q: 3 clusters Score -278803.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -278810.375000 Penalty: 8770.132812 Iteration 31Q: 3 clusters Score -278810.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -278810.375000 Penalty: 8770.132812 Iteration 32F: 3 clusters Score -278810.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Entering Unmasked Estep Score: -219520.515625 Penalty: 4226.080566 Iteration 0F: 2 clusters Score -219520.5 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 509 members Entering Unmasked Estep Score: -215420.406250 Penalty: 8452.161133 Iteration 0F: 3 clusters Score -215420.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -215806.000000 Penalty: 8452.161133 Iteration 1F: 3 clusters Score -215806 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -215920.906250 Penalty: 8452.161133 Iteration 2Q: 3 clusters Score -215920.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -216009.546875 Penalty: 8452.161133 Iteration 3Q: 3 clusters Score -216009.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -216060.218750 Penalty: 8452.161133 Iteration 4Q: 3 clusters Score -216060.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -216102.031250 Penalty: 8452.161133 Iteration 5Q: 3 clusters Score -216102 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -216171.531250 Penalty: 8452.161133 Iteration 6Q: 3 clusters Score -216171.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -216228.421875 Penalty: 8452.161133 Iteration 7Q: 3 clusters Score -216228.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -216282.906250 Penalty: 8452.161133 Iteration 8Q: 3 clusters Score -216282.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -216313.984375 Penalty: 8452.161133 Iteration 9Q: 3 clusters Score -216314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -216347.812500 Penalty: 8452.161133 Iteration 10Q: 3 clusters Score -216347.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -216369.140625 Penalty: 8452.161133 Iteration 11Q: 3 clusters Score -216369.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -216378.109375 Penalty: 8452.161133 Iteration 12Q: 3 clusters Score -216378.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -216379.875000 Penalty: 8452.161133 Iteration 13Q: 3 clusters Score -216379.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -216379.875000 Penalty: 8452.161133 Iteration 14F: 3 clusters Score -216379.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (84205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84205 members Entering Unmasked Estep Score: -20009192.000000 Penalty: 6946.368164 Iteration 0F: 2 clusters Score -2.000919e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42385 members Mstep: Class 2 contains 41820 members Entering Unmasked Estep Score: -19954842.000000 Penalty: 13892.736328 Iteration 0F: 3 clusters Score -1.995484e+07 nChanged 38433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43960 members Mstep: Class 2 contains 40245 members Entering Unmasked Estep Score: -19976084.000000 Penalty: 13892.736328 Iteration 1F: 3 clusters Score -1.997608e+07 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44914 members Mstep: Class 2 contains 39291 members Entering Unmasked Estep Score: -19977584.000000 Penalty: 13892.736328 Iteration 2Q: 3 clusters Score -1.997758e+07 nChanged 3710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46112 members Mstep: Class 2 contains 38093 members Entering Unmasked Estep Score: -19979066.000000 Penalty: 13892.736328 Iteration 3Q: 3 clusters Score -1.997907e+07 nChanged 3707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47747 members Mstep: Class 2 contains 36458 members Entering Unmasked Estep Score: -19980704.000000 Penalty: 13892.736328 Iteration 4Q: 3 clusters Score -1.99807e+07 nChanged 3726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49889 members Mstep: Class 2 contains 34316 members Entering Unmasked Estep Score: -19982312.000000 Penalty: 13892.736328 Iteration 5Q: 3 clusters Score -1.998231e+07 nChanged 3746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52569 members Mstep: Class 2 contains 31636 members Entering Unmasked Estep Score: -19983914.000000 Penalty: 13892.736328 Iteration 6Q: 3 clusters Score -1.998391e+07 nChanged 4066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55951 members Mstep: Class 2 contains 28254 members Entering Unmasked Estep Score: -19986182.000000 Penalty: 13892.736328 Iteration 7Q: 3 clusters Score -1.998618e+07 nChanged 4462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60057 members Mstep: Class 2 contains 24148 members Entering Unmasked Estep Score: -19988880.000000 Penalty: 13892.736328 Iteration 8F: 3 clusters Score -1.998888e+07 nChanged 4826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64673 members Mstep: Class 2 contains 19532 members Entering Unmasked Estep Score: -19992132.000000 Penalty: 13892.736328 Iteration 9F: 3 clusters Score -1.999213e+07 nChanged 4962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69505 members Mstep: Class 2 contains 14700 members Entering Unmasked Estep Score: -19995644.000000 Penalty: 13892.736328 Iteration 10F: 3 clusters Score -1.999564e+07 nChanged 4421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73840 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -19999298.000000 Penalty: 13892.736328 Iteration 11F: 3 clusters Score -1.99993e+07 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77171 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -20001802.000000 Penalty: 13892.736328 Iteration 12Q: 3 clusters Score -2.00018e+07 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79336 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -20002974.000000 Penalty: 13892.736328 Iteration 13Q: 3 clusters Score -2.000297e+07 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80631 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -20003618.000000 Penalty: 13892.736328 Iteration 14Q: 3 clusters Score -2.000362e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81356 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -20003958.000000 Penalty: 13892.736328 Iteration 15Q: 3 clusters Score -2.000396e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81730 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -20004134.000000 Penalty: 13892.736328 Iteration 16Q: 3 clusters Score -2.000413e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81955 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -20004242.000000 Penalty: 13892.736328 Iteration 17Q: 3 clusters Score -2.000424e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82102 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -20004348.000000 Penalty: 13892.736328 Iteration 18Q: 3 clusters Score -2.000435e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82195 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -20004408.000000 Penalty: 13892.736328 Iteration 19Q: 3 clusters Score -2.000441e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82267 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -20004470.000000 Penalty: 13892.736328 Iteration 20F: 3 clusters Score -2.000447e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82304 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -20004466.000000 Penalty: 13892.736328 Iteration 21Q: 3 clusters Score -2.000447e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82341 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -20004512.000000 Penalty: 13892.736328 Iteration 22Q: 3 clusters Score -2.000451e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82353 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -20004544.000000 Penalty: 13892.736328 Iteration 23Q: 3 clusters Score -2.000454e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82374 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -20004546.000000 Penalty: 13892.736328 Iteration 24Q: 3 clusters Score -2.000455e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82394 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -20004540.000000 Penalty: 13892.736328 Iteration 25Q: 3 clusters Score -2.000454e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82405 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -20004550.000000 Penalty: 13892.736328 Iteration 26Q: 3 clusters Score -2.000455e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82419 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -20004544.000000 Penalty: 13892.736328 Iteration 27Q: 3 clusters Score -2.000454e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82427 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -20004554.000000 Penalty: 13892.736328 Iteration 28Q: 3 clusters Score -2.000455e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82436 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -20004536.000000 Penalty: 13892.736328 Iteration 29Q: 3 clusters Score -2.000454e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82446 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -20004542.000000 Penalty: 13892.736328 Iteration 30Q: 3 clusters Score -2.000454e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82453 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -20004548.000000 Penalty: 13892.736328 Iteration 31Q: 3 clusters Score -2.000455e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82455 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -20004592.000000 Penalty: 13892.736328 Iteration 32Q: 3 clusters Score -2.000459e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82464 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -20004592.000000 Penalty: 13892.736328 Iteration 33Q: 3 clusters Score -2.000459e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82468 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -20004590.000000 Penalty: 13892.736328 Iteration 34Q: 3 clusters Score -2.000459e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82469 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -20004616.000000 Penalty: 13892.736328 Iteration 35Q: 3 clusters Score -2.000462e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82471 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -20004626.000000 Penalty: 13892.736328 Iteration 36Q: 3 clusters Score -2.000463e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82478 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -20004600.000000 Penalty: 13892.736328 Iteration 37Q: 3 clusters Score -2.00046e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82483 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -20004586.000000 Penalty: 13892.736328 Iteration 38Q: 3 clusters Score -2.000459e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82486 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -20004600.000000 Penalty: 13892.736328 Iteration 39Q: 3 clusters Score -2.00046e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82486 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -20004580.000000 Penalty: 13892.736328 Iteration 40F: 3 clusters Score -2.000458e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82486 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -20004582.000000 Penalty: 13892.736328 Iteration 41Q: 3 clusters Score -2.000458e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82487 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -20004584.000000 Penalty: 13892.736328 Iteration 42Q: 3 clusters Score -2.000458e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82487 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -20004584.000000 Penalty: 13892.736328 Iteration 43F: 3 clusters Score -2.000458e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Entering Unmasked Estep Score: -114659.101562 Penalty: 3842.137207 Iteration 0F: 2 clusters Score -114659.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -111182.140625 Penalty: 7684.274414 Iteration 0F: 3 clusters Score -111182.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -111301.789062 Penalty: 7684.274414 Iteration 1F: 3 clusters Score -111301.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -111364.726562 Penalty: 7684.274414 Iteration 2Q: 3 clusters Score -111364.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -111389.726562 Penalty: 7684.274414 Iteration 3Q: 3 clusters Score -111389.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -111397.828125 Penalty: 7684.274414 Iteration 4Q: 3 clusters Score -111397.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -111397.828125 Penalty: 7684.274414 Iteration 5F: 3 clusters Score -111397.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13255 members Entering Unmasked Estep Score: -3039769.000000 Penalty: 5813.929688 Iteration 0F: 2 clusters Score -3039769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -3027579.000000 Penalty: 11627.859375 Iteration 0F: 3 clusters Score -3027579 nChanged 5052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -3030474.500000 Penalty: 11627.859375 Iteration 1F: 3 clusters Score -3030474 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -3031071.000000 Penalty: 11627.859375 Iteration 2F: 3 clusters Score -3031071 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 7455 members Entering Unmasked Estep Score: -3031460.000000 Penalty: 11627.859375 Iteration 3F: 3 clusters Score -3031460 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -3031758.500000 Penalty: 11627.859375 Iteration 4Q: 3 clusters Score -3031758 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -3032010.250000 Penalty: 11627.859375 Iteration 5Q: 3 clusters Score -3032010 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -3032263.000000 Penalty: 11627.859375 Iteration 6Q: 3 clusters Score -3032263 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -3032500.250000 Penalty: 11627.859375 Iteration 7Q: 3 clusters Score -3032500 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -3032733.250000 Penalty: 11627.859375 Iteration 8Q: 3 clusters Score -3032733 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -3032926.500000 Penalty: 11627.859375 Iteration 9Q: 3 clusters Score -3032926 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -3033107.750000 Penalty: 11627.859375 Iteration 10Q: 3 clusters Score -3033108 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -3033295.750000 Penalty: 11627.859375 Iteration 11Q: 3 clusters Score -3033296 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -3033494.250000 Penalty: 11627.859375 Iteration 12Q: 3 clusters Score -3033494 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -3033676.250000 Penalty: 11627.859375 Iteration 13Q: 3 clusters Score -3033676 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -3033865.750000 Penalty: 11627.859375 Iteration 14Q: 3 clusters Score -3033866 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -3034025.500000 Penalty: 11627.859375 Iteration 15Q: 3 clusters Score -3034026 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 10607 members Entering Unmasked Estep Score: -3034173.750000 Penalty: 11627.859375 Iteration 16Q: 3 clusters Score -3034174 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -3034308.750000 Penalty: 11627.859375 Iteration 17Q: 3 clusters Score -3034309 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -3034443.750000 Penalty: 11627.859375 Iteration 18Q: 3 clusters Score -3034444 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -3034564.000000 Penalty: 11627.859375 Iteration 19Q: 3 clusters Score -3034564 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -3034661.750000 Penalty: 11627.859375 Iteration 20F: 3 clusters Score -3034662 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -3034759.000000 Penalty: 11627.859375 Iteration 21Q: 3 clusters Score -3034759 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 11458 members Entering Unmasked Estep Score: -3034840.000000 Penalty: 11627.859375 Iteration 22Q: 3 clusters Score -3034840 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 11539 members Entering Unmasked Estep Score: -3034898.500000 Penalty: 11627.859375 Iteration 23Q: 3 clusters Score -3034898 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 11611 members Entering Unmasked Estep Score: -3034952.750000 Penalty: 11627.859375 Iteration 24Q: 3 clusters Score -3034953 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -3034985.250000 Penalty: 11627.859375 Iteration 25Q: 3 clusters Score -3034985 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -3035024.500000 Penalty: 11627.859375 Iteration 26Q: 3 clusters Score -3035024 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 11742 members Entering Unmasked Estep Score: -3035052.000000 Penalty: 11627.859375 Iteration 27Q: 3 clusters Score -3035052 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -3035066.250000 Penalty: 11627.859375 Iteration 28Q: 3 clusters Score -3035066 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -3035101.500000 Penalty: 11627.859375 Iteration 29Q: 3 clusters Score -3035102 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 11835 members Entering Unmasked Estep Score: -3035117.250000 Penalty: 11627.859375 Iteration 30Q: 3 clusters Score -3035117 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -3035131.000000 Penalty: 11627.859375 Iteration 31Q: 3 clusters Score -3035131 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 11866 members Entering Unmasked Estep Score: -3035141.750000 Penalty: 11627.859375 Iteration 32Q: 3 clusters Score -3035142 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -3035147.000000 Penalty: 11627.859375 Iteration 33Q: 3 clusters Score -3035147 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -3035154.000000 Penalty: 11627.859375 Iteration 34Q: 3 clusters Score -3035154 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -3035161.500000 Penalty: 11627.859375 Iteration 35Q: 3 clusters Score -3035162 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -3035168.000000 Penalty: 11627.859375 Iteration 36Q: 3 clusters Score -3035168 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 11911 members Entering Unmasked Estep Score: -3035174.750000 Penalty: 11627.859375 Iteration 37Q: 3 clusters Score -3035175 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 11915 members Entering Unmasked Estep Score: -3035180.000000 Penalty: 11627.859375 Iteration 38Q: 3 clusters Score -3035180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -3035181.000000 Penalty: 11627.859375 Iteration 39Q: 3 clusters Score -3035181 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -3035181.000000 Penalty: 11627.859375 Iteration 40F: 3 clusters Score -3035181 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Entering Unmasked Estep Score: -200213.703125 Penalty: 4190.489746 Iteration 0F: 2 clusters Score -200213.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -196243.312500 Penalty: 8380.979492 Iteration 0F: 3 clusters Score -196243.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -196656.234375 Penalty: 8380.979492 Iteration 1F: 3 clusters Score -196656.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -196820.390625 Penalty: 8380.979492 Iteration 2Q: 3 clusters Score -196820.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -196949.062500 Penalty: 8380.979492 Iteration 3Q: 3 clusters Score -196949.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -197162.984375 Penalty: 8380.979492 Iteration 4Q: 3 clusters Score -197163 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -197483.484375 Penalty: 8380.979492 Iteration 5Q: 3 clusters Score -197483.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -197842.078125 Penalty: 8380.979492 Iteration 6Q: 3 clusters Score -197842.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -198020.984375 Penalty: 8380.979492 Iteration 7Q: 3 clusters Score -198021 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -198139.828125 Penalty: 8380.979492 Iteration 8Q: 3 clusters Score -198139.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -198226.906250 Penalty: 8380.979492 Iteration 9Q: 3 clusters Score -198226.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -198326.656250 Penalty: 8380.979492 Iteration 10Q: 3 clusters Score -198326.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -198386.546875 Penalty: 8380.979492 Iteration 11Q: 3 clusters Score -198386.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -198419.875000 Penalty: 8380.979492 Iteration 12Q: 3 clusters Score -198419.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -198461.359375 Penalty: 8380.979492 Iteration 13Q: 3 clusters Score -198461.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -198507.421875 Penalty: 8380.979492 Iteration 14Q: 3 clusters Score -198507.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -198568.562500 Penalty: 8380.979492 Iteration 15Q: 3 clusters Score -198568.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -198613.609375 Penalty: 8380.979492 Iteration 16Q: 3 clusters Score -198613.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -198704.250000 Penalty: 8380.979492 Iteration 17Q: 3 clusters Score -198704.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -198760.390625 Penalty: 8380.979492 Iteration 18Q: 3 clusters Score -198760.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -198801.937500 Penalty: 8380.979492 Iteration 19Q: 3 clusters Score -198801.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -198814.734375 Penalty: 8380.979492 Iteration 20F: 3 clusters Score -198814.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -198831.109375 Penalty: 8380.979492 Iteration 21Q: 3 clusters Score -198831.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -198845.468750 Penalty: 8380.979492 Iteration 22Q: 3 clusters Score -198845.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -198852.109375 Penalty: 8380.979492 Iteration 23Q: 3 clusters Score -198852.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -198854.031250 Penalty: 8380.979492 Iteration 24Q: 3 clusters Score -198854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -198854.031250 Penalty: 8380.979492 Iteration 25F: 3 clusters Score -198854 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Entering Unmasked Estep Score: -283810.187500 Penalty: 4350.784668 Iteration 0F: 2 clusters Score -283810.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -279451.250000 Penalty: 8701.569336 Iteration 0F: 3 clusters Score -279451.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -279838.375000 Penalty: 8701.569336 Iteration 1F: 3 clusters Score -279838.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -279965.125000 Penalty: 8701.569336 Iteration 2F: 3 clusters Score -279965.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -280018.468750 Penalty: 8701.569336 Iteration 3Q: 3 clusters Score -280018.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -280060.125000 Penalty: 8701.569336 Iteration 4Q: 3 clusters Score -280060.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -280072.250000 Penalty: 8701.569336 Iteration 5Q: 3 clusters Score -280072.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -280076.937500 Penalty: 8701.569336 Iteration 6Q: 3 clusters Score -280076.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -280079.531250 Penalty: 8701.569336 Iteration 7Q: 3 clusters Score -280079.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -280081.156250 Penalty: 8701.569336 Iteration 8Q: 3 clusters Score -280081.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -280082.562500 Penalty: 8701.569336 Iteration 9Q: 3 clusters Score -280082.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -280082.562500 Penalty: 8701.569336 Iteration 10F: 3 clusters Score -280082.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Entering Unmasked Estep Score: -2244086.000000 Penalty: 5611.075684 Iteration 0F: 2 clusters Score -2244086 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 4800 members Entering Unmasked Estep Score: -2234185.000000 Penalty: 11222.151367 Iteration 0F: 3 clusters Score -2234185 nChanged 3384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -2236128.250000 Penalty: 11222.151367 Iteration 1F: 3 clusters Score -2236128 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -2236504.250000 Penalty: 11222.151367 Iteration 2F: 3 clusters Score -2236504 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -2236746.750000 Penalty: 11222.151367 Iteration 3Q: 3 clusters Score -2236747 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -2236909.250000 Penalty: 11222.151367 Iteration 4Q: 3 clusters Score -2236909 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -2237011.250000 Penalty: 11222.151367 Iteration 5Q: 3 clusters Score -2237011 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -2237070.250000 Penalty: 11222.151367 Iteration 6Q: 3 clusters Score -2237070 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -2237118.750000 Penalty: 11222.151367 Iteration 7Q: 3 clusters Score -2237119 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -2237164.750000 Penalty: 11222.151367 Iteration 8Q: 3 clusters Score -2237165 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -2237199.000000 Penalty: 11222.151367 Iteration 9Q: 3 clusters Score -2237199 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -2237239.500000 Penalty: 11222.151367 Iteration 10Q: 3 clusters Score -2237240 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -2237260.000000 Penalty: 11222.151367 Iteration 11Q: 3 clusters Score -2237260 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -2237273.750000 Penalty: 11222.151367 Iteration 12Q: 3 clusters Score -2237274 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -2237294.750000 Penalty: 11222.151367 Iteration 13Q: 3 clusters Score -2237295 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -2237314.000000 Penalty: 11222.151367 Iteration 14Q: 3 clusters Score -2237314 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -2237336.250000 Penalty: 11222.151367 Iteration 15Q: 3 clusters Score -2237336 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -2237346.750000 Penalty: 11222.151367 Iteration 16Q: 3 clusters Score -2237347 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -2237368.500000 Penalty: 11222.151367 Iteration 17Q: 3 clusters Score -2237368 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -2237379.250000 Penalty: 11222.151367 Iteration 18Q: 3 clusters Score -2237379 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -2237391.500000 Penalty: 11222.151367 Iteration 19Q: 3 clusters Score -2237392 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -2237401.000000 Penalty: 11222.151367 Iteration 20F: 3 clusters Score -2237401 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -2237410.750000 Penalty: 11222.151367 Iteration 21Q: 3 clusters Score -2237411 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -2237416.250000 Penalty: 11222.151367 Iteration 22Q: 3 clusters Score -2237416 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -2237425.250000 Penalty: 11222.151367 Iteration 23Q: 3 clusters Score -2237425 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -2237442.750000 Penalty: 11222.151367 Iteration 24Q: 3 clusters Score -2237443 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -2237453.250000 Penalty: 11222.151367 Iteration 25Q: 3 clusters Score -2237453 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -2237463.250000 Penalty: 11222.151367 Iteration 26Q: 3 clusters Score -2237463 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -2237472.000000 Penalty: 11222.151367 Iteration 27Q: 3 clusters Score -2237472 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -2237479.000000 Penalty: 11222.151367 Iteration 28Q: 3 clusters Score -2237479 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -2237491.750000 Penalty: 11222.151367 Iteration 29Q: 3 clusters Score -2237492 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -2237497.250000 Penalty: 11222.151367 Iteration 30Q: 3 clusters Score -2237497 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -2237511.750000 Penalty: 11222.151367 Iteration 31Q: 3 clusters Score -2237512 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -2237522.750000 Penalty: 11222.151367 Iteration 32Q: 3 clusters Score -2237523 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -2237527.250000 Penalty: 11222.151367 Iteration 33Q: 3 clusters Score -2237527 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -2237536.500000 Penalty: 11222.151367 Iteration 34Q: 3 clusters Score -2237536 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -2237546.500000 Penalty: 11222.151367 Iteration 35Q: 3 clusters Score -2237546 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -2237548.000000 Penalty: 11222.151367 Iteration 36Q: 3 clusters Score -2237548 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -2237552.500000 Penalty: 11222.151367 Iteration 37Q: 3 clusters Score -2237552 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -2237562.500000 Penalty: 11222.151367 Iteration 38Q: 3 clusters Score -2237562 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -2237570.500000 Penalty: 11222.151367 Iteration 39Q: 3 clusters Score -2237570 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -2237579.000000 Penalty: 11222.151367 Iteration 40F: 3 clusters Score -2237579 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -2237595.250000 Penalty: 11222.151367 Iteration 41Q: 3 clusters Score -2237595 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -2237608.250000 Penalty: 11222.151367 Iteration 42Q: 3 clusters Score -2237608 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -2237625.750000 Penalty: 11222.151367 Iteration 43Q: 3 clusters Score -2237626 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -2237645.000000 Penalty: 11222.151367 Iteration 44Q: 3 clusters Score -2237645 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -2237667.500000 Penalty: 11222.151367 Iteration 45Q: 3 clusters Score -2237668 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 5239 members Entering Unmasked Estep Score: -2237694.250000 Penalty: 11222.151367 Iteration 46Q: 3 clusters Score -2237694 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -2237723.250000 Penalty: 11222.151367 Iteration 47Q: 3 clusters Score -2237723 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -2237760.500000 Penalty: 11222.151367 Iteration 48Q: 3 clusters Score -2237760 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -2237798.750000 Penalty: 11222.151367 Iteration 49Q: 3 clusters Score -2237799 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -2237826.250000 Penalty: 11222.151367 Iteration 50Q: 3 clusters Score -2237826 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -2237859.250000 Penalty: 11222.151367 Iteration 51Q: 3 clusters Score -2237859 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -2237901.000000 Penalty: 11222.151367 Iteration 52Q: 3 clusters Score -2237901 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -2237943.750000 Penalty: 11222.151367 Iteration 53Q: 3 clusters Score -2237944 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -2237994.500000 Penalty: 11222.151367 Iteration 54Q: 3 clusters Score -2237994 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -2238044.750000 Penalty: 11222.151367 Iteration 55Q: 3 clusters Score -2238045 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -2238107.750000 Penalty: 11222.151367 Iteration 56Q: 3 clusters Score -2238108 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -2238180.500000 Penalty: 11222.151367 Iteration 57Q: 3 clusters Score -2238180 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -2238272.500000 Penalty: 11222.151367 Iteration 58Q: 3 clusters Score -2238272 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -2238363.250000 Penalty: 11222.151367 Iteration 59Q: 3 clusters Score -2238363 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -2238473.750000 Penalty: 11222.151367 Iteration 60F: 3 clusters Score -2238474 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -2238583.750000 Penalty: 11222.151367 Iteration 61Q: 3 clusters Score -2238584 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -2238727.000000 Penalty: 11222.151367 Iteration 62Q: 3 clusters Score -2238727 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -2238867.000000 Penalty: 11222.151367 Iteration 63Q: 3 clusters Score -2238867 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -2238997.500000 Penalty: 11222.151367 Iteration 64Q: 3 clusters Score -2238998 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -2239132.750000 Penalty: 11222.151367 Iteration 65Q: 3 clusters Score -2239133 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -2239273.000000 Penalty: 11222.151367 Iteration 66Q: 3 clusters Score -2239273 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -2239381.250000 Penalty: 11222.151367 Iteration 67Q: 3 clusters Score -2239381 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -2239462.250000 Penalty: 11222.151367 Iteration 68Q: 3 clusters Score -2239462 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -2239545.250000 Penalty: 11222.151367 Iteration 69Q: 3 clusters Score -2239545 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -2239592.750000 Penalty: 11222.151367 Iteration 70Q: 3 clusters Score -2239593 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -2239637.250000 Penalty: 11222.151367 Iteration 71Q: 3 clusters Score -2239637 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -2239687.750000 Penalty: 11222.151367 Iteration 72Q: 3 clusters Score -2239688 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -2239726.750000 Penalty: 11222.151367 Iteration 73Q: 3 clusters Score -2239727 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -2239756.000000 Penalty: 11222.151367 Iteration 74Q: 3 clusters Score -2239756 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -2239782.250000 Penalty: 11222.151367 Iteration 75Q: 3 clusters Score -2239782 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -2239811.000000 Penalty: 11222.151367 Iteration 76Q: 3 clusters Score -2239811 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -2239821.000000 Penalty: 11222.151367 Iteration 77Q: 3 clusters Score -2239821 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -2239830.750000 Penalty: 11222.151367 Iteration 78Q: 3 clusters Score -2239831 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -2239841.750000 Penalty: 11222.151367 Iteration 79Q: 3 clusters Score -2239842 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -2239849.500000 Penalty: 11222.151367 Iteration 80F: 3 clusters Score -2239850 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -2239858.250000 Penalty: 11222.151367 Iteration 81Q: 3 clusters Score -2239858 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -2239863.250000 Penalty: 11222.151367 Iteration 82Q: 3 clusters Score -2239863 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -2239866.250000 Penalty: 11222.151367 Iteration 83Q: 3 clusters Score -2239866 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -2239878.000000 Penalty: 11222.151367 Iteration 84Q: 3 clusters Score -2239878 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -2239886.000000 Penalty: 11222.151367 Iteration 85Q: 3 clusters Score -2239886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -2239887.000000 Penalty: 11222.151367 Iteration 86Q: 3 clusters Score -2239887 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -2239883.750000 Penalty: 11222.151367 Iteration 87Q: 3 clusters Score -2239884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -2239888.500000 Penalty: 11222.151367 Iteration 88Q: 3 clusters Score -2239888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -2239887.750000 Penalty: 11222.151367 Iteration 89Q: 3 clusters Score -2239888 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 7701 members Entering Unmasked Estep Score: -2239892.500000 Penalty: 11222.151367 Iteration 90Q: 3 clusters Score -2239892 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -2239895.000000 Penalty: 11222.151367 Iteration 91Q: 3 clusters Score -2239895 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -2239893.500000 Penalty: 11222.151367 Iteration 92Q: 3 clusters Score -2239894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -2239896.000000 Penalty: 11222.151367 Iteration 93Q: 3 clusters Score -2239896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -2239896.750000 Penalty: 11222.151367 Iteration 94Q: 3 clusters Score -2239897 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -2239895.750000 Penalty: 11222.151367 Iteration 95Q: 3 clusters Score -2239896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -2239895.500000 Penalty: 11222.151367 Iteration 96Q: 3 clusters Score -2239896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -2239895.500000 Penalty: 11222.151367 Iteration 97F: 3 clusters Score -2239896 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -100685.632812 Penalty: 3831.646973 Iteration 0F: 2 clusters Score -100685.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -97525.804688 Penalty: 7663.293945 Iteration 0F: 3 clusters Score -97525.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -97922.484375 Penalty: 7663.293945 Iteration 1F: 3 clusters Score -97922.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -98019.796875 Penalty: 7663.293945 Iteration 2Q: 3 clusters Score -98019.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -98052.250000 Penalty: 7663.293945 Iteration 3Q: 3 clusters Score -98052.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -98058.156250 Penalty: 7663.293945 Iteration 4Q: 3 clusters Score -98058.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -98058.156250 Penalty: 7663.293945 Iteration 5F: 3 clusters Score -98058.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -75066.210938 Penalty: 3636.740967 Iteration 0F: 2 clusters Score -75066.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -72040.414062 Penalty: 7273.481934 Iteration 0F: 3 clusters Score -72040.41 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -72164.453125 Penalty: 7273.481934 Iteration 1F: 3 clusters Score -72164.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -72202.554688 Penalty: 7273.481934 Iteration 2Q: 3 clusters Score -72202.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -72209.851562 Penalty: 7273.481934 Iteration 3Q: 3 clusters Score -72209.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -72209.851562 Penalty: 7273.481934 Iteration 4F: 3 clusters Score -72209.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (9166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Entering Unmasked Estep Score: -2157080.000000 Penalty: 5587.994629 Iteration 0F: 2 clusters Score -2157080 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -2147441.250000 Penalty: 11175.989258 Iteration 0F: 3 clusters Score -2147441 nChanged 3282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -2149405.250000 Penalty: 11175.989258 Iteration 1F: 3 clusters Score -2149405 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -2149895.500000 Penalty: 11175.989258 Iteration 2F: 3 clusters Score -2149896 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -2150197.250000 Penalty: 11175.989258 Iteration 3Q: 3 clusters Score -2150197 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -2150451.250000 Penalty: 11175.989258 Iteration 4Q: 3 clusters Score -2150451 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -2150687.750000 Penalty: 11175.989258 Iteration 5Q: 3 clusters Score -2150688 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -2150922.000000 Penalty: 11175.989258 Iteration 6Q: 3 clusters Score -2150922 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -2151194.250000 Penalty: 11175.989258 Iteration 7Q: 3 clusters Score -2151194 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -2151461.750000 Penalty: 11175.989258 Iteration 8Q: 3 clusters Score -2151462 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -2151702.750000 Penalty: 11175.989258 Iteration 9Q: 3 clusters Score -2151703 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -2151914.000000 Penalty: 11175.989258 Iteration 10Q: 3 clusters Score -2151914 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -2152059.750000 Penalty: 11175.989258 Iteration 11Q: 3 clusters Score -2152060 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -2152192.250000 Penalty: 11175.989258 Iteration 12Q: 3 clusters Score -2152192 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -2152276.500000 Penalty: 11175.989258 Iteration 13Q: 3 clusters Score -2152276 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -2152354.750000 Penalty: 11175.989258 Iteration 14Q: 3 clusters Score -2152355 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -2152409.250000 Penalty: 11175.989258 Iteration 15Q: 3 clusters Score -2152409 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -2152441.000000 Penalty: 11175.989258 Iteration 16Q: 3 clusters Score -2152441 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -2152464.000000 Penalty: 11175.989258 Iteration 17Q: 3 clusters Score -2152464 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -2152494.750000 Penalty: 11175.989258 Iteration 18Q: 3 clusters Score -2152495 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -2152512.750000 Penalty: 11175.989258 Iteration 19Q: 3 clusters Score -2152513 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -2152524.000000 Penalty: 11175.989258 Iteration 20F: 3 clusters Score -2152524 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -2152538.500000 Penalty: 11175.989258 Iteration 21Q: 3 clusters Score -2152538 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -2152545.750000 Penalty: 11175.989258 Iteration 22Q: 3 clusters Score -2152546 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -2152558.250000 Penalty: 11175.989258 Iteration 23Q: 3 clusters Score -2152558 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -2152564.750000 Penalty: 11175.989258 Iteration 24Q: 3 clusters Score -2152565 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -2152576.000000 Penalty: 11175.989258 Iteration 25Q: 3 clusters Score -2152576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -2152578.500000 Penalty: 11175.989258 Iteration 26Q: 3 clusters Score -2152578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -2152576.750000 Penalty: 11175.989258 Iteration 27Q: 3 clusters Score -2152577 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -2152581.000000 Penalty: 11175.989258 Iteration 28Q: 3 clusters Score -2152581 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -2152582.000000 Penalty: 11175.989258 Iteration 29Q: 3 clusters Score -2152582 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -2152584.500000 Penalty: 11175.989258 Iteration 30Q: 3 clusters Score -2152584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -2152585.250000 Penalty: 11175.989258 Iteration 31Q: 3 clusters Score -2152585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -2152591.250000 Penalty: 11175.989258 Iteration 32Q: 3 clusters Score -2152591 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -2152593.000000 Penalty: 11175.989258 Iteration 33Q: 3 clusters Score -2152593 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -2152598.000000 Penalty: 11175.989258 Iteration 34Q: 3 clusters Score -2152598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -2152596.250000 Penalty: 11175.989258 Iteration 35Q: 3 clusters Score -2152596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -2152597.500000 Penalty: 11175.989258 Iteration 36Q: 3 clusters Score -2152598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -2152598.500000 Penalty: 11175.989258 Iteration 37Q: 3 clusters Score -2152598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -2152598.500000 Penalty: 11175.989258 Iteration 38F: 3 clusters Score -2152598 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Entering Unmasked Estep Score: -44774.824219 Penalty: 3361.974365 Iteration 0F: 2 clusters Score -44774.82 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 124 members Entering Unmasked Estep Score: -42278.781250 Penalty: 6723.948730 Iteration 0F: 3 clusters Score -42278.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -42325.558594 Penalty: 6723.948730 Iteration 1Q: 3 clusters Score -42325.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -42336.949219 Penalty: 6723.948730 Iteration 2Q: 3 clusters Score -42336.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -42336.949219 Penalty: 6723.948730 Iteration 3F: 3 clusters Score -42336.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (20880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20880 members Entering Unmasked Estep Score: -4860538.000000 Penalty: 6092.260254 Iteration 0F: 2 clusters Score -4860538 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -4843529.500000 Penalty: 12184.520508 Iteration 0F: 3 clusters Score -4843530 nChanged 8524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10617 members Mstep: Class 2 contains 10263 members Entering Unmasked Estep Score: -4848448.000000 Penalty: 12184.520508 Iteration 1F: 3 clusters Score -4848448 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -4849607.000000 Penalty: 12184.520508 Iteration 2F: 3 clusters Score -4849607 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 9477 members Entering Unmasked Estep Score: -4850543.500000 Penalty: 12184.520508 Iteration 3F: 3 clusters Score -4850544 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -4851431.000000 Penalty: 12184.520508 Iteration 4F: 3 clusters Score -4851431 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12859 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -4852263.000000 Penalty: 12184.520508 Iteration 5F: 3 clusters Score -4852263 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -4853143.000000 Penalty: 12184.520508 Iteration 6F: 3 clusters Score -4853143 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14724 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -4853949.000000 Penalty: 12184.520508 Iteration 7F: 3 clusters Score -4853949 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15560 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -4854627.000000 Penalty: 12184.520508 Iteration 8Q: 3 clusters Score -4854627 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16253 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -4855168.500000 Penalty: 12184.520508 Iteration 9Q: 3 clusters Score -4855168 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16784 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -4855583.500000 Penalty: 12184.520508 Iteration 10Q: 3 clusters Score -4855584 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17249 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -4855917.500000 Penalty: 12184.520508 Iteration 11Q: 3 clusters Score -4855918 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17607 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -4856177.500000 Penalty: 12184.520508 Iteration 12Q: 3 clusters Score -4856178 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17897 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -4856352.500000 Penalty: 12184.520508 Iteration 13Q: 3 clusters Score -4856352 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18134 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -4856514.500000 Penalty: 12184.520508 Iteration 14Q: 3 clusters Score -4856514 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18337 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -4856658.000000 Penalty: 12184.520508 Iteration 15Q: 3 clusters Score -4856658 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18486 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -4856737.500000 Penalty: 12184.520508 Iteration 16Q: 3 clusters Score -4856738 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18620 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -4856817.000000 Penalty: 12184.520508 Iteration 17Q: 3 clusters Score -4856817 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18723 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -4856855.500000 Penalty: 12184.520508 Iteration 18Q: 3 clusters Score -4856856 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18808 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -4856897.500000 Penalty: 12184.520508 Iteration 19Q: 3 clusters Score -4856898 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -4856922.500000 Penalty: 12184.520508 Iteration 20F: 3 clusters Score -4856922 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18897 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -4856948.500000 Penalty: 12184.520508 Iteration 21Q: 3 clusters Score -4856948 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18926 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -4856971.000000 Penalty: 12184.520508 Iteration 22Q: 3 clusters Score -4856971 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18958 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -4856996.500000 Penalty: 12184.520508 Iteration 23Q: 3 clusters Score -4856996 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18989 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -4857009.500000 Penalty: 12184.520508 Iteration 24Q: 3 clusters Score -4857010 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19009 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -4857024.000000 Penalty: 12184.520508 Iteration 25Q: 3 clusters Score -4857024 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19027 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -4857040.500000 Penalty: 12184.520508 Iteration 26Q: 3 clusters Score -4857040 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19039 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -4857039.500000 Penalty: 12184.520508 Iteration 27Q: 3 clusters Score -4857040 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19047 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -4857044.000000 Penalty: 12184.520508 Iteration 28Q: 3 clusters Score -4857044 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19054 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -4857039.500000 Penalty: 12184.520508 Iteration 29Q: 3 clusters Score -4857040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19059 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -4857042.500000 Penalty: 12184.520508 Iteration 30Q: 3 clusters Score -4857042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19067 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -4857042.000000 Penalty: 12184.520508 Iteration 31Q: 3 clusters Score -4857042 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19074 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -4857055.500000 Penalty: 12184.520508 Iteration 32Q: 3 clusters Score -4857056 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19081 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -4857059.000000 Penalty: 12184.520508 Iteration 33Q: 3 clusters Score -4857059 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19088 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -4857058.500000 Penalty: 12184.520508 Iteration 34Q: 3 clusters Score -4857058 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19095 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -4857059.000000 Penalty: 12184.520508 Iteration 35Q: 3 clusters Score -4857059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19098 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -4857060.000000 Penalty: 12184.520508 Iteration 36Q: 3 clusters Score -4857060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -4857060.000000 Penalty: 12184.520508 Iteration 37Q: 3 clusters Score -4857060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19104 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -4857058.000000 Penalty: 12184.520508 Iteration 38Q: 3 clusters Score -4857058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19104 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -4857058.000000 Penalty: 12184.520508 Iteration 39F: 3 clusters Score -4857058 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (114557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114557 members Entering Unmasked Estep Score: -26999124.000000 Penalty: 7134.906738 Iteration 0F: 2 clusters Score -2.699912e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57441 members Mstep: Class 2 contains 57116 members Entering Unmasked Estep Score: -26922612.000000 Penalty: 14269.813477 Iteration 0F: 3 clusters Score -2.692261e+07 nChanged 52665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59106 members Mstep: Class 2 contains 55451 members Entering Unmasked Estep Score: -26951354.000000 Penalty: 14269.813477 Iteration 1F: 3 clusters Score -2.695135e+07 nChanged 4516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60376 members Mstep: Class 2 contains 54181 members Entering Unmasked Estep Score: -26952682.000000 Penalty: 14269.813477 Iteration 2Q: 3 clusters Score -2.695268e+07 nChanged 4401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62117 members Mstep: Class 2 contains 52440 members Entering Unmasked Estep Score: -26953868.000000 Penalty: 14269.813477 Iteration 3Q: 3 clusters Score -2.695387e+07 nChanged 4242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64507 members Mstep: Class 2 contains 50050 members Entering Unmasked Estep Score: -26955076.000000 Penalty: 14269.813477 Iteration 4Q: 3 clusters Score -2.695508e+07 nChanged 4497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67758 members Mstep: Class 2 contains 46799 members Entering Unmasked Estep Score: -26956730.000000 Penalty: 14269.813477 Iteration 5Q: 3 clusters Score -2.695673e+07 nChanged 5239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72311 members Mstep: Class 2 contains 42246 members Entering Unmasked Estep Score: -26959184.000000 Penalty: 14269.813477 Iteration 6Q: 3 clusters Score -2.695918e+07 nChanged 6366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78343 members Mstep: Class 2 contains 36214 members Entering Unmasked Estep Score: -26962852.000000 Penalty: 14269.813477 Iteration 7F: 3 clusters Score -2.696285e+07 nChanged 7572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85747 members Mstep: Class 2 contains 28810 members Entering Unmasked Estep Score: -26968136.000000 Penalty: 14269.813477 Iteration 8F: 3 clusters Score -2.696814e+07 nChanged 8521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94202 members Mstep: Class 2 contains 20355 members Entering Unmasked Estep Score: -26975122.000000 Penalty: 14269.813477 Iteration 9F: 3 clusters Score -2.697512e+07 nChanged 8064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102234 members Mstep: Class 2 contains 12323 members Entering Unmasked Estep Score: -26982110.000000 Penalty: 14269.813477 Iteration 10F: 3 clusters Score -2.698211e+07 nChanged 5934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108152 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -26987670.000000 Penalty: 14269.813477 Iteration 11F: 3 clusters Score -2.698767e+07 nChanged 3208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111348 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -26990560.000000 Penalty: 14269.813477 Iteration 12Q: 3 clusters Score -2.699056e+07 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112735 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -26991716.000000 Penalty: 14269.813477 Iteration 13Q: 3 clusters Score -2.699172e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113319 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -26992196.000000 Penalty: 14269.813477 Iteration 14Q: 3 clusters Score -2.69922e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113583 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -26992446.000000 Penalty: 14269.813477 Iteration 15Q: 3 clusters Score -2.699245e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113686 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -26992598.000000 Penalty: 14269.813477 Iteration 16Q: 3 clusters Score -2.69926e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113736 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -26992674.000000 Penalty: 14269.813477 Iteration 17Q: 3 clusters Score -2.699267e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113785 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -26992732.000000 Penalty: 14269.813477 Iteration 18Q: 3 clusters Score -2.699273e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113823 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -26992800.000000 Penalty: 14269.813477 Iteration 19Q: 3 clusters Score -2.69928e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113849 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -26992838.000000 Penalty: 14269.813477 Iteration 20F: 3 clusters Score -2.699284e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113868 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -26992854.000000 Penalty: 14269.813477 Iteration 21Q: 3 clusters Score -2.699285e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113873 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -26992886.000000 Penalty: 14269.813477 Iteration 22Q: 3 clusters Score -2.699289e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113880 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -26992890.000000 Penalty: 14269.813477 Iteration 23Q: 3 clusters Score -2.699289e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113884 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -26992898.000000 Penalty: 14269.813477 Iteration 24Q: 3 clusters Score -2.69929e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113888 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -26992904.000000 Penalty: 14269.813477 Iteration 25Q: 3 clusters Score -2.69929e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113891 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -26992906.000000 Penalty: 14269.813477 Iteration 26Q: 3 clusters Score -2.699291e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113895 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -26992922.000000 Penalty: 14269.813477 Iteration 27Q: 3 clusters Score -2.699292e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113902 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -26992940.000000 Penalty: 14269.813477 Iteration 28Q: 3 clusters Score -2.699294e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113906 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -26992926.000000 Penalty: 14269.813477 Iteration 29Q: 3 clusters Score -2.699293e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113906 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -26992944.000000 Penalty: 14269.813477 Iteration 30Q: 3 clusters Score -2.699294e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113907 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -26992940.000000 Penalty: 14269.813477 Iteration 31Q: 3 clusters Score -2.699294e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113907 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -26992940.000000 Penalty: 14269.813477 Iteration 32F: 3 clusters Score -2.699294e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Entering Unmasked Estep Score: -830196.375000 Penalty: 5025.026855 Iteration 0F: 2 clusters Score -830196.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -824012.250000 Penalty: 10050.053711 Iteration 0F: 3 clusters Score -824012.2 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -824906.625000 Penalty: 10050.053711 Iteration 1F: 3 clusters Score -824906.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -825167.750000 Penalty: 10050.053711 Iteration 2F: 3 clusters Score -825167.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -825299.937500 Penalty: 10050.053711 Iteration 3Q: 3 clusters Score -825299.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -825393.937500 Penalty: 10050.053711 Iteration 4Q: 3 clusters Score -825393.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -825464.437500 Penalty: 10050.053711 Iteration 5Q: 3 clusters Score -825464.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -825510.000000 Penalty: 10050.053711 Iteration 6Q: 3 clusters Score -825510 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -825552.437500 Penalty: 10050.053711 Iteration 7Q: 3 clusters Score -825552.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -825605.687500 Penalty: 10050.053711 Iteration 8Q: 3 clusters Score -825605.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -825647.812500 Penalty: 10050.053711 Iteration 9Q: 3 clusters Score -825647.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -825696.937500 Penalty: 10050.053711 Iteration 10Q: 3 clusters Score -825696.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -825742.062500 Penalty: 10050.053711 Iteration 11Q: 3 clusters Score -825742.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -825785.875000 Penalty: 10050.053711 Iteration 12Q: 3 clusters Score -825785.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -825820.437500 Penalty: 10050.053711 Iteration 13Q: 3 clusters Score -825820.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -825853.562500 Penalty: 10050.053711 Iteration 14Q: 3 clusters Score -825853.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -825893.875000 Penalty: 10050.053711 Iteration 15Q: 3 clusters Score -825893.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -825935.625000 Penalty: 10050.053711 Iteration 16Q: 3 clusters Score -825935.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -825974.750000 Penalty: 10050.053711 Iteration 17Q: 3 clusters Score -825974.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -826018.500000 Penalty: 10050.053711 Iteration 18Q: 3 clusters Score -826018.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -826083.562500 Penalty: 10050.053711 Iteration 19Q: 3 clusters Score -826083.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -826136.625000 Penalty: 10050.053711 Iteration 20F: 3 clusters Score -826136.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -826191.687500 Penalty: 10050.053711 Iteration 21Q: 3 clusters Score -826191.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -826237.312500 Penalty: 10050.053711 Iteration 22Q: 3 clusters Score -826237.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -826280.812500 Penalty: 10050.053711 Iteration 23Q: 3 clusters Score -826280.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -826331.812500 Penalty: 10050.053711 Iteration 24Q: 3 clusters Score -826331.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -826385.312500 Penalty: 10050.053711 Iteration 25Q: 3 clusters Score -826385.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -826447.125000 Penalty: 10050.053711 Iteration 26Q: 3 clusters Score -826447.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -826508.187500 Penalty: 10050.053711 Iteration 27Q: 3 clusters Score -826508.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -826551.687500 Penalty: 10050.053711 Iteration 28Q: 3 clusters Score -826551.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -826590.187500 Penalty: 10050.053711 Iteration 29Q: 3 clusters Score -826590.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -826616.812500 Penalty: 10050.053711 Iteration 30Q: 3 clusters Score -826616.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -826630.062500 Penalty: 10050.053711 Iteration 31Q: 3 clusters Score -826630.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -826640.812500 Penalty: 10050.053711 Iteration 32Q: 3 clusters Score -826640.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -826652.687500 Penalty: 10050.053711 Iteration 33Q: 3 clusters Score -826652.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -826664.812500 Penalty: 10050.053711 Iteration 34Q: 3 clusters Score -826664.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -826678.562500 Penalty: 10050.053711 Iteration 35Q: 3 clusters Score -826678.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -826687.937500 Penalty: 10050.053711 Iteration 36Q: 3 clusters Score -826687.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -826698.937500 Penalty: 10050.053711 Iteration 37Q: 3 clusters Score -826698.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -826702.875000 Penalty: 10050.053711 Iteration 38Q: 3 clusters Score -826702.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -826706.062500 Penalty: 10050.053711 Iteration 39Q: 3 clusters Score -826706.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -826707.562500 Penalty: 10050.053711 Iteration 40F: 3 clusters Score -826707.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -826708.625000 Penalty: 10050.053711 Iteration 41Q: 3 clusters Score -826708.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -826713.937500 Penalty: 10050.053711 Iteration 42Q: 3 clusters Score -826713.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -826714.250000 Penalty: 10050.053711 Iteration 43Q: 3 clusters Score -826714.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -826714.750000 Penalty: 10050.053711 Iteration 44Q: 3 clusters Score -826714.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -826719.750000 Penalty: 10050.053711 Iteration 45Q: 3 clusters Score -826719.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -826721.875000 Penalty: 10050.053711 Iteration 46Q: 3 clusters Score -826721.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -826724.875000 Penalty: 10050.053711 Iteration 47Q: 3 clusters Score -826724.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -826725.062500 Penalty: 10050.053711 Iteration 48Q: 3 clusters Score -826725.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -826725.062500 Penalty: 10050.053711 Iteration 49F: 3 clusters Score -826725.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (39859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39859 members Entering Unmasked Estep Score: -9356320.000000 Penalty: 6488.275879 Iteration 0F: 2 clusters Score -9356320 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19907 members Mstep: Class 2 contains 19952 members Entering Unmasked Estep Score: -9327316.000000 Penalty: 12976.551758 Iteration 0F: 3 clusters Score -9327316 nChanged 17143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19684 members Mstep: Class 2 contains 20175 members Entering Unmasked Estep Score: -9336410.000000 Penalty: 12976.551758 Iteration 1F: 3 clusters Score -9336410 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19514 members Mstep: Class 2 contains 20345 members Entering Unmasked Estep Score: -9337310.000000 Penalty: 12976.551758 Iteration 2F: 3 clusters Score -9337310 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19303 members Mstep: Class 2 contains 20556 members Entering Unmasked Estep Score: -9338013.000000 Penalty: 12976.551758 Iteration 3Q: 3 clusters Score -9338013 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19081 members Mstep: Class 2 contains 20778 members Entering Unmasked Estep Score: -9338658.000000 Penalty: 12976.551758 Iteration 4Q: 3 clusters Score -9338658 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18761 members Mstep: Class 2 contains 21098 members Entering Unmasked Estep Score: -9339289.000000 Penalty: 12976.551758 Iteration 5Q: 3 clusters Score -9339289 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18409 members Mstep: Class 2 contains 21450 members Entering Unmasked Estep Score: -9339965.000000 Penalty: 12976.551758 Iteration 6Q: 3 clusters Score -9339965 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17986 members Mstep: Class 2 contains 21873 members Entering Unmasked Estep Score: -9340677.000000 Penalty: 12976.551758 Iteration 7Q: 3 clusters Score -9340677 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17540 members Mstep: Class 2 contains 22319 members Entering Unmasked Estep Score: -9341567.000000 Penalty: 12976.551758 Iteration 8Q: 3 clusters Score -9341567 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17067 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -9342547.000000 Penalty: 12976.551758 Iteration 9Q: 3 clusters Score -9342547 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16686 members Mstep: Class 2 contains 23173 members Entering Unmasked Estep Score: -9343479.000000 Penalty: 12976.551758 Iteration 10Q: 3 clusters Score -9343479 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16553 members Mstep: Class 2 contains 23306 members Entering Unmasked Estep Score: -9344406.000000 Penalty: 12976.551758 Iteration 11Q: 3 clusters Score -9344406 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16657 members Mstep: Class 2 contains 23202 members Entering Unmasked Estep Score: -9345416.000000 Penalty: 12976.551758 Iteration 12Q: 3 clusters Score -9345416 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17077 members Mstep: Class 2 contains 22782 members Entering Unmasked Estep Score: -9346929.000000 Penalty: 12976.551758 Iteration 13Q: 3 clusters Score -9346929 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17864 members Mstep: Class 2 contains 21995 members Entering Unmasked Estep Score: -9350008.000000 Penalty: 12976.551758 Iteration 14F: 3 clusters Score -9350008 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18560 members Mstep: Class 2 contains 21299 members Entering Unmasked Estep Score: -9354664.000000 Penalty: 12976.551758 Iteration 15F: 3 clusters Score -9354664 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18325 members Mstep: Class 2 contains 21534 members Entering Unmasked Estep Score: -9357452.000000 Penalty: 12976.551758 Iteration 16F: 3 clusters Score -9357452 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17496 members Mstep: Class 2 contains 22363 members Entering Unmasked Estep Score: -9359282.000000 Penalty: 12976.551758 Iteration 17Q: 3 clusters Score -9359282 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16454 members Mstep: Class 2 contains 23405 members Entering Unmasked Estep Score: -9361085.000000 Penalty: 12976.551758 Iteration 18Q: 3 clusters Score -9361085 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 24496 members Entering Unmasked Estep Score: -9363290.000000 Penalty: 12976.551758 Iteration 19Q: 3 clusters Score -9363290 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14445 members Mstep: Class 2 contains 25414 members Entering Unmasked Estep Score: -9365463.000000 Penalty: 12976.551758 Iteration 20F: 3 clusters Score -9365463 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13862 members Mstep: Class 2 contains 25997 members Entering Unmasked Estep Score: -9366234.000000 Penalty: 12976.551758 Iteration 21Q: 3 clusters Score -9366234 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13517 members Mstep: Class 2 contains 26342 members Entering Unmasked Estep Score: -9366525.000000 Penalty: 12976.551758 Iteration 22Q: 3 clusters Score -9366525 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13255 members Mstep: Class 2 contains 26604 members Entering Unmasked Estep Score: -9366684.000000 Penalty: 12976.551758 Iteration 23Q: 3 clusters Score -9366684 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 26817 members Entering Unmasked Estep Score: -9366834.000000 Penalty: 12976.551758 Iteration 24Q: 3 clusters Score -9366834 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12879 members Mstep: Class 2 contains 26980 members Entering Unmasked Estep Score: -9366932.000000 Penalty: 12976.551758 Iteration 25Q: 3 clusters Score -9366932 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 27130 members Entering Unmasked Estep Score: -9366989.000000 Penalty: 12976.551758 Iteration 26Q: 3 clusters Score -9366989 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12610 members Mstep: Class 2 contains 27249 members Entering Unmasked Estep Score: -9367028.000000 Penalty: 12976.551758 Iteration 27Q: 3 clusters Score -9367028 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 27341 members Entering Unmasked Estep Score: -9367081.000000 Penalty: 12976.551758 Iteration 28Q: 3 clusters Score -9367081 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 27403 members Entering Unmasked Estep Score: -9367108.000000 Penalty: 12976.551758 Iteration 29Q: 3 clusters Score -9367108 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12416 members Mstep: Class 2 contains 27443 members Entering Unmasked Estep Score: -9367127.000000 Penalty: 12976.551758 Iteration 30Q: 3 clusters Score -9367127 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 27467 members Entering Unmasked Estep Score: -9367139.000000 Penalty: 12976.551758 Iteration 31Q: 3 clusters Score -9367139 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12372 members Mstep: Class 2 contains 27487 members Entering Unmasked Estep Score: -9367148.000000 Penalty: 12976.551758 Iteration 32Q: 3 clusters Score -9367148 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 27506 members Entering Unmasked Estep Score: -9367151.000000 Penalty: 12976.551758 Iteration 33Q: 3 clusters Score -9367151 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 27529 members Entering Unmasked Estep Score: -9367164.000000 Penalty: 12976.551758 Iteration 34Q: 3 clusters Score -9367164 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 27547 members Entering Unmasked Estep Score: -9367159.000000 Penalty: 12976.551758 Iteration 35Q: 3 clusters Score -9367159 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 27554 members Entering Unmasked Estep Score: -9367151.000000 Penalty: 12976.551758 Iteration 36Q: 3 clusters Score -9367151 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 27563 members Entering Unmasked Estep Score: -9367159.000000 Penalty: 12976.551758 Iteration 37Q: 3 clusters Score -9367159 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 27568 members Entering Unmasked Estep Score: -9367158.000000 Penalty: 12976.551758 Iteration 38Q: 3 clusters Score -9367158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 27571 members Entering Unmasked Estep Score: -9367160.000000 Penalty: 12976.551758 Iteration 39Q: 3 clusters Score -9367160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 27572 members Entering Unmasked Estep Score: -9367158.000000 Penalty: 12976.551758 Iteration 40F: 3 clusters Score -9367158 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 27574 members Entering Unmasked Estep Score: -9367162.000000 Penalty: 12976.551758 Iteration 41Q: 3 clusters Score -9367162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 27574 members Entering Unmasked Estep Score: -9367162.000000 Penalty: 12976.551758 Iteration 42F: 3 clusters Score -9367162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4720 members Mstep: Class 3 contains 11805 members Mstep: Class 4 contains 37523 members Mstep: Class 5 contains 10690 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84205 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13255 members Mstep: Class 12 contains 936 members Mstep: Class 13 contains 1216 members Mstep: Class 14 contains 9518 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9166 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20880 members Mstep: Class 20 contains 114557 members Mstep: Class 21 contains 3656 members Mstep: Class 22 contains 12285 members Mstep: Class 23 contains 11107 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48402 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27574 members Entering Unmasked Estep Score: -101699568.000000 Penalty: 214845.046875 Splitting cluster 22 changes total score from -101690752.000000 to -101699568.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 23 (11107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Entering Unmasked Estep Score: -2606552.000000 Penalty: 5705.640137 Iteration 0F: 2 clusters Score -2606552 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -2595632.750000 Penalty: 11411.280273 Iteration 0F: 3 clusters Score -2595633 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -2598204.000000 Penalty: 11411.280273 Iteration 1F: 3 clusters Score -2598204 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -2599092.250000 Penalty: 11411.280273 Iteration 2F: 3 clusters Score -2599092 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -2599932.750000 Penalty: 11411.280273 Iteration 3F: 3 clusters Score -2599933 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -2600715.750000 Penalty: 11411.280273 Iteration 4F: 3 clusters Score -2600716 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -2601529.250000 Penalty: 11411.280273 Iteration 5F: 3 clusters Score -2601529 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -2602354.750000 Penalty: 11411.280273 Iteration 6F: 3 clusters Score -2602355 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -2603123.750000 Penalty: 11411.280273 Iteration 7F: 3 clusters Score -2603124 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -2603911.000000 Penalty: 11411.280273 Iteration 8F: 3 clusters Score -2603911 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -2604565.250000 Penalty: 11411.280273 Iteration 9Q: 3 clusters Score -2604565 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -2605016.250000 Penalty: 11411.280273 Iteration 10Q: 3 clusters Score -2605016 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -2605276.000000 Penalty: 11411.280273 Iteration 11Q: 3 clusters Score -2605276 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -2605472.500000 Penalty: 11411.280273 Iteration 12Q: 3 clusters Score -2605472 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -2605626.750000 Penalty: 11411.280273 Iteration 13Q: 3 clusters Score -2605627 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -2605730.750000 Penalty: 11411.280273 Iteration 14Q: 3 clusters Score -2605731 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -2605811.000000 Penalty: 11411.280273 Iteration 15Q: 3 clusters Score -2605811 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -2605853.750000 Penalty: 11411.280273 Iteration 16Q: 3 clusters Score -2605854 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -2605878.000000 Penalty: 11411.280273 Iteration 17Q: 3 clusters Score -2605878 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -2605903.250000 Penalty: 11411.280273 Iteration 18Q: 3 clusters Score -2605903 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -2605920.750000 Penalty: 11411.280273 Iteration 19Q: 3 clusters Score -2605921 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -2605935.750000 Penalty: 11411.280273 Iteration 20F: 3 clusters Score -2605936 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -2605942.500000 Penalty: 11411.280273 Iteration 21Q: 3 clusters Score -2605942 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -2605942.250000 Penalty: 11411.280273 Iteration 22Q: 3 clusters Score -2605942 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -2605944.750000 Penalty: 11411.280273 Iteration 23Q: 3 clusters Score -2605945 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -2605946.000000 Penalty: 11411.280273 Iteration 24Q: 3 clusters Score -2605946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -2605944.250000 Penalty: 11411.280273 Iteration 25Q: 3 clusters Score -2605944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -2605950.750000 Penalty: 11411.280273 Iteration 26Q: 3 clusters Score -2605951 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -2605950.500000 Penalty: 11411.280273 Iteration 27Q: 3 clusters Score -2605950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -2605955.000000 Penalty: 11411.280273 Iteration 28Q: 3 clusters Score -2605955 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -2605958.500000 Penalty: 11411.280273 Iteration 29Q: 3 clusters Score -2605958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -2605959.000000 Penalty: 11411.280273 Iteration 30Q: 3 clusters Score -2605959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -2605957.500000 Penalty: 11411.280273 Iteration 31Q: 3 clusters Score -2605958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -2605957.500000 Penalty: 11411.280273 Iteration 32F: 3 clusters Score -2605958 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Entering Unmasked Estep Score: -140727.468750 Penalty: 4002.835205 Iteration 0F: 2 clusters Score -140727.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -137077.781250 Penalty: 8005.670410 Iteration 0F: 3 clusters Score -137077.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -137443.562500 Penalty: 8005.670410 Iteration 1F: 3 clusters Score -137443.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -137710.156250 Penalty: 8005.670410 Iteration 2Q: 3 clusters Score -137710.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -137812.531250 Penalty: 8005.670410 Iteration 3Q: 3 clusters Score -137812.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -137841.937500 Penalty: 8005.670410 Iteration 4Q: 3 clusters Score -137841.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -137859.500000 Penalty: 8005.670410 Iteration 5Q: 3 clusters Score -137859.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -137869.437500 Penalty: 8005.670410 Iteration 6Q: 3 clusters Score -137869.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -137874.640625 Penalty: 8005.670410 Iteration 7Q: 3 clusters Score -137874.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -137874.640625 Penalty: 8005.670410 Iteration 8F: 3 clusters Score -137874.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (48402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48402 members Entering Unmasked Estep Score: -11234169.000000 Penalty: 6607.218750 Iteration 0F: 2 clusters Score -1.123417e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24238 members Mstep: Class 2 contains 24164 members Entering Unmasked Estep Score: -11199737.000000 Penalty: 13214.437500 Iteration 0F: 3 clusters Score -1.119974e+07 nChanged 21299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24503 members Mstep: Class 2 contains 23899 members Entering Unmasked Estep Score: -11211320.000000 Penalty: 13214.437500 Iteration 1F: 3 clusters Score -1.121132e+07 nChanged 2812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24763 members Mstep: Class 2 contains 23639 members Entering Unmasked Estep Score: -11212659.000000 Penalty: 13214.437500 Iteration 2F: 3 clusters Score -1.121266e+07 nChanged 2648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25217 members Mstep: Class 2 contains 23185 members Entering Unmasked Estep Score: -11214048.000000 Penalty: 13214.437500 Iteration 3F: 3 clusters Score -1.121405e+07 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25780 members Mstep: Class 2 contains 22622 members Entering Unmasked Estep Score: -11215597.000000 Penalty: 13214.437500 Iteration 4F: 3 clusters Score -1.12156e+07 nChanged 2732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26414 members Mstep: Class 2 contains 21988 members Entering Unmasked Estep Score: -11217396.000000 Penalty: 13214.437500 Iteration 5F: 3 clusters Score -1.12174e+07 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27121 members Mstep: Class 2 contains 21281 members Entering Unmasked Estep Score: -11219069.000000 Penalty: 13214.437500 Iteration 6F: 3 clusters Score -1.121907e+07 nChanged 2518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27943 members Mstep: Class 2 contains 20459 members Entering Unmasked Estep Score: -11220374.000000 Penalty: 13214.437500 Iteration 7F: 3 clusters Score -1.122037e+07 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 19543 members Entering Unmasked Estep Score: -11221421.000000 Penalty: 13214.437500 Iteration 8Q: 3 clusters Score -1.122142e+07 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29837 members Mstep: Class 2 contains 18565 members Entering Unmasked Estep Score: -11222256.000000 Penalty: 13214.437500 Iteration 9Q: 3 clusters Score -1.122226e+07 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30946 members Mstep: Class 2 contains 17456 members Entering Unmasked Estep Score: -11223059.000000 Penalty: 13214.437500 Iteration 10Q: 3 clusters Score -1.122306e+07 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32056 members Mstep: Class 2 contains 16346 members Entering Unmasked Estep Score: -11223735.000000 Penalty: 13214.437500 Iteration 11Q: 3 clusters Score -1.122374e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33204 members Mstep: Class 2 contains 15198 members Entering Unmasked Estep Score: -11224456.000000 Penalty: 13214.437500 Iteration 12Q: 3 clusters Score -1.122446e+07 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34348 members Mstep: Class 2 contains 14054 members Entering Unmasked Estep Score: -11225200.000000 Penalty: 13214.437500 Iteration 13Q: 3 clusters Score -1.12252e+07 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35489 members Mstep: Class 2 contains 12913 members Entering Unmasked Estep Score: -11226018.000000 Penalty: 13214.437500 Iteration 14Q: 3 clusters Score -1.122602e+07 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36593 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -11226867.000000 Penalty: 13214.437500 Iteration 15Q: 3 clusters Score -1.122687e+07 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37583 members Mstep: Class 2 contains 10819 members Entering Unmasked Estep Score: -11227588.000000 Penalty: 13214.437500 Iteration 16Q: 3 clusters Score -1.122759e+07 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38464 members Mstep: Class 2 contains 9938 members Entering Unmasked Estep Score: -11228223.000000 Penalty: 13214.437500 Iteration 17Q: 3 clusters Score -1.122822e+07 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39235 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -11228882.000000 Penalty: 13214.437500 Iteration 18Q: 3 clusters Score -1.122888e+07 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39897 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -11229465.000000 Penalty: 13214.437500 Iteration 19Q: 3 clusters Score -1.122946e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40459 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -11229814.000000 Penalty: 13214.437500 Iteration 20F: 3 clusters Score -1.122981e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40910 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -11230131.000000 Penalty: 13214.437500 Iteration 21Q: 3 clusters Score -1.123013e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41248 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -11230289.000000 Penalty: 13214.437500 Iteration 22Q: 3 clusters Score -1.123029e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41529 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -11230431.000000 Penalty: 13214.437500 Iteration 23Q: 3 clusters Score -1.123043e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41763 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -11230456.000000 Penalty: 13214.437500 Iteration 24Q: 3 clusters Score -1.123046e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41961 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -11230512.000000 Penalty: 13214.437500 Iteration 25Q: 3 clusters Score -1.123051e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42130 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -11230592.000000 Penalty: 13214.437500 Iteration 26Q: 3 clusters Score -1.123059e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42275 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -11230668.000000 Penalty: 13214.437500 Iteration 27Q: 3 clusters Score -1.123067e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42403 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -11230696.000000 Penalty: 13214.437500 Iteration 28Q: 3 clusters Score -1.12307e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42526 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -11230755.000000 Penalty: 13214.437500 Iteration 29Q: 3 clusters Score -1.123076e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42643 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -11230787.000000 Penalty: 13214.437500 Iteration 30Q: 3 clusters Score -1.123079e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42745 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -11230838.000000 Penalty: 13214.437500 Iteration 31Q: 3 clusters Score -1.123084e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42841 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -11230879.000000 Penalty: 13214.437500 Iteration 32Q: 3 clusters Score -1.123088e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42923 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -11230897.000000 Penalty: 13214.437500 Iteration 33Q: 3 clusters Score -1.12309e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42997 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -11230934.000000 Penalty: 13214.437500 Iteration 34Q: 3 clusters Score -1.123093e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43065 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -11230949.000000 Penalty: 13214.437500 Iteration 35Q: 3 clusters Score -1.123095e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43130 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -11230970.000000 Penalty: 13214.437500 Iteration 36Q: 3 clusters Score -1.123097e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43203 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -11230990.000000 Penalty: 13214.437500 Iteration 37Q: 3 clusters Score -1.123099e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43267 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -11231008.000000 Penalty: 13214.437500 Iteration 38Q: 3 clusters Score -1.123101e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43332 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -11231014.000000 Penalty: 13214.437500 Iteration 39Q: 3 clusters Score -1.123101e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43389 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -11231040.000000 Penalty: 13214.437500 Iteration 40F: 3 clusters Score -1.123104e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43452 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -11231063.000000 Penalty: 13214.437500 Iteration 41Q: 3 clusters Score -1.123106e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43504 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -11231083.000000 Penalty: 13214.437500 Iteration 42Q: 3 clusters Score -1.123108e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43547 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -11231087.000000 Penalty: 13214.437500 Iteration 43Q: 3 clusters Score -1.123109e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43581 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -11231070.000000 Penalty: 13214.437500 Iteration 44Q: 3 clusters Score -1.123107e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43617 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -11231071.000000 Penalty: 13214.437500 Iteration 45Q: 3 clusters Score -1.123107e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43660 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -11231086.000000 Penalty: 13214.437500 Iteration 46Q: 3 clusters Score -1.123109e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43701 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -11231110.000000 Penalty: 13214.437500 Iteration 47Q: 3 clusters Score -1.123111e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43744 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -11231115.000000 Penalty: 13214.437500 Iteration 48Q: 3 clusters Score -1.123112e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43783 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -11231151.000000 Penalty: 13214.437500 Iteration 49Q: 3 clusters Score -1.123115e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43830 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -11231171.000000 Penalty: 13214.437500 Iteration 50Q: 3 clusters Score -1.123117e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43875 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -11231183.000000 Penalty: 13214.437500 Iteration 51Q: 3 clusters Score -1.123118e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43908 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -11231179.000000 Penalty: 13214.437500 Iteration 52Q: 3 clusters Score -1.123118e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43950 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -11231176.000000 Penalty: 13214.437500 Iteration 53Q: 3 clusters Score -1.123118e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43989 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -11231218.000000 Penalty: 13214.437500 Iteration 54Q: 3 clusters Score -1.123122e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44028 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -11231237.000000 Penalty: 13214.437500 Iteration 55Q: 3 clusters Score -1.123124e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44064 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -11231227.000000 Penalty: 13214.437500 Iteration 56Q: 3 clusters Score -1.123123e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44100 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -11231241.000000 Penalty: 13214.437500 Iteration 57Q: 3 clusters Score -1.123124e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44130 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -11231241.000000 Penalty: 13214.437500 Iteration 58Q: 3 clusters Score -1.123124e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44159 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -11231264.000000 Penalty: 13214.437500 Iteration 59Q: 3 clusters Score -1.123126e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44183 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -11231270.000000 Penalty: 13214.437500 Iteration 60F: 3 clusters Score -1.123127e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44210 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -11231304.000000 Penalty: 13214.437500 Iteration 61Q: 3 clusters Score -1.12313e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44233 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -11231306.000000 Penalty: 13214.437500 Iteration 62Q: 3 clusters Score -1.123131e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44248 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -11231284.000000 Penalty: 13214.437500 Iteration 63Q: 3 clusters Score -1.123128e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44266 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -11231292.000000 Penalty: 13214.437500 Iteration 64Q: 3 clusters Score -1.123129e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44286 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -11231289.000000 Penalty: 13214.437500 Iteration 65Q: 3 clusters Score -1.123129e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44310 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -11231313.000000 Penalty: 13214.437500 Iteration 66Q: 3 clusters Score -1.123131e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44333 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -11231307.000000 Penalty: 13214.437500 Iteration 67Q: 3 clusters Score -1.123131e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44353 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -11231303.000000 Penalty: 13214.437500 Iteration 68Q: 3 clusters Score -1.12313e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44367 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -11231317.000000 Penalty: 13214.437500 Iteration 69Q: 3 clusters Score -1.123132e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44383 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -11231321.000000 Penalty: 13214.437500 Iteration 70Q: 3 clusters Score -1.123132e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44395 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -11231341.000000 Penalty: 13214.437500 Iteration 71Q: 3 clusters Score -1.123134e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44409 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -11231339.000000 Penalty: 13214.437500 Iteration 72Q: 3 clusters Score -1.123134e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44430 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -11231343.000000 Penalty: 13214.437500 Iteration 73Q: 3 clusters Score -1.123134e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44450 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -11231364.000000 Penalty: 13214.437500 Iteration 74Q: 3 clusters Score -1.123136e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44462 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -11231364.000000 Penalty: 13214.437500 Iteration 75Q: 3 clusters Score -1.123136e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44481 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -11231366.000000 Penalty: 13214.437500 Iteration 76Q: 3 clusters Score -1.123137e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44503 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -11231369.000000 Penalty: 13214.437500 Iteration 77Q: 3 clusters Score -1.123137e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44520 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -11231367.000000 Penalty: 13214.437500 Iteration 78Q: 3 clusters Score -1.123137e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44538 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -11231383.000000 Penalty: 13214.437500 Iteration 79Q: 3 clusters Score -1.123138e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44557 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -11231394.000000 Penalty: 13214.437500 Iteration 80F: 3 clusters Score -1.123139e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44580 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -11231398.000000 Penalty: 13214.437500 Iteration 81Q: 3 clusters Score -1.12314e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44606 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -11231390.000000 Penalty: 13214.437500 Iteration 82Q: 3 clusters Score -1.123139e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44623 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -11231407.000000 Penalty: 13214.437500 Iteration 83Q: 3 clusters Score -1.123141e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44654 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -11231412.000000 Penalty: 13214.437500 Iteration 84Q: 3 clusters Score -1.123141e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44674 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -11231416.000000 Penalty: 13214.437500 Iteration 85Q: 3 clusters Score -1.123142e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44688 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -11231432.000000 Penalty: 13214.437500 Iteration 86Q: 3 clusters Score -1.123143e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44694 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -11231433.000000 Penalty: 13214.437500 Iteration 87Q: 3 clusters Score -1.123143e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44702 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -11231426.000000 Penalty: 13214.437500 Iteration 88Q: 3 clusters Score -1.123143e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44706 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -11231437.000000 Penalty: 13214.437500 Iteration 89Q: 3 clusters Score -1.123144e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44710 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -11231429.000000 Penalty: 13214.437500 Iteration 90Q: 3 clusters Score -1.123143e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44714 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -11231428.000000 Penalty: 13214.437500 Iteration 91Q: 3 clusters Score -1.123143e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44718 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -11231433.000000 Penalty: 13214.437500 Iteration 92Q: 3 clusters Score -1.123143e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44722 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -11231417.000000 Penalty: 13214.437500 Iteration 93Q: 3 clusters Score -1.123142e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44725 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -11231423.000000 Penalty: 13214.437500 Iteration 94Q: 3 clusters Score -1.123142e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44727 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -11231433.000000 Penalty: 13214.437500 Iteration 95Q: 3 clusters Score -1.123143e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44728 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -11231425.000000 Penalty: 13214.437500 Iteration 96Q: 3 clusters Score -1.123142e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44727 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -11231427.000000 Penalty: 13214.437500 Iteration 97Q: 3 clusters Score -1.123143e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44730 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -11231425.000000 Penalty: 13214.437500 Iteration 98Q: 3 clusters Score -1.123142e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44731 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -11231436.000000 Penalty: 13214.437500 Iteration 99Q: 3 clusters Score -1.123144e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44734 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -11231429.000000 Penalty: 13214.437500 Iteration 100F: 3 clusters Score -1.123143e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44738 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -11231428.000000 Penalty: 13214.437500 Iteration 101Q: 3 clusters Score -1.123143e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44739 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -11231419.000000 Penalty: 13214.437500 Iteration 102Q: 3 clusters Score -1.123142e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44739 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -11231419.000000 Penalty: 13214.437500 Iteration 103F: 3 clusters Score -1.123142e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Entering Unmasked Estep Score: -188624.765625 Penalty: 4171.887207 Iteration 0F: 2 clusters Score -188624.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -184579.281250 Penalty: 8343.774414 Iteration 0F: 3 clusters Score -184579.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -184914.578125 Penalty: 8343.774414 Iteration 1F: 3 clusters Score -184914.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -185072.781250 Penalty: 8343.774414 Iteration 2F: 3 clusters Score -185072.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -185185.406250 Penalty: 8343.774414 Iteration 3Q: 3 clusters Score -185185.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -185231.515625 Penalty: 8343.774414 Iteration 4Q: 3 clusters Score -185231.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -185253.328125 Penalty: 8343.774414 Iteration 5Q: 3 clusters Score -185253.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -185265.750000 Penalty: 8343.774414 Iteration 6Q: 3 clusters Score -185265.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -185293.828125 Penalty: 8343.774414 Iteration 7Q: 3 clusters Score -185293.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -185342.187500 Penalty: 8343.774414 Iteration 8Q: 3 clusters Score -185342.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -185430.687500 Penalty: 8343.774414 Iteration 9Q: 3 clusters Score -185430.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -185563.906250 Penalty: 8343.774414 Iteration 10Q: 3 clusters Score -185563.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -185737.078125 Penalty: 8343.774414 Iteration 11Q: 3 clusters Score -185737.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -185928.156250 Penalty: 8343.774414 Iteration 12Q: 3 clusters Score -185928.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -186014.656250 Penalty: 8343.774414 Iteration 13Q: 3 clusters Score -186014.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -186020.437500 Penalty: 8343.774414 Iteration 14Q: 3 clusters Score -186020.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -186028.171875 Penalty: 8343.774414 Iteration 15Q: 3 clusters Score -186028.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -186032.953125 Penalty: 8343.774414 Iteration 16Q: 3 clusters Score -186033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -186043.078125 Penalty: 8343.774414 Iteration 17Q: 3 clusters Score -186043.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -186046.062500 Penalty: 8343.774414 Iteration 18Q: 3 clusters Score -186046.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -186046.062500 Penalty: 8343.774414 Iteration 19F: 3 clusters Score -186046.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4720 members Mstep: Class 3 contains 11805 members Mstep: Class 4 contains 37523 members Mstep: Class 5 contains 10690 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84205 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13255 members Mstep: Class 12 contains 936 members Mstep: Class 13 contains 1216 members Mstep: Class 14 contains 9518 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9166 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20880 members Mstep: Class 20 contains 114557 members Mstep: Class 21 contains 3656 members Mstep: Class 22 contains 12285 members Mstep: Class 23 contains 11107 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48402 members Mstep: Class 26 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -101702448.000000 Penalty: 214845.046875 Iteration 79Q: 28 clusters Score -1.017024e+08 nChanged 3405 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 10246 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 11893 members Mstep: Class 4 contains 37833 members Mstep: Class 5 contains 10686 members Mstep: Class 6 contains 1310 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84218 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13162 members Mstep: Class 12 contains 932 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9514 members Mstep: Class 15 contains 521 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9236 members Mstep: Class 18 contains 242 members Mstep: Class 19 contains 20876 members Mstep: Class 20 contains 114696 members Mstep: Class 21 contains 3660 members Mstep: Class 22 contains 12671 members Mstep: Class 23 contains 10842 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48724 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 26619 members Entering Unmasked Estep ConsiderDeletion Score: -101704920.000000 Penalty: 214845.046875 Iteration 80F: 28 clusters Score -1.017049e+08 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 4727 members Mstep: Class 3 contains 11434 members Mstep: Class 4 contains 37939 members Mstep: Class 5 contains 10674 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84224 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13114 members Mstep: Class 12 contains 932 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9515 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9302 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20865 members Mstep: Class 20 contains 114704 members Mstep: Class 21 contains 3657 members Mstep: Class 22 contains 12876 members Mstep: Class 23 contains 10656 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48942 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 26714 members Entering Unmasked Estep ConsiderDeletion Score: -101705728.000000 Penalty: 214845.046875 Iteration 81Q: 28 clusters Score -1.017057e+08 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 4729 members Mstep: Class 3 contains 11102 members Mstep: Class 4 contains 37967 members Mstep: Class 5 contains 10666 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84234 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13087 members Mstep: Class 12 contains 931 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9513 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9380 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20858 members Mstep: Class 20 contains 114682 members Mstep: Class 21 contains 3654 members Mstep: Class 22 contains 13053 members Mstep: Class 23 contains 10518 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49106 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 26791 members Entering Unmasked Estep ConsiderDeletion Score: -101706000.000000 Penalty: 214845.046875 Iteration 82Q: 28 clusters Score -1.01706e+08 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 4727 members Mstep: Class 3 contains 10896 members Mstep: Class 4 contains 37919 members Mstep: Class 5 contains 10654 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84239 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13066 members Mstep: Class 12 contains 923 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9514 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9446 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20853 members Mstep: Class 20 contains 114656 members Mstep: Class 21 contains 3652 members Mstep: Class 22 contains 13217 members Mstep: Class 23 contains 10403 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49228 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 26874 members Entering Unmasked Estep ConsiderDeletion Score: -101706072.000000 Penalty: 214845.046875 Iteration 83Q: 28 clusters Score -1.017061e+08 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 4728 members Mstep: Class 3 contains 10734 members Mstep: Class 4 contains 37866 members Mstep: Class 5 contains 10641 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84242 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13053 members Mstep: Class 12 contains 918 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9513 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20845 members Mstep: Class 20 contains 114614 members Mstep: Class 21 contains 3651 members Mstep: Class 22 contains 13376 members Mstep: Class 23 contains 10291 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49319 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 26957 members Entering Unmasked Estep ConsiderDeletion Score: -101706208.000000 Penalty: 214845.046875 Iteration 84Q: 28 clusters Score -1.017062e+08 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10270 members Mstep: Class 2 contains 4724 members Mstep: Class 3 contains 10628 members Mstep: Class 4 contains 37806 members Mstep: Class 5 contains 10631 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84249 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13045 members Mstep: Class 12 contains 910 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9517 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9594 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20838 members Mstep: Class 20 contains 114595 members Mstep: Class 21 contains 3647 members Mstep: Class 22 contains 13531 members Mstep: Class 23 contains 10167 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49366 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27013 members Entering Unmasked Estep ConsiderDeletion Score: -101706496.000000 Penalty: 214845.046875 Iteration 85Q: 28 clusters Score -1.017065e+08 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 4727 members Mstep: Class 3 contains 10529 members Mstep: Class 4 contains 37748 members Mstep: Class 5 contains 10631 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84258 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13052 members Mstep: Class 12 contains 903 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9518 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9655 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20839 members Mstep: Class 20 contains 114584 members Mstep: Class 21 contains 3645 members Mstep: Class 22 contains 13661 members Mstep: Class 23 contains 10035 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49418 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27057 members Entering Unmasked Estep ConsiderDeletion Score: -101706512.000000 Penalty: 214845.046875 Iteration 86Q: 28 clusters Score -1.017065e+08 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 4729 members Mstep: Class 3 contains 10469 members Mstep: Class 4 contains 37704 members Mstep: Class 5 contains 10624 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84269 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13057 members Mstep: Class 12 contains 900 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9521 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9715 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20838 members Mstep: Class 20 contains 114581 members Mstep: Class 21 contains 3643 members Mstep: Class 22 contains 13790 members Mstep: Class 23 contains 9897 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49425 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27091 members Entering Unmasked Estep ConsiderDeletion Score: -101706744.000000 Penalty: 214845.046875 Iteration 87Q: 28 clusters Score -1.017067e+08 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 4728 members Mstep: Class 3 contains 10423 members Mstep: Class 4 contains 37654 members Mstep: Class 5 contains 10620 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84278 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13075 members Mstep: Class 12 contains 897 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9526 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9764 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20835 members Mstep: Class 20 contains 114577 members Mstep: Class 21 contains 3642 members Mstep: Class 22 contains 13934 members Mstep: Class 23 contains 9731 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49449 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27120 members Entering Unmasked Estep ConsiderDeletion Score: -101707016.000000 Penalty: 214845.046875 Iteration 88Q: 28 clusters Score -1.01707e+08 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 4728 members Mstep: Class 3 contains 10393 members Mstep: Class 4 contains 37606 members Mstep: Class 5 contains 10612 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84289 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13086 members Mstep: Class 12 contains 895 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9524 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9822 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20833 members Mstep: Class 20 contains 114570 members Mstep: Class 21 contains 3643 members Mstep: Class 22 contains 14101 members Mstep: Class 23 contains 9560 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49456 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27136 members Entering Unmasked Estep ConsiderDeletion Score: -101707112.000000 Penalty: 214845.046875 Iteration 89Q: 28 clusters Score -1.017071e+08 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 4726 members Mstep: Class 3 contains 10356 members Mstep: Class 4 contains 37565 members Mstep: Class 5 contains 10605 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84304 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13096 members Mstep: Class 12 contains 895 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9528 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9871 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20831 members Mstep: Class 20 contains 114560 members Mstep: Class 21 contains 3642 members Mstep: Class 22 contains 14265 members Mstep: Class 23 contains 9383 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49474 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27152 members Entering Unmasked Estep ConsiderDeletion Score: -101707056.000000 Penalty: 214845.046875 Iteration 90Q: 28 clusters Score -1.017071e+08 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 10327 members Mstep: Class 4 contains 37534 members Mstep: Class 5 contains 10600 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84330 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13099 members Mstep: Class 12 contains 893 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9531 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9923 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20828 members Mstep: Class 20 contains 114552 members Mstep: Class 21 contains 3643 members Mstep: Class 22 contains 14425 members Mstep: Class 23 contains 9205 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49480 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27163 members Entering Unmasked Estep ConsiderDeletion Score: -101707112.000000 Penalty: 214845.046875 Iteration 91Q: 28 clusters Score -1.017071e+08 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 4722 members Mstep: Class 3 contains 10306 members Mstep: Class 4 contains 37518 members Mstep: Class 5 contains 10598 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84355 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13103 members Mstep: Class 12 contains 891 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9533 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 9983 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20825 members Mstep: Class 20 contains 114540 members Mstep: Class 21 contains 3642 members Mstep: Class 22 contains 14583 members Mstep: Class 23 contains 9015 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49465 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27172 members Entering Unmasked Estep ConsiderDeletion Score: -101707624.000000 Penalty: 214845.046875 Iteration 92Q: 28 clusters Score -1.017076e+08 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 4718 members Mstep: Class 3 contains 10295 members Mstep: Class 4 contains 37496 members Mstep: Class 5 contains 10592 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84365 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13115 members Mstep: Class 12 contains 884 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9536 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10052 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20822 members Mstep: Class 20 contains 114531 members Mstep: Class 21 contains 3641 members Mstep: Class 22 contains 14737 members Mstep: Class 23 contains 8847 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49444 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27179 members Entering Unmasked Estep ConsiderDeletion Score: -101707704.000000 Penalty: 214845.046875 Iteration 93Q: 28 clusters Score -1.017077e+08 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 4715 members Mstep: Class 3 contains 10287 members Mstep: Class 4 contains 37476 members Mstep: Class 5 contains 10587 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84375 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13121 members Mstep: Class 12 contains 882 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9538 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10118 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20819 members Mstep: Class 20 contains 114530 members Mstep: Class 21 contains 3639 members Mstep: Class 22 contains 14840 members Mstep: Class 23 contains 8722 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49421 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27189 members Entering Unmasked Estep ConsiderDeletion Score: -101707768.000000 Penalty: 214845.046875 Iteration 94Q: 28 clusters Score -1.017078e+08 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 4711 members Mstep: Class 3 contains 10283 members Mstep: Class 4 contains 37452 members Mstep: Class 5 contains 10582 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84374 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13116 members Mstep: Class 12 contains 878 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9540 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10184 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20817 members Mstep: Class 20 contains 114524 members Mstep: Class 21 contains 3639 members Mstep: Class 22 contains 14920 members Mstep: Class 23 contains 8647 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49391 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27199 members Entering Unmasked Estep ConsiderDeletion Score: -101707808.000000 Penalty: 214845.046875 Iteration 95Q: 28 clusters Score -1.017078e+08 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 4707 members Mstep: Class 3 contains 10275 members Mstep: Class 4 contains 37431 members Mstep: Class 5 contains 10576 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84385 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13105 members Mstep: Class 12 contains 871 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9546 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10257 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20816 members Mstep: Class 20 contains 114510 members Mstep: Class 21 contains 3638 members Mstep: Class 22 contains 14983 members Mstep: Class 23 contains 8579 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49373 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27211 members Entering Unmasked Estep ConsiderDeletion Score: -101708016.000000 Penalty: 214845.046875 Iteration 96Q: 28 clusters Score -1.01708e+08 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10262 members Mstep: Class 2 contains 4704 members Mstep: Class 3 contains 10263 members Mstep: Class 4 contains 37415 members Mstep: Class 5 contains 10565 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84394 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13113 members Mstep: Class 12 contains 865 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9549 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10330 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20816 members Mstep: Class 20 contains 114504 members Mstep: Class 21 contains 3638 members Mstep: Class 22 contains 15029 members Mstep: Class 23 contains 8517 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49344 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27222 members Entering Unmasked Estep ConsiderDeletion Score: -101707848.000000 Penalty: 214845.046875 Iteration 97Q: 28 clusters Score -1.017078e+08 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 4700 members Mstep: Class 3 contains 10250 members Mstep: Class 4 contains 37389 members Mstep: Class 5 contains 10559 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84405 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13122 members Mstep: Class 12 contains 865 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9551 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10400 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20815 members Mstep: Class 20 contains 114499 members Mstep: Class 21 contains 3638 members Mstep: Class 22 contains 15083 members Mstep: Class 23 contains 8446 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49316 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27229 members Entering Unmasked Estep ConsiderDeletion Score: -101707704.000000 Penalty: 214845.046875 Iteration 98Q: 28 clusters Score -1.017077e+08 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 4698 members Mstep: Class 3 contains 10240 members Mstep: Class 4 contains 37372 members Mstep: Class 5 contains 10558 members Mstep: Class 6 contains 1309 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84407 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13126 members Mstep: Class 12 contains 864 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9553 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10465 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20815 members Mstep: Class 20 contains 114484 members Mstep: Class 21 contains 3637 members Mstep: Class 22 contains 15120 members Mstep: Class 23 contains 8397 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49294 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27237 members Entering Unmasked Estep ConsiderDeletion Score: -101707640.000000 Penalty: 214845.046875 Iteration 99Q: 28 clusters Score -1.017076e+08 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10263 members Mstep: Class 2 contains 4695 members Mstep: Class 3 contains 10233 members Mstep: Class 4 contains 37353 members Mstep: Class 5 contains 10556 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84416 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13140 members Mstep: Class 12 contains 864 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9553 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10520 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20815 members Mstep: Class 20 contains 114467 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15134 members Mstep: Class 23 contains 8357 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49285 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27244 members Entering Unmasked Estep ConsiderDeletion Score: -101707864.000000 Penalty: 214845.046875 Iteration 100F: 28 clusters Score -1.017079e+08 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 4693 members Mstep: Class 3 contains 10231 members Mstep: Class 4 contains 37337 members Mstep: Class 5 contains 10553 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13143 members Mstep: Class 12 contains 863 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9552 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10573 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20814 members Mstep: Class 20 contains 114454 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15173 members Mstep: Class 23 contains 8315 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49259 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27248 members Entering Unmasked Estep ConsiderDeletion Score: -101707872.000000 Penalty: 214845.046875 Iteration 101Q: 28 clusters Score -1.017079e+08 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 4691 members Mstep: Class 3 contains 10220 members Mstep: Class 4 contains 37328 members Mstep: Class 5 contains 10550 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84430 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13144 members Mstep: Class 12 contains 863 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9552 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10623 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20814 members Mstep: Class 20 contains 114445 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15215 members Mstep: Class 23 contains 8269 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49232 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27254 members Entering Unmasked Estep ConsiderDeletion Score: -101707736.000000 Penalty: 214845.046875 Iteration 102Q: 28 clusters Score -1.017077e+08 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10206 members Mstep: Class 4 contains 37320 members Mstep: Class 5 contains 10550 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84433 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13158 members Mstep: Class 12 contains 863 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9553 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10667 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20813 members Mstep: Class 20 contains 114439 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15249 members Mstep: Class 23 contains 8226 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49198 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27261 members Entering Unmasked Estep ConsiderDeletion Score: -101707768.000000 Penalty: 214845.046875 Iteration 103Q: 28 clusters Score -1.017078e+08 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10270 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10193 members Mstep: Class 4 contains 37304 members Mstep: Class 5 contains 10546 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84430 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13176 members Mstep: Class 12 contains 863 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10713 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20813 members Mstep: Class 20 contains 114436 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15277 members Mstep: Class 23 contains 8192 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49175 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27265 members Entering Unmasked Estep ConsiderDeletion Score: -101707712.000000 Penalty: 214845.046875 Iteration 104Q: 28 clusters Score -1.017077e+08 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10184 members Mstep: Class 4 contains 37293 members Mstep: Class 5 contains 10543 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84428 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13189 members Mstep: Class 12 contains 863 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10761 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20811 members Mstep: Class 20 contains 114434 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15300 members Mstep: Class 23 contains 8160 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49145 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27271 members Entering Unmasked Estep ConsiderDeletion Score: -101707760.000000 Penalty: 214845.046875 Iteration 105Q: 28 clusters Score -1.017078e+08 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 4686 members Mstep: Class 3 contains 10175 members Mstep: Class 4 contains 37274 members Mstep: Class 5 contains 10543 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84429 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13195 members Mstep: Class 12 contains 863 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9553 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10821 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20810 members Mstep: Class 20 contains 114427 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15322 members Mstep: Class 23 contains 8137 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49115 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27275 members Entering Unmasked Estep ConsiderDeletion Score: -101707784.000000 Penalty: 214845.046875 Iteration 106Q: 28 clusters Score -1.017078e+08 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10270 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10172 members Mstep: Class 4 contains 37252 members Mstep: Class 5 contains 10540 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13208 members Mstep: Class 12 contains 863 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9553 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10896 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20810 members Mstep: Class 20 contains 114425 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15341 members Mstep: Class 23 contains 8119 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 49058 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27279 members Entering Unmasked Estep ConsiderDeletion Score: -101708112.000000 Penalty: 214845.046875 Iteration 107Q: 28 clusters Score -1.017081e+08 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 4686 members Mstep: Class 3 contains 10170 members Mstep: Class 4 contains 37234 members Mstep: Class 5 contains 10533 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13218 members Mstep: Class 12 contains 864 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9552 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 10980 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20810 members Mstep: Class 20 contains 114426 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15350 members Mstep: Class 23 contains 8102 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48992 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27284 members Entering Unmasked Estep ConsiderDeletion Score: -101708112.000000 Penalty: 214845.046875 Iteration 108Q: 28 clusters Score -1.017081e+08 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 4685 members Mstep: Class 3 contains 10163 members Mstep: Class 4 contains 37213 members Mstep: Class 5 contains 10529 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84427 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13229 members Mstep: Class 12 contains 862 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9552 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 11073 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20809 members Mstep: Class 20 contains 114425 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15362 members Mstep: Class 23 contains 8080 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48925 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27290 members Entering Unmasked Estep ConsiderDeletion Score: -101708112.000000 Penalty: 214845.046875 Iteration 109Q: 28 clusters Score -1.017081e+08 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 4685 members Mstep: Class 3 contains 10151 members Mstep: Class 4 contains 37202 members Mstep: Class 5 contains 10527 members Mstep: Class 6 contains 1306 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84429 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13238 members Mstep: Class 12 contains 860 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9552 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 11164 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20808 members Mstep: Class 20 contains 114420 members Mstep: Class 21 contains 3636 members Mstep: Class 22 contains 15378 members Mstep: Class 23 contains 8063 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48857 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27292 members Entering Unmasked Estep ConsiderDeletion Score: -101708024.000000 Penalty: 214845.046875 Iteration 110Q: 28 clusters Score -1.01708e+08 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10136 members Mstep: Class 4 contains 37187 members Mstep: Class 5 contains 10523 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13247 members Mstep: Class 12 contains 859 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9553 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 11272 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20807 members Mstep: Class 20 contains 114415 members Mstep: Class 21 contains 3635 members Mstep: Class 22 contains 15394 members Mstep: Class 23 contains 8045 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48784 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27293 members Entering Unmasked Estep ConsiderDeletion Score: -101708056.000000 Penalty: 214845.046875 Iteration 111Q: 28 clusters Score -1.017081e+08 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10126 members Mstep: Class 4 contains 37162 members Mstep: Class 5 contains 10520 members Mstep: Class 6 contains 1304 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84431 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13244 members Mstep: Class 12 contains 858 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 11386 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114417 members Mstep: Class 21 contains 3634 members Mstep: Class 22 contains 15405 members Mstep: Class 23 contains 8039 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48700 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27300 members Entering Unmasked Estep ConsiderDeletion Score: -101707928.000000 Penalty: 214845.046875 Iteration 112Q: 28 clusters Score -1.017079e+08 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 4688 members Mstep: Class 3 contains 10123 members Mstep: Class 4 contains 37147 members Mstep: Class 5 contains 10520 members Mstep: Class 6 contains 1304 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84427 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13252 members Mstep: Class 12 contains 856 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 378 members Mstep: Class 17 contains 11513 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114402 members Mstep: Class 21 contains 3634 members Mstep: Class 22 contains 15408 members Mstep: Class 23 contains 8032 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48605 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27304 members Entering Unmasked Estep ConsiderDeletion Score: -101707968.000000 Penalty: 214845.046875 Iteration 113Q: 28 clusters Score -1.01708e+08 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10115 members Mstep: Class 4 contains 37122 members Mstep: Class 5 contains 10518 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13255 members Mstep: Class 12 contains 854 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 378 members Mstep: Class 17 contains 11651 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114402 members Mstep: Class 21 contains 3632 members Mstep: Class 22 contains 15412 members Mstep: Class 23 contains 8029 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48496 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27313 members Entering Unmasked Estep ConsiderDeletion Score: -101708064.000000 Penalty: 214845.046875 Iteration 114Q: 28 clusters Score -1.017081e+08 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10108 members Mstep: Class 4 contains 37098 members Mstep: Class 5 contains 10513 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84419 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13257 members Mstep: Class 12 contains 852 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 378 members Mstep: Class 17 contains 11785 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114405 members Mstep: Class 21 contains 3630 members Mstep: Class 22 contains 15418 members Mstep: Class 23 contains 8024 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48393 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27320 members Entering Unmasked Estep ConsiderDeletion Score: -101708096.000000 Penalty: 214845.046875 Iteration 115Q: 28 clusters Score -1.017081e+08 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10111 members Mstep: Class 4 contains 37080 members Mstep: Class 5 contains 10513 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84421 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13256 members Mstep: Class 12 contains 850 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 378 members Mstep: Class 17 contains 11947 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114403 members Mstep: Class 21 contains 3631 members Mstep: Class 22 contains 15423 members Mstep: Class 23 contains 8025 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48240 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27323 members Entering Unmasked Estep ConsiderDeletion Score: -101708280.000000 Penalty: 214845.046875 Iteration 116Q: 28 clusters Score -1.017083e+08 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10262 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10124 members Mstep: Class 4 contains 37057 members Mstep: Class 5 contains 10511 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84422 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13255 members Mstep: Class 12 contains 847 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 12100 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114415 members Mstep: Class 21 contains 3631 members Mstep: Class 22 contains 15429 members Mstep: Class 23 contains 8026 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 48083 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27324 members Entering Unmasked Estep ConsiderDeletion Score: -101708128.000000 Penalty: 214845.046875 Iteration 117Q: 28 clusters Score -1.017081e+08 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10116 members Mstep: Class 4 contains 37048 members Mstep: Class 5 contains 10511 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84420 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13256 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 12276 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20805 members Mstep: Class 20 contains 114422 members Mstep: Class 21 contains 3629 members Mstep: Class 22 contains 15429 members Mstep: Class 23 contains 8024 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47923 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27327 members Entering Unmasked Estep ConsiderDeletion Score: -101708176.000000 Penalty: 214845.046875 Iteration 118Q: 28 clusters Score -1.017082e+08 nChanged 313 Entering ConstructFrom: Score: -101708176.000000 Penalty: 214845.046875 Entering ConstructFrom: Trying to split cluster 1 (10259 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Entering Unmasked Estep Score: -2341765.500000 Penalty: 5656.995117 Iteration 0F: 2 clusters Score -2341766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -2331316.500000 Penalty: 11313.990234 Iteration 0F: 3 clusters Score -2331316 nChanged 3799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -2333466.250000 Penalty: 11313.990234 Iteration 1F: 3 clusters Score -2333466 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -2333934.750000 Penalty: 11313.990234 Iteration 2F: 3 clusters Score -2333935 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -2334229.750000 Penalty: 11313.990234 Iteration 3F: 3 clusters Score -2334230 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -2334436.250000 Penalty: 11313.990234 Iteration 4Q: 3 clusters Score -2334436 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -2334556.000000 Penalty: 11313.990234 Iteration 5Q: 3 clusters Score -2334556 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -2334655.500000 Penalty: 11313.990234 Iteration 6Q: 3 clusters Score -2334656 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -2334733.000000 Penalty: 11313.990234 Iteration 7Q: 3 clusters Score -2334733 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -2334830.250000 Penalty: 11313.990234 Iteration 8Q: 3 clusters Score -2334830 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -2334893.000000 Penalty: 11313.990234 Iteration 9Q: 3 clusters Score -2334893 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -2334944.500000 Penalty: 11313.990234 Iteration 10Q: 3 clusters Score -2334944 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -2334996.000000 Penalty: 11313.990234 Iteration 11Q: 3 clusters Score -2334996 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -2335050.500000 Penalty: 11313.990234 Iteration 12Q: 3 clusters Score -2335050 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -2335092.000000 Penalty: 11313.990234 Iteration 13Q: 3 clusters Score -2335092 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -2335137.250000 Penalty: 11313.990234 Iteration 14Q: 3 clusters Score -2335137 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -2335173.250000 Penalty: 11313.990234 Iteration 15Q: 3 clusters Score -2335173 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -2335204.000000 Penalty: 11313.990234 Iteration 16Q: 3 clusters Score -2335204 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -2335225.750000 Penalty: 11313.990234 Iteration 17Q: 3 clusters Score -2335226 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -2335260.750000 Penalty: 11313.990234 Iteration 18Q: 3 clusters Score -2335261 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -2335287.000000 Penalty: 11313.990234 Iteration 19Q: 3 clusters Score -2335287 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -2335330.250000 Penalty: 11313.990234 Iteration 20F: 3 clusters Score -2335330 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -2335362.500000 Penalty: 11313.990234 Iteration 21Q: 3 clusters Score -2335362 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -2335393.250000 Penalty: 11313.990234 Iteration 22Q: 3 clusters Score -2335393 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -2335422.500000 Penalty: 11313.990234 Iteration 23Q: 3 clusters Score -2335422 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -2335448.500000 Penalty: 11313.990234 Iteration 24Q: 3 clusters Score -2335448 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -2335481.750000 Penalty: 11313.990234 Iteration 25Q: 3 clusters Score -2335482 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -2335517.000000 Penalty: 11313.990234 Iteration 26Q: 3 clusters Score -2335517 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -2335548.500000 Penalty: 11313.990234 Iteration 27Q: 3 clusters Score -2335548 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -2335581.500000 Penalty: 11313.990234 Iteration 28Q: 3 clusters Score -2335582 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -2335612.250000 Penalty: 11313.990234 Iteration 29Q: 3 clusters Score -2335612 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -2335642.250000 Penalty: 11313.990234 Iteration 30Q: 3 clusters Score -2335642 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -2335674.750000 Penalty: 11313.990234 Iteration 31Q: 3 clusters Score -2335675 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -2335711.000000 Penalty: 11313.990234 Iteration 32Q: 3 clusters Score -2335711 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -2335743.750000 Penalty: 11313.990234 Iteration 33Q: 3 clusters Score -2335744 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -2335769.000000 Penalty: 11313.990234 Iteration 34Q: 3 clusters Score -2335769 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -2335797.750000 Penalty: 11313.990234 Iteration 35Q: 3 clusters Score -2335798 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -2335827.250000 Penalty: 11313.990234 Iteration 36Q: 3 clusters Score -2335827 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -2335848.000000 Penalty: 11313.990234 Iteration 37Q: 3 clusters Score -2335848 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -2335885.500000 Penalty: 11313.990234 Iteration 38Q: 3 clusters Score -2335886 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -2335913.250000 Penalty: 11313.990234 Iteration 39Q: 3 clusters Score -2335913 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -2335951.500000 Penalty: 11313.990234 Iteration 40F: 3 clusters Score -2335952 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -2335983.250000 Penalty: 11313.990234 Iteration 41Q: 3 clusters Score -2335983 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -2336029.500000 Penalty: 11313.990234 Iteration 42Q: 3 clusters Score -2336030 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -2336079.000000 Penalty: 11313.990234 Iteration 43Q: 3 clusters Score -2336079 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -2336129.250000 Penalty: 11313.990234 Iteration 44Q: 3 clusters Score -2336129 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -2336185.750000 Penalty: 11313.990234 Iteration 45Q: 3 clusters Score -2336186 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -2336236.500000 Penalty: 11313.990234 Iteration 46Q: 3 clusters Score -2336236 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -2336297.000000 Penalty: 11313.990234 Iteration 47Q: 3 clusters Score -2336297 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -2336360.750000 Penalty: 11313.990234 Iteration 48Q: 3 clusters Score -2336361 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -2336409.250000 Penalty: 11313.990234 Iteration 49Q: 3 clusters Score -2336409 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 8105 members Entering Unmasked Estep Score: -2336464.750000 Penalty: 11313.990234 Iteration 50Q: 3 clusters Score -2336465 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -2336514.000000 Penalty: 11313.990234 Iteration 51Q: 3 clusters Score -2336514 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -2336559.000000 Penalty: 11313.990234 Iteration 52Q: 3 clusters Score -2336559 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 8286 members Entering Unmasked Estep Score: -2336611.500000 Penalty: 11313.990234 Iteration 53Q: 3 clusters Score -2336612 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -2336642.500000 Penalty: 11313.990234 Iteration 54Q: 3 clusters Score -2336642 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -2336681.000000 Penalty: 11313.990234 Iteration 55Q: 3 clusters Score -2336681 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -2336731.500000 Penalty: 11313.990234 Iteration 56Q: 3 clusters Score -2336732 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -2336772.750000 Penalty: 11313.990234 Iteration 57Q: 3 clusters Score -2336773 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -2336808.750000 Penalty: 11313.990234 Iteration 58Q: 3 clusters Score -2336809 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -2336846.500000 Penalty: 11313.990234 Iteration 59Q: 3 clusters Score -2336846 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -2336880.500000 Penalty: 11313.990234 Iteration 60F: 3 clusters Score -2336880 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -2336933.000000 Penalty: 11313.990234 Iteration 61Q: 3 clusters Score -2336933 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -2336955.000000 Penalty: 11313.990234 Iteration 62Q: 3 clusters Score -2336955 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -2336972.750000 Penalty: 11313.990234 Iteration 63Q: 3 clusters Score -2336973 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -2337002.250000 Penalty: 11313.990234 Iteration 64Q: 3 clusters Score -2337002 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -2337019.750000 Penalty: 11313.990234 Iteration 65Q: 3 clusters Score -2337020 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -2337030.000000 Penalty: 11313.990234 Iteration 66Q: 3 clusters Score -2337030 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -2337049.500000 Penalty: 11313.990234 Iteration 67Q: 3 clusters Score -2337050 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -2337056.750000 Penalty: 11313.990234 Iteration 68Q: 3 clusters Score -2337057 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 8848 members Entering Unmasked Estep Score: -2337062.000000 Penalty: 11313.990234 Iteration 69Q: 3 clusters Score -2337062 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -2337075.250000 Penalty: 11313.990234 Iteration 70Q: 3 clusters Score -2337075 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 8867 members Entering Unmasked Estep Score: -2337080.750000 Penalty: 11313.990234 Iteration 71Q: 3 clusters Score -2337081 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -2337094.000000 Penalty: 11313.990234 Iteration 72Q: 3 clusters Score -2337094 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -2337104.000000 Penalty: 11313.990234 Iteration 73Q: 3 clusters Score -2337104 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -2337116.750000 Penalty: 11313.990234 Iteration 74Q: 3 clusters Score -2337117 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -2337128.250000 Penalty: 11313.990234 Iteration 75Q: 3 clusters Score -2337128 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -2337137.750000 Penalty: 11313.990234 Iteration 76Q: 3 clusters Score -2337138 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -2337155.500000 Penalty: 11313.990234 Iteration 77Q: 3 clusters Score -2337156 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -2337174.000000 Penalty: 11313.990234 Iteration 78Q: 3 clusters Score -2337174 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -2337180.000000 Penalty: 11313.990234 Iteration 79Q: 3 clusters Score -2337180 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -2337193.000000 Penalty: 11313.990234 Iteration 80F: 3 clusters Score -2337193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -2337195.250000 Penalty: 11313.990234 Iteration 81Q: 3 clusters Score -2337195 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -2337201.500000 Penalty: 11313.990234 Iteration 82Q: 3 clusters Score -2337202 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -2337204.500000 Penalty: 11313.990234 Iteration 83Q: 3 clusters Score -2337204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -2337209.250000 Penalty: 11313.990234 Iteration 84Q: 3 clusters Score -2337209 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -2337216.500000 Penalty: 11313.990234 Iteration 85Q: 3 clusters Score -2337216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -2337221.250000 Penalty: 11313.990234 Iteration 86Q: 3 clusters Score -2337221 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -2337223.500000 Penalty: 11313.990234 Iteration 87Q: 3 clusters Score -2337224 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -2337233.500000 Penalty: 11313.990234 Iteration 88Q: 3 clusters Score -2337234 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -2337239.750000 Penalty: 11313.990234 Iteration 89Q: 3 clusters Score -2337240 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -2337243.250000 Penalty: 11313.990234 Iteration 90Q: 3 clusters Score -2337243 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -2337248.000000 Penalty: 11313.990234 Iteration 91Q: 3 clusters Score -2337248 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -2337255.750000 Penalty: 11313.990234 Iteration 92Q: 3 clusters Score -2337256 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -2337259.750000 Penalty: 11313.990234 Iteration 93Q: 3 clusters Score -2337260 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -2337264.750000 Penalty: 11313.990234 Iteration 94Q: 3 clusters Score -2337265 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -2337272.000000 Penalty: 11313.990234 Iteration 95Q: 3 clusters Score -2337272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -2337278.250000 Penalty: 11313.990234 Iteration 96Q: 3 clusters Score -2337278 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -2337289.000000 Penalty: 11313.990234 Iteration 97Q: 3 clusters Score -2337289 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -2337296.500000 Penalty: 11313.990234 Iteration 98Q: 3 clusters Score -2337296 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -2337298.250000 Penalty: 11313.990234 Iteration 99Q: 3 clusters Score -2337298 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -2337305.250000 Penalty: 11313.990234 Iteration 100F: 3 clusters Score -2337305 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -2337308.000000 Penalty: 11313.990234 Iteration 101Q: 3 clusters Score -2337308 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -2337312.250000 Penalty: 11313.990234 Iteration 102Q: 3 clusters Score -2337312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -2337316.000000 Penalty: 11313.990234 Iteration 103Q: 3 clusters Score -2337316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -2337315.000000 Penalty: 11313.990234 Iteration 104Q: 3 clusters Score -2337315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 9052 members Entering Unmasked Estep Score: -2337314.500000 Penalty: 11313.990234 Iteration 105Q: 3 clusters Score -2337314 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 9052 members Entering Unmasked Estep Score: -2337314.500000 Penalty: 11313.990234 Iteration 106F: 3 clusters Score -2337314 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Entering Unmasked Estep Score: -1088347.375000 Penalty: 5177.316406 Iteration 0F: 2 clusters Score -1088347 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -1081500.125000 Penalty: 10354.632812 Iteration 0F: 3 clusters Score -1081500 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1082621.750000 Penalty: 10354.632812 Iteration 1F: 3 clusters Score -1082622 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1082979.125000 Penalty: 10354.632812 Iteration 2F: 3 clusters Score -1082979 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1083214.500000 Penalty: 10354.632812 Iteration 3Q: 3 clusters Score -1083214 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -1083466.375000 Penalty: 10354.632812 Iteration 4Q: 3 clusters Score -1083466 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1083682.625000 Penalty: 10354.632812 Iteration 5Q: 3 clusters Score -1083683 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1083853.125000 Penalty: 10354.632812 Iteration 6Q: 3 clusters Score -1083853 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1083987.625000 Penalty: 10354.632812 Iteration 7Q: 3 clusters Score -1083988 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1084140.375000 Penalty: 10354.632812 Iteration 8Q: 3 clusters Score -1084140 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1084321.000000 Penalty: 10354.632812 Iteration 9Q: 3 clusters Score -1084321 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1084480.375000 Penalty: 10354.632812 Iteration 10Q: 3 clusters Score -1084480 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1084602.500000 Penalty: 10354.632812 Iteration 11Q: 3 clusters Score -1084602 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -1084690.125000 Penalty: 10354.632812 Iteration 12Q: 3 clusters Score -1084690 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -1084763.875000 Penalty: 10354.632812 Iteration 13Q: 3 clusters Score -1084764 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1084827.500000 Penalty: 10354.632812 Iteration 14Q: 3 clusters Score -1084828 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -1084879.500000 Penalty: 10354.632812 Iteration 15Q: 3 clusters Score -1084880 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -1084913.750000 Penalty: 10354.632812 Iteration 16Q: 3 clusters Score -1084914 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1084944.000000 Penalty: 10354.632812 Iteration 17Q: 3 clusters Score -1084944 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -1084967.250000 Penalty: 10354.632812 Iteration 18Q: 3 clusters Score -1084967 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1084991.750000 Penalty: 10354.632812 Iteration 19Q: 3 clusters Score -1084992 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1085012.000000 Penalty: 10354.632812 Iteration 20F: 3 clusters Score -1085012 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -1085030.375000 Penalty: 10354.632812 Iteration 21Q: 3 clusters Score -1085030 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -1085048.125000 Penalty: 10354.632812 Iteration 22Q: 3 clusters Score -1085048 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -1085068.375000 Penalty: 10354.632812 Iteration 23Q: 3 clusters Score -1085068 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -1085085.500000 Penalty: 10354.632812 Iteration 24Q: 3 clusters Score -1085086 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1085102.125000 Penalty: 10354.632812 Iteration 25Q: 3 clusters Score -1085102 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1085116.000000 Penalty: 10354.632812 Iteration 26Q: 3 clusters Score -1085116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1085125.375000 Penalty: 10354.632812 Iteration 27Q: 3 clusters Score -1085125 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -1085134.750000 Penalty: 10354.632812 Iteration 28Q: 3 clusters Score -1085135 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1085144.250000 Penalty: 10354.632812 Iteration 29Q: 3 clusters Score -1085144 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1085144.750000 Penalty: 10354.632812 Iteration 30Q: 3 clusters Score -1085145 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -1085149.375000 Penalty: 10354.632812 Iteration 31Q: 3 clusters Score -1085149 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -1085154.375000 Penalty: 10354.632812 Iteration 32Q: 3 clusters Score -1085154 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1085156.125000 Penalty: 10354.632812 Iteration 33Q: 3 clusters Score -1085156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -1085157.875000 Penalty: 10354.632812 Iteration 34Q: 3 clusters Score -1085158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1085161.125000 Penalty: 10354.632812 Iteration 35Q: 3 clusters Score -1085161 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1085163.500000 Penalty: 10354.632812 Iteration 36Q: 3 clusters Score -1085164 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -1085164.625000 Penalty: 10354.632812 Iteration 37Q: 3 clusters Score -1085165 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -1085164.625000 Penalty: 10354.632812 Iteration 38F: 3 clusters Score -1085165 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Entering Unmasked Estep Score: -2247962.500000 Penalty: 5648.639648 Iteration 0F: 2 clusters Score -2247962 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -2237703.250000 Penalty: 11297.279297 Iteration 0F: 3 clusters Score -2237703 nChanged 3756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -2239927.000000 Penalty: 11297.279297 Iteration 1F: 3 clusters Score -2239927 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -2240454.500000 Penalty: 11297.279297 Iteration 2F: 3 clusters Score -2240454 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -2240810.500000 Penalty: 11297.279297 Iteration 3F: 3 clusters Score -2240810 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -2241040.000000 Penalty: 11297.279297 Iteration 4Q: 3 clusters Score -2241040 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -2241199.750000 Penalty: 11297.279297 Iteration 5Q: 3 clusters Score -2241200 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -2241321.250000 Penalty: 11297.279297 Iteration 6Q: 3 clusters Score -2241321 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -2241408.500000 Penalty: 11297.279297 Iteration 7Q: 3 clusters Score -2241408 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -2241471.750000 Penalty: 11297.279297 Iteration 8Q: 3 clusters Score -2241472 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -2241522.500000 Penalty: 11297.279297 Iteration 9Q: 3 clusters Score -2241522 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -2241569.500000 Penalty: 11297.279297 Iteration 10Q: 3 clusters Score -2241570 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -2241616.750000 Penalty: 11297.279297 Iteration 11Q: 3 clusters Score -2241617 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -2241668.000000 Penalty: 11297.279297 Iteration 12Q: 3 clusters Score -2241668 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -2241715.250000 Penalty: 11297.279297 Iteration 13Q: 3 clusters Score -2241715 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -2241764.500000 Penalty: 11297.279297 Iteration 14Q: 3 clusters Score -2241764 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -2241798.500000 Penalty: 11297.279297 Iteration 15Q: 3 clusters Score -2241798 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -2241833.500000 Penalty: 11297.279297 Iteration 16Q: 3 clusters Score -2241834 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -2241861.750000 Penalty: 11297.279297 Iteration 17Q: 3 clusters Score -2241862 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -2241888.500000 Penalty: 11297.279297 Iteration 18Q: 3 clusters Score -2241888 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -2241916.750000 Penalty: 11297.279297 Iteration 19Q: 3 clusters Score -2241917 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -2241936.000000 Penalty: 11297.279297 Iteration 20F: 3 clusters Score -2241936 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -2241957.250000 Penalty: 11297.279297 Iteration 21Q: 3 clusters Score -2241957 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -2241971.000000 Penalty: 11297.279297 Iteration 22Q: 3 clusters Score -2241971 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -2241983.750000 Penalty: 11297.279297 Iteration 23Q: 3 clusters Score -2241984 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -2242006.000000 Penalty: 11297.279297 Iteration 24Q: 3 clusters Score -2242006 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -2242026.500000 Penalty: 11297.279297 Iteration 25Q: 3 clusters Score -2242026 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -2242030.250000 Penalty: 11297.279297 Iteration 26Q: 3 clusters Score -2242030 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -2242051.500000 Penalty: 11297.279297 Iteration 27Q: 3 clusters Score -2242052 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -2242065.250000 Penalty: 11297.279297 Iteration 28Q: 3 clusters Score -2242065 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -2242075.500000 Penalty: 11297.279297 Iteration 29Q: 3 clusters Score -2242076 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -2242077.250000 Penalty: 11297.279297 Iteration 30Q: 3 clusters Score -2242077 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -2242095.500000 Penalty: 11297.279297 Iteration 31Q: 3 clusters Score -2242096 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -2242108.500000 Penalty: 11297.279297 Iteration 32Q: 3 clusters Score -2242108 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -2242122.500000 Penalty: 11297.279297 Iteration 33Q: 3 clusters Score -2242122 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -2242136.250000 Penalty: 11297.279297 Iteration 34Q: 3 clusters Score -2242136 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -2242145.000000 Penalty: 11297.279297 Iteration 35Q: 3 clusters Score -2242145 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -2242159.500000 Penalty: 11297.279297 Iteration 36Q: 3 clusters Score -2242160 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -2242168.500000 Penalty: 11297.279297 Iteration 37Q: 3 clusters Score -2242168 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -2242176.750000 Penalty: 11297.279297 Iteration 38Q: 3 clusters Score -2242177 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -2242184.750000 Penalty: 11297.279297 Iteration 39Q: 3 clusters Score -2242185 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -2242192.250000 Penalty: 11297.279297 Iteration 40F: 3 clusters Score -2242192 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -2242197.000000 Penalty: 11297.279297 Iteration 41Q: 3 clusters Score -2242197 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -2242218.000000 Penalty: 11297.279297 Iteration 42Q: 3 clusters Score -2242218 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -2242216.000000 Penalty: 11297.279297 Iteration 43Q: 3 clusters Score -2242216 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -2242229.250000 Penalty: 11297.279297 Iteration 44Q: 3 clusters Score -2242229 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -2242232.250000 Penalty: 11297.279297 Iteration 45Q: 3 clusters Score -2242232 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -2242248.500000 Penalty: 11297.279297 Iteration 46Q: 3 clusters Score -2242248 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -2242247.250000 Penalty: 11297.279297 Iteration 47Q: 3 clusters Score -2242247 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -2242257.750000 Penalty: 11297.279297 Iteration 48Q: 3 clusters Score -2242258 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -2242267.750000 Penalty: 11297.279297 Iteration 49Q: 3 clusters Score -2242268 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -2242269.500000 Penalty: 11297.279297 Iteration 50Q: 3 clusters Score -2242270 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -2242275.250000 Penalty: 11297.279297 Iteration 51Q: 3 clusters Score -2242275 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -2242276.750000 Penalty: 11297.279297 Iteration 52Q: 3 clusters Score -2242277 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -2242284.000000 Penalty: 11297.279297 Iteration 53Q: 3 clusters Score -2242284 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -2242288.750000 Penalty: 11297.279297 Iteration 54Q: 3 clusters Score -2242289 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -2242289.500000 Penalty: 11297.279297 Iteration 55Q: 3 clusters Score -2242290 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -2242292.750000 Penalty: 11297.279297 Iteration 56Q: 3 clusters Score -2242293 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -2242291.000000 Penalty: 11297.279297 Iteration 57Q: 3 clusters Score -2242291 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -2242295.250000 Penalty: 11297.279297 Iteration 58Q: 3 clusters Score -2242295 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -2242295.250000 Penalty: 11297.279297 Iteration 59Q: 3 clusters Score -2242295 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -2242298.250000 Penalty: 11297.279297 Iteration 60F: 3 clusters Score -2242298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -2242298.000000 Penalty: 11297.279297 Iteration 61Q: 3 clusters Score -2242298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -2242301.750000 Penalty: 11297.279297 Iteration 62Q: 3 clusters Score -2242302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -2242295.250000 Penalty: 11297.279297 Iteration 63Q: 3 clusters Score -2242295 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -2242294.500000 Penalty: 11297.279297 Iteration 64Q: 3 clusters Score -2242294 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -2242292.750000 Penalty: 11297.279297 Iteration 65Q: 3 clusters Score -2242293 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -2242301.500000 Penalty: 11297.279297 Iteration 66Q: 3 clusters Score -2242302 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -2242305.000000 Penalty: 11297.279297 Iteration 67Q: 3 clusters Score -2242305 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -2242308.750000 Penalty: 11297.279297 Iteration 68Q: 3 clusters Score -2242309 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -2242312.500000 Penalty: 11297.279297 Iteration 69Q: 3 clusters Score -2242312 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -2242321.000000 Penalty: 11297.279297 Iteration 70Q: 3 clusters Score -2242321 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -2242328.000000 Penalty: 11297.279297 Iteration 71Q: 3 clusters Score -2242328 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -2242338.000000 Penalty: 11297.279297 Iteration 72Q: 3 clusters Score -2242338 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -2242339.250000 Penalty: 11297.279297 Iteration 73Q: 3 clusters Score -2242339 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -2242344.500000 Penalty: 11297.279297 Iteration 74Q: 3 clusters Score -2242344 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -2242349.250000 Penalty: 11297.279297 Iteration 75Q: 3 clusters Score -2242349 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -2242362.000000 Penalty: 11297.279297 Iteration 76Q: 3 clusters Score -2242362 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -2242367.000000 Penalty: 11297.279297 Iteration 77Q: 3 clusters Score -2242367 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -2242381.000000 Penalty: 11297.279297 Iteration 78Q: 3 clusters Score -2242381 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -2242384.500000 Penalty: 11297.279297 Iteration 79Q: 3 clusters Score -2242384 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -2242391.750000 Penalty: 11297.279297 Iteration 80F: 3 clusters Score -2242392 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -2242395.750000 Penalty: 11297.279297 Iteration 81Q: 3 clusters Score -2242396 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -2242397.750000 Penalty: 11297.279297 Iteration 82Q: 3 clusters Score -2242398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -2242400.000000 Penalty: 11297.279297 Iteration 83Q: 3 clusters Score -2242400 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -2242398.250000 Penalty: 11297.279297 Iteration 84Q: 3 clusters Score -2242398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -2242408.500000 Penalty: 11297.279297 Iteration 85Q: 3 clusters Score -2242408 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -2242411.000000 Penalty: 11297.279297 Iteration 86Q: 3 clusters Score -2242411 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -2242411.000000 Penalty: 11297.279297 Iteration 87Q: 3 clusters Score -2242411 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -2242412.500000 Penalty: 11297.279297 Iteration 88Q: 3 clusters Score -2242412 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -2242417.000000 Penalty: 11297.279297 Iteration 89Q: 3 clusters Score -2242417 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -2242423.500000 Penalty: 11297.279297 Iteration 90Q: 3 clusters Score -2242424 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -2242429.500000 Penalty: 11297.279297 Iteration 91Q: 3 clusters Score -2242430 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -2242437.250000 Penalty: 11297.279297 Iteration 92Q: 3 clusters Score -2242437 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -2242438.000000 Penalty: 11297.279297 Iteration 93Q: 3 clusters Score -2242438 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -2242445.250000 Penalty: 11297.279297 Iteration 94Q: 3 clusters Score -2242445 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -2242446.500000 Penalty: 11297.279297 Iteration 95Q: 3 clusters Score -2242446 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -2242456.750000 Penalty: 11297.279297 Iteration 96Q: 3 clusters Score -2242457 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -2242463.750000 Penalty: 11297.279297 Iteration 97Q: 3 clusters Score -2242464 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -2242467.250000 Penalty: 11297.279297 Iteration 98Q: 3 clusters Score -2242467 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -2242465.250000 Penalty: 11297.279297 Iteration 99Q: 3 clusters Score -2242465 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -2242470.500000 Penalty: 11297.279297 Iteration 100F: 3 clusters Score -2242470 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -2242477.250000 Penalty: 11297.279297 Iteration 101Q: 3 clusters Score -2242477 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -2242475.750000 Penalty: 11297.279297 Iteration 102Q: 3 clusters Score -2242476 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -2242475.750000 Penalty: 11297.279297 Iteration 103Q: 3 clusters Score -2242476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -2242476.500000 Penalty: 11297.279297 Iteration 104Q: 3 clusters Score -2242476 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -2242479.250000 Penalty: 11297.279297 Iteration 105Q: 3 clusters Score -2242479 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -2242481.250000 Penalty: 11297.279297 Iteration 106Q: 3 clusters Score -2242481 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -2242484.750000 Penalty: 11297.279297 Iteration 107Q: 3 clusters Score -2242485 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -2242487.500000 Penalty: 11297.279297 Iteration 108Q: 3 clusters Score -2242488 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -2242485.250000 Penalty: 11297.279297 Iteration 109Q: 3 clusters Score -2242485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -2242487.000000 Penalty: 11297.279297 Iteration 110Q: 3 clusters Score -2242487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -2242487.000000 Penalty: 11297.279297 Iteration 111Q: 3 clusters Score -2242487 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -2242485.500000 Penalty: 11297.279297 Iteration 112Q: 3 clusters Score -2242486 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -2242493.500000 Penalty: 11297.279297 Iteration 113Q: 3 clusters Score -2242494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -2242496.000000 Penalty: 11297.279297 Iteration 114Q: 3 clusters Score -2242496 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -2242502.500000 Penalty: 11297.279297 Iteration 115Q: 3 clusters Score -2242502 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -2242501.000000 Penalty: 11297.279297 Iteration 116Q: 3 clusters Score -2242501 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -2242507.250000 Penalty: 11297.279297 Iteration 117Q: 3 clusters Score -2242507 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -2242513.000000 Penalty: 11297.279297 Iteration 118Q: 3 clusters Score -2242513 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -2242515.500000 Penalty: 11297.279297 Iteration 119Q: 3 clusters Score -2242516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -2242514.750000 Penalty: 11297.279297 Iteration 120F: 3 clusters Score -2242515 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -2242516.750000 Penalty: 11297.279297 Iteration 121Q: 3 clusters Score -2242517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -2242518.250000 Penalty: 11297.279297 Iteration 122Q: 3 clusters Score -2242518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -2242519.250000 Penalty: 11297.279297 Iteration 123Q: 3 clusters Score -2242519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -2242520.500000 Penalty: 11297.279297 Iteration 124Q: 3 clusters Score -2242520 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -2242521.750000 Penalty: 11297.279297 Iteration 125Q: 3 clusters Score -2242522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -2242519.250000 Penalty: 11297.279297 Iteration 126Q: 3 clusters Score -2242519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -2242519.000000 Penalty: 11297.279297 Iteration 127Q: 3 clusters Score -2242519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -2242519.750000 Penalty: 11297.279297 Iteration 128Q: 3 clusters Score -2242520 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -2242518.250000 Penalty: 11297.279297 Iteration 129Q: 3 clusters Score -2242518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -2242520.500000 Penalty: 11297.279297 Iteration 130Q: 3 clusters Score -2242520 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -2242520.500000 Penalty: 11297.279297 Iteration 131F: 3 clusters Score -2242520 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (37048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37048 members Entering Unmasked Estep Score: -8836238.000000 Penalty: 6443.481445 Iteration 0F: 2 clusters Score -8836238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18574 members Mstep: Class 2 contains 18474 members Entering Unmasked Estep Score: -8809142.000000 Penalty: 12886.962891 Iteration 0F: 3 clusters Score -8809142 nChanged 15717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19013 members Mstep: Class 2 contains 18035 members Entering Unmasked Estep Score: -8818515.000000 Penalty: 12886.962891 Iteration 1F: 3 clusters Score -8818515 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19672 members Mstep: Class 2 contains 17376 members Entering Unmasked Estep Score: -8820854.000000 Penalty: 12886.962891 Iteration 2F: 3 clusters Score -8820854 nChanged 2953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20881 members Mstep: Class 2 contains 16167 members Entering Unmasked Estep Score: -8823289.000000 Penalty: 12886.962891 Iteration 3F: 3 clusters Score -8823289 nChanged 3037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22558 members Mstep: Class 2 contains 14490 members Entering Unmasked Estep Score: -8825806.000000 Penalty: 12886.962891 Iteration 4F: 3 clusters Score -8825806 nChanged 2851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24433 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -8828314.000000 Penalty: 12886.962891 Iteration 5F: 3 clusters Score -8828314 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26110 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -8830300.000000 Penalty: 12886.962891 Iteration 6F: 3 clusters Score -8830300 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27549 members Mstep: Class 2 contains 9499 members Entering Unmasked Estep Score: -8831785.000000 Penalty: 12886.962891 Iteration 7F: 3 clusters Score -8831785 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28697 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -8832802.000000 Penalty: 12886.962891 Iteration 8Q: 3 clusters Score -8832802 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29583 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -8833470.000000 Penalty: 12886.962891 Iteration 9Q: 3 clusters Score -8833470 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30272 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -8833829.000000 Penalty: 12886.962891 Iteration 10Q: 3 clusters Score -8833829 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30792 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -8834095.000000 Penalty: 12886.962891 Iteration 11Q: 3 clusters Score -8834095 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31182 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -8834236.000000 Penalty: 12886.962891 Iteration 12Q: 3 clusters Score -8834236 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31481 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -8834337.000000 Penalty: 12886.962891 Iteration 13Q: 3 clusters Score -8834337 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31741 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -8834449.000000 Penalty: 12886.962891 Iteration 14Q: 3 clusters Score -8834449 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31954 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -8834510.000000 Penalty: 12886.962891 Iteration 15Q: 3 clusters Score -8834510 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32121 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -8834561.000000 Penalty: 12886.962891 Iteration 16Q: 3 clusters Score -8834561 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32251 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -8834582.000000 Penalty: 12886.962891 Iteration 17Q: 3 clusters Score -8834582 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32370 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -8834628.000000 Penalty: 12886.962891 Iteration 18Q: 3 clusters Score -8834628 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32487 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -8834658.000000 Penalty: 12886.962891 Iteration 19Q: 3 clusters Score -8834658 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32602 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -8834661.000000 Penalty: 12886.962891 Iteration 20F: 3 clusters Score -8834661 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32716 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -8834690.000000 Penalty: 12886.962891 Iteration 21Q: 3 clusters Score -8834690 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32847 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -8834740.000000 Penalty: 12886.962891 Iteration 22Q: 3 clusters Score -8834740 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32959 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -8834761.000000 Penalty: 12886.962891 Iteration 23Q: 3 clusters Score -8834761 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33057 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -8834793.000000 Penalty: 12886.962891 Iteration 24Q: 3 clusters Score -8834793 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33154 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -8834820.000000 Penalty: 12886.962891 Iteration 25Q: 3 clusters Score -8834820 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33226 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -8834848.000000 Penalty: 12886.962891 Iteration 26Q: 3 clusters Score -8834848 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33278 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -8834867.000000 Penalty: 12886.962891 Iteration 27Q: 3 clusters Score -8834867 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33319 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -8834887.000000 Penalty: 12886.962891 Iteration 28Q: 3 clusters Score -8834887 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33355 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -8834886.000000 Penalty: 12886.962891 Iteration 29Q: 3 clusters Score -8834886 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33386 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -8834905.000000 Penalty: 12886.962891 Iteration 30Q: 3 clusters Score -8834905 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33415 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -8834913.000000 Penalty: 12886.962891 Iteration 31Q: 3 clusters Score -8834913 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33446 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -8834936.000000 Penalty: 12886.962891 Iteration 32Q: 3 clusters Score -8834936 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33468 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -8834929.000000 Penalty: 12886.962891 Iteration 33Q: 3 clusters Score -8834929 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33491 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -8834928.000000 Penalty: 12886.962891 Iteration 34Q: 3 clusters Score -8834928 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33511 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -8834939.000000 Penalty: 12886.962891 Iteration 35Q: 3 clusters Score -8834939 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33535 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -8834947.000000 Penalty: 12886.962891 Iteration 36Q: 3 clusters Score -8834947 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33567 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -8834957.000000 Penalty: 12886.962891 Iteration 37Q: 3 clusters Score -8834957 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33588 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -8834953.000000 Penalty: 12886.962891 Iteration 38Q: 3 clusters Score -8834953 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33606 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -8834943.000000 Penalty: 12886.962891 Iteration 39Q: 3 clusters Score -8834943 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33628 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -8834965.000000 Penalty: 12886.962891 Iteration 40F: 3 clusters Score -8834965 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33645 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -8834960.000000 Penalty: 12886.962891 Iteration 41Q: 3 clusters Score -8834960 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33660 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -8834949.000000 Penalty: 12886.962891 Iteration 42Q: 3 clusters Score -8834949 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33670 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -8834952.000000 Penalty: 12886.962891 Iteration 43Q: 3 clusters Score -8834952 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33681 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -8834959.000000 Penalty: 12886.962891 Iteration 44Q: 3 clusters Score -8834959 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33694 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -8834952.000000 Penalty: 12886.962891 Iteration 45Q: 3 clusters Score -8834952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33708 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -8834945.000000 Penalty: 12886.962891 Iteration 46Q: 3 clusters Score -8834945 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33719 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -8834948.000000 Penalty: 12886.962891 Iteration 47Q: 3 clusters Score -8834948 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33732 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -8834952.000000 Penalty: 12886.962891 Iteration 48Q: 3 clusters Score -8834952 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33740 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -8834955.000000 Penalty: 12886.962891 Iteration 49Q: 3 clusters Score -8834955 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33749 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -8834964.000000 Penalty: 12886.962891 Iteration 50Q: 3 clusters Score -8834964 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33756 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -8834965.000000 Penalty: 12886.962891 Iteration 51Q: 3 clusters Score -8834965 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33761 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -8834977.000000 Penalty: 12886.962891 Iteration 52Q: 3 clusters Score -8834977 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33769 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -8834987.000000 Penalty: 12886.962891 Iteration 53Q: 3 clusters Score -8834987 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33778 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -8834978.000000 Penalty: 12886.962891 Iteration 54Q: 3 clusters Score -8834978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33785 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -8834973.000000 Penalty: 12886.962891 Iteration 55Q: 3 clusters Score -8834973 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33793 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -8834978.000000 Penalty: 12886.962891 Iteration 56Q: 3 clusters Score -8834978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33796 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -8834982.000000 Penalty: 12886.962891 Iteration 57Q: 3 clusters Score -8834982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33797 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -8834987.000000 Penalty: 12886.962891 Iteration 58Q: 3 clusters Score -8834987 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33799 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -8834981.000000 Penalty: 12886.962891 Iteration 59Q: 3 clusters Score -8834981 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33799 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -8834981.000000 Penalty: 12886.962891 Iteration 60F: 3 clusters Score -8834981 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Entering Unmasked Estep Score: -2455408.250000 Penalty: 5671.625488 Iteration 0F: 2 clusters Score -2455408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -2444946.500000 Penalty: 11343.250977 Iteration 0F: 3 clusters Score -2444946 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -2447344.500000 Penalty: 11343.250977 Iteration 1F: 3 clusters Score -2447344 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -2448408.750000 Penalty: 11343.250977 Iteration 2F: 3 clusters Score -2448409 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -2449820.750000 Penalty: 11343.250977 Iteration 3F: 3 clusters Score -2449821 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -2451105.500000 Penalty: 11343.250977 Iteration 4F: 3 clusters Score -2451106 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -2452080.500000 Penalty: 11343.250977 Iteration 5F: 3 clusters Score -2452080 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -2452773.750000 Penalty: 11343.250977 Iteration 6F: 3 clusters Score -2452774 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -2453254.250000 Penalty: 11343.250977 Iteration 7Q: 3 clusters Score -2453254 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -2453607.250000 Penalty: 11343.250977 Iteration 8Q: 3 clusters Score -2453607 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -2453923.250000 Penalty: 11343.250977 Iteration 9Q: 3 clusters Score -2453923 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -2454142.500000 Penalty: 11343.250977 Iteration 10Q: 3 clusters Score -2454142 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -2454299.750000 Penalty: 11343.250977 Iteration 11Q: 3 clusters Score -2454300 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -2454453.500000 Penalty: 11343.250977 Iteration 12Q: 3 clusters Score -2454454 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -2454546.500000 Penalty: 11343.250977 Iteration 13Q: 3 clusters Score -2454546 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -2454615.750000 Penalty: 11343.250977 Iteration 14Q: 3 clusters Score -2454616 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -2454659.250000 Penalty: 11343.250977 Iteration 15Q: 3 clusters Score -2454659 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -2454680.750000 Penalty: 11343.250977 Iteration 16Q: 3 clusters Score -2454681 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -2454703.500000 Penalty: 11343.250977 Iteration 17Q: 3 clusters Score -2454704 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -2454712.750000 Penalty: 11343.250977 Iteration 18Q: 3 clusters Score -2454713 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -2454730.750000 Penalty: 11343.250977 Iteration 19Q: 3 clusters Score -2454731 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -2454740.000000 Penalty: 11343.250977 Iteration 20F: 3 clusters Score -2454740 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -2454752.000000 Penalty: 11343.250977 Iteration 21Q: 3 clusters Score -2454752 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -2454764.750000 Penalty: 11343.250977 Iteration 22Q: 3 clusters Score -2454765 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2454766.000000 Penalty: 11343.250977 Iteration 23Q: 3 clusters Score -2454766 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -2454776.500000 Penalty: 11343.250977 Iteration 24Q: 3 clusters Score -2454776 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -2454770.250000 Penalty: 11343.250977 Iteration 25Q: 3 clusters Score -2454770 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -2454781.500000 Penalty: 11343.250977 Iteration 26Q: 3 clusters Score -2454782 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -2454791.500000 Penalty: 11343.250977 Iteration 27Q: 3 clusters Score -2454792 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -2454785.750000 Penalty: 11343.250977 Iteration 28Q: 3 clusters Score -2454786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -2454787.000000 Penalty: 11343.250977 Iteration 29Q: 3 clusters Score -2454787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -2454790.500000 Penalty: 11343.250977 Iteration 30Q: 3 clusters Score -2454790 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -2454794.750000 Penalty: 11343.250977 Iteration 31Q: 3 clusters Score -2454795 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -2454793.500000 Penalty: 11343.250977 Iteration 32Q: 3 clusters Score -2454794 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -2454792.250000 Penalty: 11343.250977 Iteration 33Q: 3 clusters Score -2454792 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -2454791.500000 Penalty: 11343.250977 Iteration 34Q: 3 clusters Score -2454792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -2454791.250000 Penalty: 11343.250977 Iteration 35Q: 3 clusters Score -2454791 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -2454791.250000 Penalty: 11343.250977 Iteration 36F: 3 clusters Score -2454791 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Entering Unmasked Estep Score: -294398.593750 Penalty: 4393.110352 Iteration 0F: 2 clusters Score -294398.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -290165.937500 Penalty: 8786.220703 Iteration 0F: 3 clusters Score -290165.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -290751.968750 Penalty: 8786.220703 Iteration 1F: 3 clusters Score -290752 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -291126.312500 Penalty: 8786.220703 Iteration 2F: 3 clusters Score -291126.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -291295.656250 Penalty: 8786.220703 Iteration 3Q: 3 clusters Score -291295.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -291441.031250 Penalty: 8786.220703 Iteration 4Q: 3 clusters Score -291441 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -291618.687500 Penalty: 8786.220703 Iteration 5Q: 3 clusters Score -291618.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -291978.500000 Penalty: 8786.220703 Iteration 6Q: 3 clusters Score -291978.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -292442.843750 Penalty: 8786.220703 Iteration 7Q: 3 clusters Score -292442.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -292685.406250 Penalty: 8786.220703 Iteration 8Q: 3 clusters Score -292685.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -292823.218750 Penalty: 8786.220703 Iteration 9Q: 3 clusters Score -292823.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -292920.125000 Penalty: 8786.220703 Iteration 10Q: 3 clusters Score -292920.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -292977.531250 Penalty: 8786.220703 Iteration 11Q: 3 clusters Score -292977.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -293009.968750 Penalty: 8786.220703 Iteration 12Q: 3 clusters Score -293010 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -293030.906250 Penalty: 8786.220703 Iteration 13Q: 3 clusters Score -293030.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -293034.531250 Penalty: 8786.220703 Iteration 14Q: 3 clusters Score -293034.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -293034.531250 Penalty: 8786.220703 Iteration 15F: 3 clusters Score -293034.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Entering Unmasked Estep Score: -279523.843750 Penalty: 4385.066406 Iteration 0F: 2 clusters Score -279523.8 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 613 members Entering Unmasked Estep Score: -275232.187500 Penalty: 8770.132812 Iteration 0F: 3 clusters Score -275232.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -275710.156250 Penalty: 8770.132812 Iteration 1F: 3 clusters Score -275710.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -275854.093750 Penalty: 8770.132812 Iteration 2F: 3 clusters Score -275854.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -275925.187500 Penalty: 8770.132812 Iteration 3Q: 3 clusters Score -275925.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -275979.218750 Penalty: 8770.132812 Iteration 4Q: 3 clusters Score -275979.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -276028.625000 Penalty: 8770.132812 Iteration 5Q: 3 clusters Score -276028.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -276063.187500 Penalty: 8770.132812 Iteration 6Q: 3 clusters Score -276063.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -276081.968750 Penalty: 8770.132812 Iteration 7Q: 3 clusters Score -276082 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -276095.593750 Penalty: 8770.132812 Iteration 8Q: 3 clusters Score -276095.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -276104.500000 Penalty: 8770.132812 Iteration 9Q: 3 clusters Score -276104.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -276107.156250 Penalty: 8770.132812 Iteration 10Q: 3 clusters Score -276107.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -276108.812500 Penalty: 8770.132812 Iteration 11Q: 3 clusters Score -276108.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -276114.812500 Penalty: 8770.132812 Iteration 12Q: 3 clusters Score -276114.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -276125.000000 Penalty: 8770.132812 Iteration 13Q: 3 clusters Score -276125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -276132.062500 Penalty: 8770.132812 Iteration 14Q: 3 clusters Score -276132.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -276138.062500 Penalty: 8770.132812 Iteration 15Q: 3 clusters Score -276138.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -276138.718750 Penalty: 8770.132812 Iteration 16Q: 3 clusters Score -276138.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -276138.718750 Penalty: 8770.132812 Iteration 17F: 3 clusters Score -276138.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Entering Unmasked Estep Score: -219520.515625 Penalty: 4226.080566 Iteration 0F: 2 clusters Score -219520.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -215467.625000 Penalty: 8452.161133 Iteration 0F: 3 clusters Score -215467.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -215833.984375 Penalty: 8452.161133 Iteration 1F: 3 clusters Score -215834 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -215941.578125 Penalty: 8452.161133 Iteration 2Q: 3 clusters Score -215941.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -216012.171875 Penalty: 8452.161133 Iteration 3Q: 3 clusters Score -216012.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -216096.203125 Penalty: 8452.161133 Iteration 4Q: 3 clusters Score -216096.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -216139.359375 Penalty: 8452.161133 Iteration 5Q: 3 clusters Score -216139.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -216167.734375 Penalty: 8452.161133 Iteration 6Q: 3 clusters Score -216167.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -216181.296875 Penalty: 8452.161133 Iteration 7Q: 3 clusters Score -216181.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -216184.265625 Penalty: 8452.161133 Iteration 8Q: 3 clusters Score -216184.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -216192.671875 Penalty: 8452.161133 Iteration 9Q: 3 clusters Score -216192.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -216193.375000 Penalty: 8452.161133 Iteration 10Q: 3 clusters Score -216193.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -216193.375000 Penalty: 8452.161133 Iteration 11F: 3 clusters Score -216193.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (84421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84421 members Entering Unmasked Estep Score: -20060424.000000 Penalty: 6947.937500 Iteration 0F: 2 clusters Score -2.006042e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41968 members Mstep: Class 2 contains 42453 members Entering Unmasked Estep Score: -20006220.000000 Penalty: 13895.875000 Iteration 0F: 3 clusters Score -2.000622e+07 nChanged 38523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40409 members Mstep: Class 2 contains 44012 members Entering Unmasked Estep Score: -20027418.000000 Penalty: 13895.875000 Iteration 1F: 3 clusters Score -2.002742e+07 nChanged 3859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39300 members Mstep: Class 2 contains 45121 members Entering Unmasked Estep Score: -20028730.000000 Penalty: 13895.875000 Iteration 2Q: 3 clusters Score -2.002873e+07 nChanged 3625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37751 members Mstep: Class 2 contains 46670 members Entering Unmasked Estep Score: -20030050.000000 Penalty: 13895.875000 Iteration 3Q: 3 clusters Score -2.003005e+07 nChanged 3921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35550 members Mstep: Class 2 contains 48871 members Entering Unmasked Estep Score: -20031822.000000 Penalty: 13895.875000 Iteration 4Q: 3 clusters Score -2.003182e+07 nChanged 4429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32581 members Mstep: Class 2 contains 51840 members Entering Unmasked Estep Score: -20034010.000000 Penalty: 13895.875000 Iteration 5F: 3 clusters Score -2.003401e+07 nChanged 5184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28619 members Mstep: Class 2 contains 55802 members Entering Unmasked Estep Score: -20036980.000000 Penalty: 13895.875000 Iteration 6F: 3 clusters Score -2.003698e+07 nChanged 5537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23940 members Mstep: Class 2 contains 60481 members Entering Unmasked Estep Score: -20040610.000000 Penalty: 13895.875000 Iteration 7F: 3 clusters Score -2.004061e+07 nChanged 5474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18978 members Mstep: Class 2 contains 65443 members Entering Unmasked Estep Score: -20045018.000000 Penalty: 13895.875000 Iteration 8F: 3 clusters Score -2.004502e+07 nChanged 4806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14644 members Mstep: Class 2 contains 69777 members Entering Unmasked Estep Score: -20049456.000000 Penalty: 13895.875000 Iteration 9F: 3 clusters Score -2.004946e+07 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11646 members Mstep: Class 2 contains 72775 members Entering Unmasked Estep Score: -20053342.000000 Penalty: 13895.875000 Iteration 10Q: 3 clusters Score -2.005334e+07 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 74378 members Entering Unmasked Estep Score: -20056022.000000 Penalty: 13895.875000 Iteration 11Q: 3 clusters Score -2.005602e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 75225 members Entering Unmasked Estep Score: -20057110.000000 Penalty: 13895.875000 Iteration 12Q: 3 clusters Score -2.005711e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 75791 members Entering Unmasked Estep Score: -20057550.000000 Penalty: 13895.875000 Iteration 13Q: 3 clusters Score -2.005755e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8207 members Mstep: Class 2 contains 76214 members Entering Unmasked Estep Score: -20057718.000000 Penalty: 13895.875000 Iteration 14Q: 3 clusters Score -2.005772e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 76555 members Entering Unmasked Estep Score: -20057782.000000 Penalty: 13895.875000 Iteration 15Q: 3 clusters Score -2.005778e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 76825 members Entering Unmasked Estep Score: -20057840.000000 Penalty: 13895.875000 Iteration 16Q: 3 clusters Score -2.005784e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 77044 members Entering Unmasked Estep Score: -20057886.000000 Penalty: 13895.875000 Iteration 17Q: 3 clusters Score -2.005789e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 77232 members Entering Unmasked Estep Score: -20057892.000000 Penalty: 13895.875000 Iteration 18Q: 3 clusters Score -2.005789e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 77395 members Entering Unmasked Estep Score: -20057942.000000 Penalty: 13895.875000 Iteration 19Q: 3 clusters Score -2.005794e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 77540 members Entering Unmasked Estep Score: -20057962.000000 Penalty: 13895.875000 Iteration 20F: 3 clusters Score -2.005796e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 77660 members Entering Unmasked Estep Score: -20057960.000000 Penalty: 13895.875000 Iteration 21Q: 3 clusters Score -2.005796e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 77773 members Entering Unmasked Estep Score: -20057952.000000 Penalty: 13895.875000 Iteration 22Q: 3 clusters Score -2.005795e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 77873 members Entering Unmasked Estep Score: -20057900.000000 Penalty: 13895.875000 Iteration 23Q: 3 clusters Score -2.00579e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 77952 members Entering Unmasked Estep Score: -20057904.000000 Penalty: 13895.875000 Iteration 24Q: 3 clusters Score -2.00579e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 78023 members Entering Unmasked Estep Score: -20057896.000000 Penalty: 13895.875000 Iteration 25Q: 3 clusters Score -2.00579e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 78088 members Entering Unmasked Estep Score: -20057920.000000 Penalty: 13895.875000 Iteration 26Q: 3 clusters Score -2.005792e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 78143 members Entering Unmasked Estep Score: -20057910.000000 Penalty: 13895.875000 Iteration 27Q: 3 clusters Score -2.005791e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 78185 members Entering Unmasked Estep Score: -20057898.000000 Penalty: 13895.875000 Iteration 28Q: 3 clusters Score -2.00579e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 78222 members Entering Unmasked Estep Score: -20057908.000000 Penalty: 13895.875000 Iteration 29Q: 3 clusters Score -2.005791e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 78259 members Entering Unmasked Estep Score: -20057912.000000 Penalty: 13895.875000 Iteration 30Q: 3 clusters Score -2.005791e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 78290 members Entering Unmasked Estep Score: -20057914.000000 Penalty: 13895.875000 Iteration 31Q: 3 clusters Score -2.005791e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 78328 members Entering Unmasked Estep Score: -20057882.000000 Penalty: 13895.875000 Iteration 32Q: 3 clusters Score -2.005788e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 78362 members Entering Unmasked Estep Score: -20057922.000000 Penalty: 13895.875000 Iteration 33Q: 3 clusters Score -2.005792e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 78386 members Entering Unmasked Estep Score: -20057922.000000 Penalty: 13895.875000 Iteration 34Q: 3 clusters Score -2.005792e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 78413 members Entering Unmasked Estep Score: -20057914.000000 Penalty: 13895.875000 Iteration 35Q: 3 clusters Score -2.005791e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 78439 members Entering Unmasked Estep Score: -20057924.000000 Penalty: 13895.875000 Iteration 36Q: 3 clusters Score -2.005792e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 78471 members Entering Unmasked Estep Score: -20057874.000000 Penalty: 13895.875000 Iteration 37Q: 3 clusters Score -2.005787e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 78504 members Entering Unmasked Estep Score: -20057886.000000 Penalty: 13895.875000 Iteration 38Q: 3 clusters Score -2.005789e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 78531 members Entering Unmasked Estep Score: -20057876.000000 Penalty: 13895.875000 Iteration 39Q: 3 clusters Score -2.005788e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 78558 members Entering Unmasked Estep Score: -20057856.000000 Penalty: 13895.875000 Iteration 40F: 3 clusters Score -2.005786e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 78582 members Entering Unmasked Estep Score: -20057830.000000 Penalty: 13895.875000 Iteration 41Q: 3 clusters Score -2.005783e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 78599 members Entering Unmasked Estep Score: -20057818.000000 Penalty: 13895.875000 Iteration 42Q: 3 clusters Score -2.005782e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 78612 members Entering Unmasked Estep Score: -20057822.000000 Penalty: 13895.875000 Iteration 43Q: 3 clusters Score -2.005782e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 78625 members Entering Unmasked Estep Score: -20057830.000000 Penalty: 13895.875000 Iteration 44Q: 3 clusters Score -2.005783e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 78636 members Entering Unmasked Estep Score: -20057814.000000 Penalty: 13895.875000 Iteration 45Q: 3 clusters Score -2.005781e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 78648 members Entering Unmasked Estep Score: -20057806.000000 Penalty: 13895.875000 Iteration 46Q: 3 clusters Score -2.005781e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 78657 members Entering Unmasked Estep Score: -20057786.000000 Penalty: 13895.875000 Iteration 47Q: 3 clusters Score -2.005779e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 78671 members Entering Unmasked Estep Score: -20057800.000000 Penalty: 13895.875000 Iteration 48Q: 3 clusters Score -2.00578e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 78683 members Entering Unmasked Estep Score: -20057798.000000 Penalty: 13895.875000 Iteration 49Q: 3 clusters Score -2.00578e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 78699 members Entering Unmasked Estep Score: -20057806.000000 Penalty: 13895.875000 Iteration 50Q: 3 clusters Score -2.005781e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 78719 members Entering Unmasked Estep Score: -20057818.000000 Penalty: 13895.875000 Iteration 51Q: 3 clusters Score -2.005782e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 78736 members Entering Unmasked Estep Score: -20057808.000000 Penalty: 13895.875000 Iteration 52Q: 3 clusters Score -2.005781e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 78753 members Entering Unmasked Estep Score: -20057826.000000 Penalty: 13895.875000 Iteration 53Q: 3 clusters Score -2.005783e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 78768 members Entering Unmasked Estep Score: -20057846.000000 Penalty: 13895.875000 Iteration 54Q: 3 clusters Score -2.005785e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 78781 members Entering Unmasked Estep Score: -20057826.000000 Penalty: 13895.875000 Iteration 55Q: 3 clusters Score -2.005783e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 78790 members Entering Unmasked Estep Score: -20057814.000000 Penalty: 13895.875000 Iteration 56Q: 3 clusters Score -2.005781e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 78802 members Entering Unmasked Estep Score: -20057786.000000 Penalty: 13895.875000 Iteration 57Q: 3 clusters Score -2.005779e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 78816 members Entering Unmasked Estep Score: -20057792.000000 Penalty: 13895.875000 Iteration 58Q: 3 clusters Score -2.005779e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 78832 members Entering Unmasked Estep Score: -20057798.000000 Penalty: 13895.875000 Iteration 59Q: 3 clusters Score -2.00578e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 78843 members Entering Unmasked Estep Score: -20057786.000000 Penalty: 13895.875000 Iteration 60F: 3 clusters Score -2.005779e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 78853 members Entering Unmasked Estep Score: -20057780.000000 Penalty: 13895.875000 Iteration 61Q: 3 clusters Score -2.005778e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 78862 members Entering Unmasked Estep Score: -20057788.000000 Penalty: 13895.875000 Iteration 62Q: 3 clusters Score -2.005779e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 78870 members Entering Unmasked Estep Score: -20057776.000000 Penalty: 13895.875000 Iteration 63Q: 3 clusters Score -2.005778e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 78875 members Entering Unmasked Estep Score: -20057796.000000 Penalty: 13895.875000 Iteration 64Q: 3 clusters Score -2.00578e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 78878 members Entering Unmasked Estep Score: -20057788.000000 Penalty: 13895.875000 Iteration 65Q: 3 clusters Score -2.005779e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 78881 members Entering Unmasked Estep Score: -20057778.000000 Penalty: 13895.875000 Iteration 66Q: 3 clusters Score -2.005778e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 78885 members Entering Unmasked Estep Score: -20057790.000000 Penalty: 13895.875000 Iteration 67Q: 3 clusters Score -2.005779e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 78886 members Entering Unmasked Estep Score: -20057780.000000 Penalty: 13895.875000 Iteration 68Q: 3 clusters Score -2.005778e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 78890 members Entering Unmasked Estep Score: -20057792.000000 Penalty: 13895.875000 Iteration 69Q: 3 clusters Score -2.005779e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 78895 members Entering Unmasked Estep Score: -20057784.000000 Penalty: 13895.875000 Iteration 70Q: 3 clusters Score -2.005778e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 78902 members Entering Unmasked Estep Score: -20057792.000000 Penalty: 13895.875000 Iteration 71Q: 3 clusters Score -2.005779e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 78908 members Entering Unmasked Estep Score: -20057762.000000 Penalty: 13895.875000 Iteration 72Q: 3 clusters Score -2.005776e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 78911 members Entering Unmasked Estep Score: -20057754.000000 Penalty: 13895.875000 Iteration 73Q: 3 clusters Score -2.005775e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 78914 members Entering Unmasked Estep Score: -20057762.000000 Penalty: 13895.875000 Iteration 74Q: 3 clusters Score -2.005776e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 78915 members Entering Unmasked Estep Score: -20057760.000000 Penalty: 13895.875000 Iteration 75Q: 3 clusters Score -2.005776e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 78915 members Entering Unmasked Estep Score: -20057760.000000 Penalty: 13895.875000 Iteration 76F: 3 clusters Score -2.005776e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Entering Unmasked Estep Score: -114659.101562 Penalty: 3842.137207 Iteration 0F: 2 clusters Score -114659.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -111231.562500 Penalty: 7684.274414 Iteration 0F: 3 clusters Score -111231.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -111345.382812 Penalty: 7684.274414 Iteration 1F: 3 clusters Score -111345.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -111387.015625 Penalty: 7684.274414 Iteration 2Q: 3 clusters Score -111387 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -111403.992188 Penalty: 7684.274414 Iteration 3Q: 3 clusters Score -111404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -111422.062500 Penalty: 7684.274414 Iteration 4Q: 3 clusters Score -111422.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -111428.312500 Penalty: 7684.274414 Iteration 5Q: 3 clusters Score -111428.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -111434.515625 Penalty: 7684.274414 Iteration 6Q: 3 clusters Score -111434.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -111434.515625 Penalty: 7684.274414 Iteration 7F: 3 clusters Score -111434.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Entering Unmasked Estep Score: -3039066.750000 Penalty: 5814.021973 Iteration 0F: 2 clusters Score -3039067 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -3026813.750000 Penalty: 11628.043945 Iteration 0F: 3 clusters Score -3026814 nChanged 5105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -3029592.750000 Penalty: 11628.043945 Iteration 1F: 3 clusters Score -3029593 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -3030148.750000 Penalty: 11628.043945 Iteration 2F: 3 clusters Score -3030149 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -3030558.000000 Penalty: 11628.043945 Iteration 3F: 3 clusters Score -3030558 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -3030875.500000 Penalty: 11628.043945 Iteration 4Q: 3 clusters Score -3030876 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -3031104.500000 Penalty: 11628.043945 Iteration 5Q: 3 clusters Score -3031104 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -3031287.750000 Penalty: 11628.043945 Iteration 6Q: 3 clusters Score -3031288 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -3031423.500000 Penalty: 11628.043945 Iteration 7Q: 3 clusters Score -3031424 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -3031528.500000 Penalty: 11628.043945 Iteration 8Q: 3 clusters Score -3031528 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -3031637.500000 Penalty: 11628.043945 Iteration 9Q: 3 clusters Score -3031638 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -3031732.500000 Penalty: 11628.043945 Iteration 10Q: 3 clusters Score -3031732 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -3031833.000000 Penalty: 11628.043945 Iteration 11Q: 3 clusters Score -3031833 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -3031922.750000 Penalty: 11628.043945 Iteration 12Q: 3 clusters Score -3031923 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -3032030.000000 Penalty: 11628.043945 Iteration 13Q: 3 clusters Score -3032030 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -3032107.000000 Penalty: 11628.043945 Iteration 14Q: 3 clusters Score -3032107 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6858 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -3032192.250000 Penalty: 11628.043945 Iteration 15Q: 3 clusters Score -3032192 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -3032257.250000 Penalty: 11628.043945 Iteration 16Q: 3 clusters Score -3032257 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -3032334.250000 Penalty: 11628.043945 Iteration 17Q: 3 clusters Score -3032334 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -3032408.250000 Penalty: 11628.043945 Iteration 18Q: 3 clusters Score -3032408 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -3032511.500000 Penalty: 11628.043945 Iteration 19Q: 3 clusters Score -3032512 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -3032619.000000 Penalty: 11628.043945 Iteration 20F: 3 clusters Score -3032619 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -3032738.750000 Penalty: 11628.043945 Iteration 21Q: 3 clusters Score -3032739 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -3032879.250000 Penalty: 11628.043945 Iteration 22Q: 3 clusters Score -3032879 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -3033020.000000 Penalty: 11628.043945 Iteration 23Q: 3 clusters Score -3033020 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -3033151.000000 Penalty: 11628.043945 Iteration 24Q: 3 clusters Score -3033151 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -3033290.750000 Penalty: 11628.043945 Iteration 25Q: 3 clusters Score -3033291 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -3033423.750000 Penalty: 11628.043945 Iteration 26Q: 3 clusters Score -3033424 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -3033526.500000 Penalty: 11628.043945 Iteration 27Q: 3 clusters Score -3033526 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -3033626.750000 Penalty: 11628.043945 Iteration 28Q: 3 clusters Score -3033627 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -3033718.750000 Penalty: 11628.043945 Iteration 29Q: 3 clusters Score -3033719 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -3033781.250000 Penalty: 11628.043945 Iteration 30Q: 3 clusters Score -3033781 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -3033838.250000 Penalty: 11628.043945 Iteration 31Q: 3 clusters Score -3033838 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -3033876.500000 Penalty: 11628.043945 Iteration 32Q: 3 clusters Score -3033876 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -3033910.750000 Penalty: 11628.043945 Iteration 33Q: 3 clusters Score -3033911 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -3033945.000000 Penalty: 11628.043945 Iteration 34Q: 3 clusters Score -3033945 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -3033984.500000 Penalty: 11628.043945 Iteration 35Q: 3 clusters Score -3033984 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -3034016.250000 Penalty: 11628.043945 Iteration 36Q: 3 clusters Score -3034016 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -3034036.250000 Penalty: 11628.043945 Iteration 37Q: 3 clusters Score -3034036 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -3034053.750000 Penalty: 11628.043945 Iteration 38Q: 3 clusters Score -3034054 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -3034059.000000 Penalty: 11628.043945 Iteration 39Q: 3 clusters Score -3034059 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6999 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -3034069.250000 Penalty: 11628.043945 Iteration 40F: 3 clusters Score -3034069 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -3034079.500000 Penalty: 11628.043945 Iteration 41Q: 3 clusters Score -3034080 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -3034085.750000 Penalty: 11628.043945 Iteration 42Q: 3 clusters Score -3034086 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -3034093.500000 Penalty: 11628.043945 Iteration 43Q: 3 clusters Score -3034094 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -3034100.500000 Penalty: 11628.043945 Iteration 44Q: 3 clusters Score -3034100 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -3034118.250000 Penalty: 11628.043945 Iteration 45Q: 3 clusters Score -3034118 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -3034117.750000 Penalty: 11628.043945 Iteration 46Q: 3 clusters Score -3034118 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -3034123.250000 Penalty: 11628.043945 Iteration 47Q: 3 clusters Score -3034123 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -3034126.500000 Penalty: 11628.043945 Iteration 48Q: 3 clusters Score -3034126 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -3034128.500000 Penalty: 11628.043945 Iteration 49Q: 3 clusters Score -3034128 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -3034131.250000 Penalty: 11628.043945 Iteration 50Q: 3 clusters Score -3034131 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -3034133.250000 Penalty: 11628.043945 Iteration 51Q: 3 clusters Score -3034133 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -3034130.000000 Penalty: 11628.043945 Iteration 52Q: 3 clusters Score -3034130 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -3034135.250000 Penalty: 11628.043945 Iteration 53Q: 3 clusters Score -3034135 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -3034136.500000 Penalty: 11628.043945 Iteration 54Q: 3 clusters Score -3034136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -3034144.750000 Penalty: 11628.043945 Iteration 55Q: 3 clusters Score -3034145 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -3034154.750000 Penalty: 11628.043945 Iteration 56Q: 3 clusters Score -3034155 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -3034151.000000 Penalty: 11628.043945 Iteration 57Q: 3 clusters Score -3034151 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -3034153.500000 Penalty: 11628.043945 Iteration 58Q: 3 clusters Score -3034154 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -3034150.750000 Penalty: 11628.043945 Iteration 59Q: 3 clusters Score -3034151 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -3034155.000000 Penalty: 11628.043945 Iteration 60F: 3 clusters Score -3034155 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -3034160.000000 Penalty: 11628.043945 Iteration 61Q: 3 clusters Score -3034160 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -3034172.750000 Penalty: 11628.043945 Iteration 62Q: 3 clusters Score -3034173 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -3034175.500000 Penalty: 11628.043945 Iteration 63Q: 3 clusters Score -3034176 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -3034188.500000 Penalty: 11628.043945 Iteration 64Q: 3 clusters Score -3034188 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -3034199.250000 Penalty: 11628.043945 Iteration 65Q: 3 clusters Score -3034199 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -3034199.500000 Penalty: 11628.043945 Iteration 66Q: 3 clusters Score -3034200 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -3034192.250000 Penalty: 11628.043945 Iteration 67Q: 3 clusters Score -3034192 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -3034201.250000 Penalty: 11628.043945 Iteration 68Q: 3 clusters Score -3034201 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -3034204.250000 Penalty: 11628.043945 Iteration 69Q: 3 clusters Score -3034204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -3034204.750000 Penalty: 11628.043945 Iteration 70Q: 3 clusters Score -3034205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -3034207.000000 Penalty: 11628.043945 Iteration 71Q: 3 clusters Score -3034207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -3034207.500000 Penalty: 11628.043945 Iteration 72Q: 3 clusters Score -3034208 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -3034207.000000 Penalty: 11628.043945 Iteration 73Q: 3 clusters Score -3034207 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -3034204.750000 Penalty: 11628.043945 Iteration 74Q: 3 clusters Score -3034205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -3034201.500000 Penalty: 11628.043945 Iteration 75Q: 3 clusters Score -3034202 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -3034207.000000 Penalty: 11628.043945 Iteration 76Q: 3 clusters Score -3034207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -3034200.750000 Penalty: 11628.043945 Iteration 77Q: 3 clusters Score -3034201 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -3034204.250000 Penalty: 11628.043945 Iteration 78Q: 3 clusters Score -3034204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -3034203.250000 Penalty: 11628.043945 Iteration 79Q: 3 clusters Score -3034203 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -3034212.250000 Penalty: 11628.043945 Iteration 80F: 3 clusters Score -3034212 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -3034215.500000 Penalty: 11628.043945 Iteration 81Q: 3 clusters Score -3034216 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -3034220.000000 Penalty: 11628.043945 Iteration 82Q: 3 clusters Score -3034220 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -3034221.000000 Penalty: 11628.043945 Iteration 83Q: 3 clusters Score -3034221 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -3034226.750000 Penalty: 11628.043945 Iteration 84Q: 3 clusters Score -3034227 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -3034223.500000 Penalty: 11628.043945 Iteration 85Q: 3 clusters Score -3034224 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -3034225.000000 Penalty: 11628.043945 Iteration 86Q: 3 clusters Score -3034225 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -3034224.250000 Penalty: 11628.043945 Iteration 87Q: 3 clusters Score -3034224 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -3034222.500000 Penalty: 11628.043945 Iteration 88Q: 3 clusters Score -3034222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -3034220.250000 Penalty: 11628.043945 Iteration 89Q: 3 clusters Score -3034220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -3034229.250000 Penalty: 11628.043945 Iteration 90Q: 3 clusters Score -3034229 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -3034230.000000 Penalty: 11628.043945 Iteration 91Q: 3 clusters Score -3034230 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -3034233.750000 Penalty: 11628.043945 Iteration 92Q: 3 clusters Score -3034234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -3034231.500000 Penalty: 11628.043945 Iteration 93Q: 3 clusters Score -3034232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -3034233.000000 Penalty: 11628.043945 Iteration 94Q: 3 clusters Score -3034233 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -3034233.000000 Penalty: 11628.043945 Iteration 95F: 3 clusters Score -3034233 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Entering Unmasked Estep Score: -180866.515625 Penalty: 4128.568359 Iteration 0F: 2 clusters Score -180866.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -176985.109375 Penalty: 8257.136719 Iteration 0F: 3 clusters Score -176985.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -177302.921875 Penalty: 8257.136719 Iteration 1F: 3 clusters Score -177302.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -177435.750000 Penalty: 8257.136719 Iteration 2Q: 3 clusters Score -177435.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -177494.843750 Penalty: 8257.136719 Iteration 3Q: 3 clusters Score -177494.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -177528.125000 Penalty: 8257.136719 Iteration 4Q: 3 clusters Score -177528.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -177543.546875 Penalty: 8257.136719 Iteration 5Q: 3 clusters Score -177543.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -177562.109375 Penalty: 8257.136719 Iteration 6Q: 3 clusters Score -177562.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -177579.718750 Penalty: 8257.136719 Iteration 7Q: 3 clusters Score -177579.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -177596.843750 Penalty: 8257.136719 Iteration 8Q: 3 clusters Score -177596.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -177614.500000 Penalty: 8257.136719 Iteration 9Q: 3 clusters Score -177614.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -177635.796875 Penalty: 8257.136719 Iteration 10Q: 3 clusters Score -177635.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -177675.687500 Penalty: 8257.136719 Iteration 11Q: 3 clusters Score -177675.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -177718.125000 Penalty: 8257.136719 Iteration 12Q: 3 clusters Score -177718.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -177842.125000 Penalty: 8257.136719 Iteration 13Q: 3 clusters Score -177842.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -178025.859375 Penalty: 8257.136719 Iteration 14Q: 3 clusters Score -178025.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -178185.046875 Penalty: 8257.136719 Iteration 15Q: 3 clusters Score -178185 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -178236.015625 Penalty: 8257.136719 Iteration 16Q: 3 clusters Score -178236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -178261.984375 Penalty: 8257.136719 Iteration 17Q: 3 clusters Score -178262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -178278.265625 Penalty: 8257.136719 Iteration 18Q: 3 clusters Score -178278.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -178303.265625 Penalty: 8257.136719 Iteration 19Q: 3 clusters Score -178303.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -178336.500000 Penalty: 8257.136719 Iteration 20F: 3 clusters Score -178336.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -178367.234375 Penalty: 8257.136719 Iteration 21Q: 3 clusters Score -178367.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -178378.593750 Penalty: 8257.136719 Iteration 22Q: 3 clusters Score -178378.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -178384.156250 Penalty: 8257.136719 Iteration 23Q: 3 clusters Score -178384.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -178391.671875 Penalty: 8257.136719 Iteration 24Q: 3 clusters Score -178391.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -178394.343750 Penalty: 8257.136719 Iteration 25Q: 3 clusters Score -178394.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -178394.343750 Penalty: 8257.136719 Iteration 26F: 3 clusters Score -178394.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Entering Unmasked Estep Score: -284288.656250 Penalty: 4351.791016 Iteration 0F: 2 clusters Score -284288.7 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 604 members Entering Unmasked Estep Score: -279947.218750 Penalty: 8703.582031 Iteration 0F: 3 clusters Score -279947.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -280328.031250 Penalty: 8703.582031 Iteration 1F: 3 clusters Score -280328 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -280467.781250 Penalty: 8703.582031 Iteration 2Q: 3 clusters Score -280467.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -280542.843750 Penalty: 8703.582031 Iteration 3Q: 3 clusters Score -280542.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -280590.593750 Penalty: 8703.582031 Iteration 4Q: 3 clusters Score -280590.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -280622.187500 Penalty: 8703.582031 Iteration 5Q: 3 clusters Score -280622.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -280626.375000 Penalty: 8703.582031 Iteration 6Q: 3 clusters Score -280626.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -280632.406250 Penalty: 8703.582031 Iteration 7Q: 3 clusters Score -280632.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -280634.687500 Penalty: 8703.582031 Iteration 8Q: 3 clusters Score -280634.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -280637.000000 Penalty: 8703.582031 Iteration 9Q: 3 clusters Score -280637 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -280637.000000 Penalty: 8703.582031 Iteration 10F: 3 clusters Score -280637 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Entering Unmasked Estep Score: -2252671.250000 Penalty: 5613.516113 Iteration 0F: 2 clusters Score -2252671 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -2242709.000000 Penalty: 11227.032227 Iteration 0F: 3 clusters Score -2242709 nChanged 3462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -2244727.500000 Penalty: 11227.032227 Iteration 1F: 3 clusters Score -2244728 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -2245157.500000 Penalty: 11227.032227 Iteration 2F: 3 clusters Score -2245158 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -2245409.000000 Penalty: 11227.032227 Iteration 3Q: 3 clusters Score -2245409 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -2245556.250000 Penalty: 11227.032227 Iteration 4Q: 3 clusters Score -2245556 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -2245666.750000 Penalty: 11227.032227 Iteration 5Q: 3 clusters Score -2245667 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -2245780.250000 Penalty: 11227.032227 Iteration 6Q: 3 clusters Score -2245780 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -2245871.500000 Penalty: 11227.032227 Iteration 7Q: 3 clusters Score -2245872 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -2245950.750000 Penalty: 11227.032227 Iteration 8Q: 3 clusters Score -2245951 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -2246020.500000 Penalty: 11227.032227 Iteration 9Q: 3 clusters Score -2246020 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -2246105.750000 Penalty: 11227.032227 Iteration 10Q: 3 clusters Score -2246106 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -2246196.000000 Penalty: 11227.032227 Iteration 11Q: 3 clusters Score -2246196 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -2246311.000000 Penalty: 11227.032227 Iteration 12Q: 3 clusters Score -2246311 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -2246443.750000 Penalty: 11227.032227 Iteration 13Q: 3 clusters Score -2246444 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -2246590.000000 Penalty: 11227.032227 Iteration 14Q: 3 clusters Score -2246590 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -2246763.500000 Penalty: 11227.032227 Iteration 15Q: 3 clusters Score -2246764 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -2246943.500000 Penalty: 11227.032227 Iteration 16Q: 3 clusters Score -2246944 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -2247167.250000 Penalty: 11227.032227 Iteration 17Q: 3 clusters Score -2247167 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -2247413.000000 Penalty: 11227.032227 Iteration 18Q: 3 clusters Score -2247413 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -2247652.750000 Penalty: 11227.032227 Iteration 19Q: 3 clusters Score -2247653 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -2247840.000000 Penalty: 11227.032227 Iteration 20F: 3 clusters Score -2247840 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -2248013.000000 Penalty: 11227.032227 Iteration 21Q: 3 clusters Score -2248013 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -2248144.250000 Penalty: 11227.032227 Iteration 22Q: 3 clusters Score -2248144 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -2248254.000000 Penalty: 11227.032227 Iteration 23Q: 3 clusters Score -2248254 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -2248332.000000 Penalty: 11227.032227 Iteration 24Q: 3 clusters Score -2248332 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -2248370.500000 Penalty: 11227.032227 Iteration 25Q: 3 clusters Score -2248370 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -2248411.500000 Penalty: 11227.032227 Iteration 26Q: 3 clusters Score -2248412 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -2248433.000000 Penalty: 11227.032227 Iteration 27Q: 3 clusters Score -2248433 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -2248460.500000 Penalty: 11227.032227 Iteration 28Q: 3 clusters Score -2248460 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -2248481.000000 Penalty: 11227.032227 Iteration 29Q: 3 clusters Score -2248481 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -2248489.250000 Penalty: 11227.032227 Iteration 30Q: 3 clusters Score -2248489 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -2248497.000000 Penalty: 11227.032227 Iteration 31Q: 3 clusters Score -2248497 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -2248501.500000 Penalty: 11227.032227 Iteration 32Q: 3 clusters Score -2248502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -2248505.000000 Penalty: 11227.032227 Iteration 33Q: 3 clusters Score -2248505 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -2248508.000000 Penalty: 11227.032227 Iteration 34Q: 3 clusters Score -2248508 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -2248508.000000 Penalty: 11227.032227 Iteration 35Q: 3 clusters Score -2248508 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -2248515.750000 Penalty: 11227.032227 Iteration 36Q: 3 clusters Score -2248516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -2248516.250000 Penalty: 11227.032227 Iteration 37Q: 3 clusters Score -2248516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -2248517.500000 Penalty: 11227.032227 Iteration 38Q: 3 clusters Score -2248518 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -2248521.500000 Penalty: 11227.032227 Iteration 39Q: 3 clusters Score -2248522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -2248521.250000 Penalty: 11227.032227 Iteration 40F: 3 clusters Score -2248521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -2248518.750000 Penalty: 11227.032227 Iteration 41Q: 3 clusters Score -2248519 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -2248529.250000 Penalty: 11227.032227 Iteration 42Q: 3 clusters Score -2248529 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -2248529.500000 Penalty: 11227.032227 Iteration 43Q: 3 clusters Score -2248530 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -2248531.250000 Penalty: 11227.032227 Iteration 44Q: 3 clusters Score -2248531 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -2248537.000000 Penalty: 11227.032227 Iteration 45Q: 3 clusters Score -2248537 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -2248535.250000 Penalty: 11227.032227 Iteration 46Q: 3 clusters Score -2248535 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -2248538.750000 Penalty: 11227.032227 Iteration 47Q: 3 clusters Score -2248539 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -2248540.750000 Penalty: 11227.032227 Iteration 48Q: 3 clusters Score -2248541 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -2248540.750000 Penalty: 11227.032227 Iteration 49F: 3 clusters Score -2248541 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -100746.617188 Penalty: 3832.821289 Iteration 0F: 2 clusters Score -100746.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -97607.171875 Penalty: 7665.642578 Iteration 0F: 3 clusters Score -97607.17 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -97884.632812 Penalty: 7665.642578 Iteration 1F: 3 clusters Score -97884.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -97989.640625 Penalty: 7665.642578 Iteration 2Q: 3 clusters Score -97989.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -98010.054688 Penalty: 7665.642578 Iteration 3Q: 3 clusters Score -98010.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -98033.312500 Penalty: 7665.642578 Iteration 4Q: 3 clusters Score -98033.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -98041.742188 Penalty: 7665.642578 Iteration 5Q: 3 clusters Score -98041.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -98047.304688 Penalty: 7665.642578 Iteration 6Q: 3 clusters Score -98047.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -98052.132812 Penalty: 7665.642578 Iteration 7Q: 3 clusters Score -98052.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -98138.304688 Penalty: 7665.642578 Iteration 8Q: 3 clusters Score -98138.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -98163.289062 Penalty: 7665.642578 Iteration 9Q: 3 clusters Score -98163.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -98171.843750 Penalty: 7665.642578 Iteration 10Q: 3 clusters Score -98171.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -98183.187500 Penalty: 7665.642578 Iteration 11Q: 3 clusters Score -98183.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -98187.460938 Penalty: 7665.642578 Iteration 12Q: 3 clusters Score -98187.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -98187.460938 Penalty: 7665.642578 Iteration 13F: 3 clusters Score -98187.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Entering Unmasked Estep Score: -74655.750000 Penalty: 3633.500244 Iteration 0F: 2 clusters Score -74655.75 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 184 members Entering Unmasked Estep Score: -71671.117188 Penalty: 7267.000488 Iteration 0F: 3 clusters Score -71671.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -71822.273438 Penalty: 7267.000488 Iteration 1F: 3 clusters Score -71822.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -71855.507812 Penalty: 7267.000488 Iteration 2Q: 3 clusters Score -71855.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -71862.375000 Penalty: 7267.000488 Iteration 3Q: 3 clusters Score -71862.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -71862.375000 Penalty: 7267.000488 Iteration 4F: 3 clusters Score -71862.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (12486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Entering Unmasked Estep Score: -2941416.250000 Penalty: 5777.322754 Iteration 0F: 2 clusters Score -2941416 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -2929619.250000 Penalty: 11554.645508 Iteration 0F: 3 clusters Score -2929619 nChanged 4785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -2932221.000000 Penalty: 11554.645508 Iteration 1F: 3 clusters Score -2932221 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -2932696.250000 Penalty: 11554.645508 Iteration 2F: 3 clusters Score -2932696 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -2933075.250000 Penalty: 11554.645508 Iteration 3Q: 3 clusters Score -2933075 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -2933375.500000 Penalty: 11554.645508 Iteration 4Q: 3 clusters Score -2933376 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -2933658.250000 Penalty: 11554.645508 Iteration 5Q: 3 clusters Score -2933658 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -2933976.750000 Penalty: 11554.645508 Iteration 6Q: 3 clusters Score -2933977 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -2934215.250000 Penalty: 11554.645508 Iteration 7Q: 3 clusters Score -2934215 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -2934463.000000 Penalty: 11554.645508 Iteration 8Q: 3 clusters Score -2934463 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -2934696.250000 Penalty: 11554.645508 Iteration 9Q: 3 clusters Score -2934696 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -2934907.500000 Penalty: 11554.645508 Iteration 10Q: 3 clusters Score -2934908 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -2935118.000000 Penalty: 11554.645508 Iteration 11Q: 3 clusters Score -2935118 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -2935316.750000 Penalty: 11554.645508 Iteration 12Q: 3 clusters Score -2935317 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -2935535.500000 Penalty: 11554.645508 Iteration 13Q: 3 clusters Score -2935536 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -2935762.000000 Penalty: 11554.645508 Iteration 14Q: 3 clusters Score -2935762 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -2935997.000000 Penalty: 11554.645508 Iteration 15Q: 3 clusters Score -2935997 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -2936191.750000 Penalty: 11554.645508 Iteration 16Q: 3 clusters Score -2936192 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -2936391.250000 Penalty: 11554.645508 Iteration 17Q: 3 clusters Score -2936391 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -2936567.250000 Penalty: 11554.645508 Iteration 18Q: 3 clusters Score -2936567 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -2936702.500000 Penalty: 11554.645508 Iteration 19Q: 3 clusters Score -2936702 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 9155 members Entering Unmasked Estep Score: -2936788.500000 Penalty: 11554.645508 Iteration 20F: 3 clusters Score -2936788 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -2936874.000000 Penalty: 11554.645508 Iteration 21Q: 3 clusters Score -2936874 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -2936949.000000 Penalty: 11554.645508 Iteration 22Q: 3 clusters Score -2936949 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -2937008.000000 Penalty: 11554.645508 Iteration 23Q: 3 clusters Score -2937008 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -2937058.500000 Penalty: 11554.645508 Iteration 24Q: 3 clusters Score -2937058 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -2937082.750000 Penalty: 11554.645508 Iteration 25Q: 3 clusters Score -2937083 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -2937116.500000 Penalty: 11554.645508 Iteration 26Q: 3 clusters Score -2937116 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 9561 members Entering Unmasked Estep Score: -2937134.000000 Penalty: 11554.645508 Iteration 27Q: 3 clusters Score -2937134 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -2937158.250000 Penalty: 11554.645508 Iteration 28Q: 3 clusters Score -2937158 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 9634 members Entering Unmasked Estep Score: -2937179.250000 Penalty: 11554.645508 Iteration 29Q: 3 clusters Score -2937179 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 9669 members Entering Unmasked Estep Score: -2937206.000000 Penalty: 11554.645508 Iteration 30Q: 3 clusters Score -2937206 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -2937235.750000 Penalty: 11554.645508 Iteration 31Q: 3 clusters Score -2937236 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -2937246.000000 Penalty: 11554.645508 Iteration 32Q: 3 clusters Score -2937246 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -2937262.750000 Penalty: 11554.645508 Iteration 33Q: 3 clusters Score -2937263 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -2937291.750000 Penalty: 11554.645508 Iteration 34Q: 3 clusters Score -2937292 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -2937310.500000 Penalty: 11554.645508 Iteration 35Q: 3 clusters Score -2937310 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -2937323.000000 Penalty: 11554.645508 Iteration 36Q: 3 clusters Score -2937323 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -2937322.500000 Penalty: 11554.645508 Iteration 37Q: 3 clusters Score -2937322 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -2937337.250000 Penalty: 11554.645508 Iteration 38Q: 3 clusters Score -2937337 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -2937346.500000 Penalty: 11554.645508 Iteration 39Q: 3 clusters Score -2937346 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -2937347.750000 Penalty: 11554.645508 Iteration 40F: 3 clusters Score -2937348 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -2937354.000000 Penalty: 11554.645508 Iteration 41Q: 3 clusters Score -2937354 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -2937348.750000 Penalty: 11554.645508 Iteration 42Q: 3 clusters Score -2937349 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -2937348.750000 Penalty: 11554.645508 Iteration 43F: 3 clusters Score -2937349 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -45053.726562 Penalty: 3367.015381 Iteration 0F: 2 clusters Score -45053.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -42467.300781 Penalty: 6734.030762 Iteration 0F: 3 clusters Score -42467.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -42525.066406 Penalty: 6734.030762 Iteration 1Q: 3 clusters Score -42525.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -42532.007812 Penalty: 6734.030762 Iteration 2Q: 3 clusters Score -42532.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -42532.007812 Penalty: 6734.030762 Iteration 3F: 3 clusters Score -42532.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (20805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20805 members Entering Unmasked Estep Score: -4843411.500000 Penalty: 6090.055664 Iteration 0F: 2 clusters Score -4843412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -4826444.500000 Penalty: 12180.111328 Iteration 0F: 3 clusters Score -4826444 nChanged 8433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10423 members Mstep: Class 2 contains 10382 members Entering Unmasked Estep Score: -4830897.000000 Penalty: 12180.111328 Iteration 1F: 3 clusters Score -4830897 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -4831548.000000 Penalty: 12180.111328 Iteration 2F: 3 clusters Score -4831548 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 10517 members Entering Unmasked Estep Score: -4832050.500000 Penalty: 12180.111328 Iteration 3Q: 3 clusters Score -4832050 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 10591 members Entering Unmasked Estep Score: -4832553.500000 Penalty: 12180.111328 Iteration 4Q: 3 clusters Score -4832554 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10019 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -4833162.500000 Penalty: 12180.111328 Iteration 5Q: 3 clusters Score -4833162 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -4833763.000000 Penalty: 12180.111328 Iteration 6Q: 3 clusters Score -4833763 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -4834342.500000 Penalty: 12180.111328 Iteration 7Q: 3 clusters Score -4834342 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 11991 members Entering Unmasked Estep Score: -4834925.500000 Penalty: 12180.111328 Iteration 8Q: 3 clusters Score -4834926 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 12622 members Entering Unmasked Estep Score: -4835474.500000 Penalty: 12180.111328 Iteration 9Q: 3 clusters Score -4835474 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -4835997.500000 Penalty: 12180.111328 Iteration 10Q: 3 clusters Score -4835998 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -4836547.000000 Penalty: 12180.111328 Iteration 11Q: 3 clusters Score -4836547 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 14739 members Entering Unmasked Estep Score: -4837081.000000 Penalty: 12180.111328 Iteration 12Q: 3 clusters Score -4837081 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 15452 members Entering Unmasked Estep Score: -4837555.500000 Penalty: 12180.111328 Iteration 13Q: 3 clusters Score -4837556 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 16050 members Entering Unmasked Estep Score: -4837987.500000 Penalty: 12180.111328 Iteration 14Q: 3 clusters Score -4837988 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 16614 members Entering Unmasked Estep Score: -4838380.000000 Penalty: 12180.111328 Iteration 15Q: 3 clusters Score -4838380 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 17071 members Entering Unmasked Estep Score: -4838715.000000 Penalty: 12180.111328 Iteration 16Q: 3 clusters Score -4838715 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 17463 members Entering Unmasked Estep Score: -4838979.000000 Penalty: 12180.111328 Iteration 17Q: 3 clusters Score -4838979 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 17763 members Entering Unmasked Estep Score: -4839182.000000 Penalty: 12180.111328 Iteration 18Q: 3 clusters Score -4839182 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 18019 members Entering Unmasked Estep Score: -4839355.000000 Penalty: 12180.111328 Iteration 19Q: 3 clusters Score -4839355 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 18220 members Entering Unmasked Estep Score: -4839471.000000 Penalty: 12180.111328 Iteration 20F: 3 clusters Score -4839471 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 18386 members Entering Unmasked Estep Score: -4839576.500000 Penalty: 12180.111328 Iteration 21Q: 3 clusters Score -4839576 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 18536 members Entering Unmasked Estep Score: -4839672.000000 Penalty: 12180.111328 Iteration 22Q: 3 clusters Score -4839672 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 18649 members Entering Unmasked Estep Score: -4839737.000000 Penalty: 12180.111328 Iteration 23Q: 3 clusters Score -4839737 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 18728 members Entering Unmasked Estep Score: -4839770.000000 Penalty: 12180.111328 Iteration 24Q: 3 clusters Score -4839770 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -4839790.000000 Penalty: 12180.111328 Iteration 25Q: 3 clusters Score -4839790 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 18832 members Entering Unmasked Estep Score: -4839820.500000 Penalty: 12180.111328 Iteration 26Q: 3 clusters Score -4839820 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 18871 members Entering Unmasked Estep Score: -4839851.500000 Penalty: 12180.111328 Iteration 27Q: 3 clusters Score -4839852 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 18902 members Entering Unmasked Estep Score: -4839867.500000 Penalty: 12180.111328 Iteration 28Q: 3 clusters Score -4839868 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 18929 members Entering Unmasked Estep Score: -4839891.000000 Penalty: 12180.111328 Iteration 29Q: 3 clusters Score -4839891 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 18955 members Entering Unmasked Estep Score: -4839903.000000 Penalty: 12180.111328 Iteration 30Q: 3 clusters Score -4839903 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 18973 members Entering Unmasked Estep Score: -4839910.500000 Penalty: 12180.111328 Iteration 31Q: 3 clusters Score -4839910 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 18985 members Entering Unmasked Estep Score: -4839920.000000 Penalty: 12180.111328 Iteration 32Q: 3 clusters Score -4839920 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 19005 members Entering Unmasked Estep Score: -4839926.000000 Penalty: 12180.111328 Iteration 33Q: 3 clusters Score -4839926 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 19016 members Entering Unmasked Estep Score: -4839932.500000 Penalty: 12180.111328 Iteration 34Q: 3 clusters Score -4839932 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 19022 members Entering Unmasked Estep Score: -4839950.500000 Penalty: 12180.111328 Iteration 35Q: 3 clusters Score -4839950 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 19028 members Entering Unmasked Estep Score: -4839946.000000 Penalty: 12180.111328 Iteration 36Q: 3 clusters Score -4839946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 19034 members Entering Unmasked Estep Score: -4839950.500000 Penalty: 12180.111328 Iteration 37Q: 3 clusters Score -4839950 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 19042 members Entering Unmasked Estep Score: -4839950.500000 Penalty: 12180.111328 Iteration 38Q: 3 clusters Score -4839950 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 19054 members Entering Unmasked Estep Score: -4839957.500000 Penalty: 12180.111328 Iteration 39Q: 3 clusters Score -4839958 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 19065 members Entering Unmasked Estep Score: -4839966.500000 Penalty: 12180.111328 Iteration 40F: 3 clusters Score -4839966 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 19079 members Entering Unmasked Estep Score: -4839966.000000 Penalty: 12180.111328 Iteration 41Q: 3 clusters Score -4839966 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 19087 members Entering Unmasked Estep Score: -4839978.500000 Penalty: 12180.111328 Iteration 42Q: 3 clusters Score -4839978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 19094 members Entering Unmasked Estep Score: -4839969.000000 Penalty: 12180.111328 Iteration 43Q: 3 clusters Score -4839969 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 19100 members Entering Unmasked Estep Score: -4839971.500000 Penalty: 12180.111328 Iteration 44Q: 3 clusters Score -4839972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 19103 members Entering Unmasked Estep Score: -4839976.000000 Penalty: 12180.111328 Iteration 45Q: 3 clusters Score -4839976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 19104 members Entering Unmasked Estep Score: -4839973.500000 Penalty: 12180.111328 Iteration 46Q: 3 clusters Score -4839974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 19104 members Entering Unmasked Estep Score: -4839973.500000 Penalty: 12180.111328 Iteration 47F: 3 clusters Score -4839974 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (114425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114425 members Entering Unmasked Estep Score: -26971576.000000 Penalty: 7134.200684 Iteration 0F: 2 clusters Score -2.697158e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56990 members Mstep: Class 2 contains 57435 members Entering Unmasked Estep Score: -26895252.000000 Penalty: 14268.401367 Iteration 0F: 3 clusters Score -2.689525e+07 nChanged 52524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55300 members Mstep: Class 2 contains 59125 members Entering Unmasked Estep Score: -26923710.000000 Penalty: 14268.401367 Iteration 1F: 3 clusters Score -2.692371e+07 nChanged 4466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54128 members Mstep: Class 2 contains 60297 members Entering Unmasked Estep Score: -26924904.000000 Penalty: 14268.401367 Iteration 2Q: 3 clusters Score -2.69249e+07 nChanged 4143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52539 members Mstep: Class 2 contains 61886 members Entering Unmasked Estep Score: -26926014.000000 Penalty: 14268.401367 Iteration 3Q: 3 clusters Score -2.692601e+07 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50226 members Mstep: Class 2 contains 64199 members Entering Unmasked Estep Score: -26927230.000000 Penalty: 14268.401367 Iteration 4Q: 3 clusters Score -2.692723e+07 nChanged 4491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46869 members Mstep: Class 2 contains 67556 members Entering Unmasked Estep Score: -26928920.000000 Penalty: 14268.401367 Iteration 5Q: 3 clusters Score -2.692892e+07 nChanged 5301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42260 members Mstep: Class 2 contains 72165 members Entering Unmasked Estep Score: -26931230.000000 Penalty: 14268.401367 Iteration 6Q: 3 clusters Score -2.693123e+07 nChanged 6491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36069 members Mstep: Class 2 contains 78356 members Entering Unmasked Estep Score: -26934970.000000 Penalty: 14268.401367 Iteration 7F: 3 clusters Score -2.693497e+07 nChanged 7928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28235 members Mstep: Class 2 contains 86190 members Entering Unmasked Estep Score: -26940660.000000 Penalty: 14268.401367 Iteration 8F: 3 clusters Score -2.694066e+07 nChanged 8929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19352 members Mstep: Class 2 contains 95073 members Entering Unmasked Estep Score: -26948080.000000 Penalty: 14268.401367 Iteration 9F: 3 clusters Score -2.694808e+07 nChanged 8093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 103144 members Entering Unmasked Estep Score: -26955336.000000 Penalty: 14268.401367 Iteration 10F: 3 clusters Score -2.695534e+07 nChanged 5720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 108840 members Entering Unmasked Estep Score: -26960826.000000 Penalty: 14268.401367 Iteration 11Q: 3 clusters Score -2.696083e+07 nChanged 2843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 111673 members Entering Unmasked Estep Score: -26963268.000000 Penalty: 14268.401367 Iteration 12Q: 3 clusters Score -2.696327e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 112865 members Entering Unmasked Estep Score: -26964454.000000 Penalty: 14268.401367 Iteration 13Q: 3 clusters Score -2.696445e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 113297 members Entering Unmasked Estep Score: -26964926.000000 Penalty: 14268.401367 Iteration 14Q: 3 clusters Score -2.696493e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 113486 members Entering Unmasked Estep Score: -26965092.000000 Penalty: 14268.401367 Iteration 15Q: 3 clusters Score -2.696509e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 113578 members Entering Unmasked Estep Score: -26965222.000000 Penalty: 14268.401367 Iteration 16Q: 3 clusters Score -2.696522e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 113627 members Entering Unmasked Estep Score: -26965292.000000 Penalty: 14268.401367 Iteration 17Q: 3 clusters Score -2.696529e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 113652 members Entering Unmasked Estep Score: -26965326.000000 Penalty: 14268.401367 Iteration 18Q: 3 clusters Score -2.696533e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 113666 members Entering Unmasked Estep Score: -26965356.000000 Penalty: 14268.401367 Iteration 19Q: 3 clusters Score -2.696536e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 113684 members Entering Unmasked Estep Score: -26965374.000000 Penalty: 14268.401367 Iteration 20F: 3 clusters Score -2.696537e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 113693 members Entering Unmasked Estep Score: -26965402.000000 Penalty: 14268.401367 Iteration 21Q: 3 clusters Score -2.69654e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 113699 members Entering Unmasked Estep Score: -26965416.000000 Penalty: 14268.401367 Iteration 22Q: 3 clusters Score -2.696542e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 113704 members Entering Unmasked Estep Score: -26965410.000000 Penalty: 14268.401367 Iteration 23Q: 3 clusters Score -2.696541e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 113708 members Entering Unmasked Estep Score: -26965406.000000 Penalty: 14268.401367 Iteration 24Q: 3 clusters Score -2.696541e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 113708 members Entering Unmasked Estep Score: -26965406.000000 Penalty: 14268.401367 Iteration 25F: 3 clusters Score -2.696541e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Entering Unmasked Estep Score: -823697.812500 Penalty: 5020.317383 Iteration 0F: 2 clusters Score -823697.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -817553.875000 Penalty: 10040.634766 Iteration 0F: 3 clusters Score -817553.9 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -818455.875000 Penalty: 10040.634766 Iteration 1F: 3 clusters Score -818455.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -818775.750000 Penalty: 10040.634766 Iteration 2F: 3 clusters Score -818775.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -818959.250000 Penalty: 10040.634766 Iteration 3Q: 3 clusters Score -818959.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -819093.125000 Penalty: 10040.634766 Iteration 4Q: 3 clusters Score -819093.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -819208.437500 Penalty: 10040.634766 Iteration 5Q: 3 clusters Score -819208.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -819287.562500 Penalty: 10040.634766 Iteration 6Q: 3 clusters Score -819287.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -819362.750000 Penalty: 10040.634766 Iteration 7Q: 3 clusters Score -819362.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -819425.875000 Penalty: 10040.634766 Iteration 8Q: 3 clusters Score -819425.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -819484.500000 Penalty: 10040.634766 Iteration 9Q: 3 clusters Score -819484.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -819534.625000 Penalty: 10040.634766 Iteration 10Q: 3 clusters Score -819534.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -819575.312500 Penalty: 10040.634766 Iteration 11Q: 3 clusters Score -819575.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -819610.375000 Penalty: 10040.634766 Iteration 12Q: 3 clusters Score -819610.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -819652.312500 Penalty: 10040.634766 Iteration 13Q: 3 clusters Score -819652.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -819707.062500 Penalty: 10040.634766 Iteration 14Q: 3 clusters Score -819707.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -819758.062500 Penalty: 10040.634766 Iteration 15Q: 3 clusters Score -819758.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -819802.687500 Penalty: 10040.634766 Iteration 16Q: 3 clusters Score -819802.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -819837.437500 Penalty: 10040.634766 Iteration 17Q: 3 clusters Score -819837.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -819864.000000 Penalty: 10040.634766 Iteration 18Q: 3 clusters Score -819864 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -819896.062500 Penalty: 10040.634766 Iteration 19Q: 3 clusters Score -819896.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -819913.812500 Penalty: 10040.634766 Iteration 20F: 3 clusters Score -819913.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -819920.750000 Penalty: 10040.634766 Iteration 21Q: 3 clusters Score -819920.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -819926.437500 Penalty: 10040.634766 Iteration 22Q: 3 clusters Score -819926.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -819934.375000 Penalty: 10040.634766 Iteration 23Q: 3 clusters Score -819934.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -819938.937500 Penalty: 10040.634766 Iteration 24Q: 3 clusters Score -819938.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -819941.250000 Penalty: 10040.634766 Iteration 25Q: 3 clusters Score -819941.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -819948.187500 Penalty: 10040.634766 Iteration 26Q: 3 clusters Score -819948.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -819955.000000 Penalty: 10040.634766 Iteration 27Q: 3 clusters Score -819955 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -819963.187500 Penalty: 10040.634766 Iteration 28Q: 3 clusters Score -819963.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -819975.250000 Penalty: 10040.634766 Iteration 29Q: 3 clusters Score -819975.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -819984.562500 Penalty: 10040.634766 Iteration 30Q: 3 clusters Score -819984.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -819994.187500 Penalty: 10040.634766 Iteration 31Q: 3 clusters Score -819994.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -820009.062500 Penalty: 10040.634766 Iteration 32Q: 3 clusters Score -820009.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -820020.187500 Penalty: 10040.634766 Iteration 33Q: 3 clusters Score -820020.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -820032.187500 Penalty: 10040.634766 Iteration 34Q: 3 clusters Score -820032.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -820041.062500 Penalty: 10040.634766 Iteration 35Q: 3 clusters Score -820041.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -820047.812500 Penalty: 10040.634766 Iteration 36Q: 3 clusters Score -820047.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -820056.937500 Penalty: 10040.634766 Iteration 37Q: 3 clusters Score -820056.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -820063.687500 Penalty: 10040.634766 Iteration 38Q: 3 clusters Score -820063.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -820070.187500 Penalty: 10040.634766 Iteration 39Q: 3 clusters Score -820070.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -820079.000000 Penalty: 10040.634766 Iteration 40F: 3 clusters Score -820079 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -820081.062500 Penalty: 10040.634766 Iteration 41Q: 3 clusters Score -820081.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -820085.062500 Penalty: 10040.634766 Iteration 42Q: 3 clusters Score -820085.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -820090.812500 Penalty: 10040.634766 Iteration 43Q: 3 clusters Score -820090.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -820094.250000 Penalty: 10040.634766 Iteration 44Q: 3 clusters Score -820094.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -820097.625000 Penalty: 10040.634766 Iteration 45Q: 3 clusters Score -820097.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -820097.625000 Penalty: 10040.634766 Iteration 46F: 3 clusters Score -820097.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (15430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15430 members Entering Unmasked Estep Score: -3629231.500000 Penalty: 5906.992188 Iteration 0F: 2 clusters Score -3629232 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -3615588.250000 Penalty: 11813.984375 Iteration 0F: 3 clusters Score -3615588 nChanged 6088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -3618947.000000 Penalty: 11813.984375 Iteration 1F: 3 clusters Score -3618947 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -3619533.000000 Penalty: 11813.984375 Iteration 2F: 3 clusters Score -3619533 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -3619952.750000 Penalty: 11813.984375 Iteration 3Q: 3 clusters Score -3619953 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -3620330.250000 Penalty: 11813.984375 Iteration 4Q: 3 clusters Score -3620330 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -3620662.000000 Penalty: 11813.984375 Iteration 5Q: 3 clusters Score -3620662 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 8030 members Entering Unmasked Estep Score: -3620951.750000 Penalty: 11813.984375 Iteration 6Q: 3 clusters Score -3620952 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -3621318.500000 Penalty: 11813.984375 Iteration 7Q: 3 clusters Score -3621318 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -3621687.000000 Penalty: 11813.984375 Iteration 8Q: 3 clusters Score -3621687 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -3622061.750000 Penalty: 11813.984375 Iteration 9Q: 3 clusters Score -3622062 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -3622362.250000 Penalty: 11813.984375 Iteration 10Q: 3 clusters Score -3622362 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -3622609.500000 Penalty: 11813.984375 Iteration 11Q: 3 clusters Score -3622610 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -3622820.250000 Penalty: 11813.984375 Iteration 12Q: 3 clusters Score -3622820 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -3622999.250000 Penalty: 11813.984375 Iteration 13Q: 3 clusters Score -3622999 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -3623178.500000 Penalty: 11813.984375 Iteration 14Q: 3 clusters Score -3623178 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -3623295.000000 Penalty: 11813.984375 Iteration 15Q: 3 clusters Score -3623295 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -3623423.750000 Penalty: 11813.984375 Iteration 16Q: 3 clusters Score -3623424 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -3623532.000000 Penalty: 11813.984375 Iteration 17Q: 3 clusters Score -3623532 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -3623618.000000 Penalty: 11813.984375 Iteration 18Q: 3 clusters Score -3623618 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -3623710.250000 Penalty: 11813.984375 Iteration 19Q: 3 clusters Score -3623710 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -3623791.250000 Penalty: 11813.984375 Iteration 20F: 3 clusters Score -3623791 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -3623882.750000 Penalty: 11813.984375 Iteration 21Q: 3 clusters Score -3623883 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 10701 members Entering Unmasked Estep Score: -3623959.000000 Penalty: 11813.984375 Iteration 22Q: 3 clusters Score -3623959 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 10864 members Entering Unmasked Estep Score: -3624036.500000 Penalty: 11813.984375 Iteration 23Q: 3 clusters Score -3624036 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -3624122.000000 Penalty: 11813.984375 Iteration 24Q: 3 clusters Score -3624122 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -3624197.250000 Penalty: 11813.984375 Iteration 25Q: 3 clusters Score -3624197 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -3624288.250000 Penalty: 11813.984375 Iteration 26Q: 3 clusters Score -3624288 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -3624374.000000 Penalty: 11813.984375 Iteration 27Q: 3 clusters Score -3624374 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 11656 members Entering Unmasked Estep Score: -3624431.250000 Penalty: 11813.984375 Iteration 28Q: 3 clusters Score -3624431 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -3624509.500000 Penalty: 11813.984375 Iteration 29Q: 3 clusters Score -3624510 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 11920 members Entering Unmasked Estep Score: -3624589.750000 Penalty: 11813.984375 Iteration 30Q: 3 clusters Score -3624590 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -3624679.000000 Penalty: 11813.984375 Iteration 31Q: 3 clusters Score -3624679 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -3624757.250000 Penalty: 11813.984375 Iteration 32Q: 3 clusters Score -3624757 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -3624828.750000 Penalty: 11813.984375 Iteration 33Q: 3 clusters Score -3624829 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -3624924.250000 Penalty: 11813.984375 Iteration 34Q: 3 clusters Score -3624924 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -3625010.500000 Penalty: 11813.984375 Iteration 35Q: 3 clusters Score -3625010 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -3625069.250000 Penalty: 11813.984375 Iteration 36Q: 3 clusters Score -3625069 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 12692 members Entering Unmasked Estep Score: -3625109.250000 Penalty: 11813.984375 Iteration 37Q: 3 clusters Score -3625109 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 12747 members Entering Unmasked Estep Score: -3625131.750000 Penalty: 11813.984375 Iteration 38Q: 3 clusters Score -3625132 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -3625160.250000 Penalty: 11813.984375 Iteration 39Q: 3 clusters Score -3625160 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -3625176.500000 Penalty: 11813.984375 Iteration 40F: 3 clusters Score -3625176 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 12829 members Entering Unmasked Estep Score: -3625174.500000 Penalty: 11813.984375 Iteration 41Q: 3 clusters Score -3625174 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -3625186.000000 Penalty: 11813.984375 Iteration 42Q: 3 clusters Score -3625186 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -3625190.750000 Penalty: 11813.984375 Iteration 43Q: 3 clusters Score -3625191 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -3625197.500000 Penalty: 11813.984375 Iteration 44Q: 3 clusters Score -3625198 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 12890 members Entering Unmasked Estep Score: -3625201.500000 Penalty: 11813.984375 Iteration 45Q: 3 clusters Score -3625202 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -3625204.500000 Penalty: 11813.984375 Iteration 46Q: 3 clusters Score -3625204 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -3625208.250000 Penalty: 11813.984375 Iteration 47Q: 3 clusters Score -3625208 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 12912 members Entering Unmasked Estep Score: -3625212.750000 Penalty: 11813.984375 Iteration 48Q: 3 clusters Score -3625213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 12916 members Entering Unmasked Estep Score: -3625206.250000 Penalty: 11813.984375 Iteration 49Q: 3 clusters Score -3625206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -3625208.250000 Penalty: 11813.984375 Iteration 50Q: 3 clusters Score -3625208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -3625208.500000 Penalty: 11813.984375 Iteration 51Q: 3 clusters Score -3625208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -3625211.500000 Penalty: 11813.984375 Iteration 52Q: 3 clusters Score -3625212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -3625211.500000 Penalty: 11813.984375 Iteration 53F: 3 clusters Score -3625212 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Entering Unmasked Estep Score: -1883059.125000 Penalty: 5506.492676 Iteration 0F: 2 clusters Score -1883059 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1874126.750000 Penalty: 11012.985352 Iteration 0F: 3 clusters Score -1874127 nChanged 2799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1875976.750000 Penalty: 11012.985352 Iteration 1F: 3 clusters Score -1875977 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1876541.250000 Penalty: 11012.985352 Iteration 2F: 3 clusters Score -1876541 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1877033.000000 Penalty: 11012.985352 Iteration 3F: 3 clusters Score -1877033 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -1877447.625000 Penalty: 11012.985352 Iteration 4F: 3 clusters Score -1877448 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1877753.375000 Penalty: 11012.985352 Iteration 5Q: 3 clusters Score -1877753 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1877992.125000 Penalty: 11012.985352 Iteration 6Q: 3 clusters Score -1877992 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1878183.125000 Penalty: 11012.985352 Iteration 7Q: 3 clusters Score -1878183 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1878367.125000 Penalty: 11012.985352 Iteration 8Q: 3 clusters Score -1878367 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -1878533.125000 Penalty: 11012.985352 Iteration 9Q: 3 clusters Score -1878533 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -1878683.500000 Penalty: 11012.985352 Iteration 10Q: 3 clusters Score -1878684 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -1878803.000000 Penalty: 11012.985352 Iteration 11Q: 3 clusters Score -1878803 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -1878902.125000 Penalty: 11012.985352 Iteration 12Q: 3 clusters Score -1878902 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1878984.125000 Penalty: 11012.985352 Iteration 13Q: 3 clusters Score -1878984 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -1879058.500000 Penalty: 11012.985352 Iteration 14Q: 3 clusters Score -1879058 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1879130.250000 Penalty: 11012.985352 Iteration 15Q: 3 clusters Score -1879130 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1879195.375000 Penalty: 11012.985352 Iteration 16Q: 3 clusters Score -1879195 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -1879269.500000 Penalty: 11012.985352 Iteration 17Q: 3 clusters Score -1879270 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -1879346.875000 Penalty: 11012.985352 Iteration 18Q: 3 clusters Score -1879347 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -1879417.500000 Penalty: 11012.985352 Iteration 19Q: 3 clusters Score -1879418 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -1879453.500000 Penalty: 11012.985352 Iteration 20F: 3 clusters Score -1879454 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -1879498.000000 Penalty: 11012.985352 Iteration 21Q: 3 clusters Score -1879498 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1879521.000000 Penalty: 11012.985352 Iteration 22Q: 3 clusters Score -1879521 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -1879535.250000 Penalty: 11012.985352 Iteration 23Q: 3 clusters Score -1879535 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -1879544.625000 Penalty: 11012.985352 Iteration 24Q: 3 clusters Score -1879545 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1879553.625000 Penalty: 11012.985352 Iteration 25Q: 3 clusters Score -1879554 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -1879558.000000 Penalty: 11012.985352 Iteration 26Q: 3 clusters Score -1879558 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -1879571.375000 Penalty: 11012.985352 Iteration 27Q: 3 clusters Score -1879571 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1879583.750000 Penalty: 11012.985352 Iteration 28Q: 3 clusters Score -1879584 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -1879594.625000 Penalty: 11012.985352 Iteration 29Q: 3 clusters Score -1879595 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1879597.750000 Penalty: 11012.985352 Iteration 30Q: 3 clusters Score -1879598 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -1879605.625000 Penalty: 11012.985352 Iteration 31Q: 3 clusters Score -1879606 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -1879608.875000 Penalty: 11012.985352 Iteration 32Q: 3 clusters Score -1879609 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -1879611.000000 Penalty: 11012.985352 Iteration 33Q: 3 clusters Score -1879611 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -1879609.875000 Penalty: 11012.985352 Iteration 34Q: 3 clusters Score -1879610 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -1879614.000000 Penalty: 11012.985352 Iteration 35Q: 3 clusters Score -1879614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1879614.125000 Penalty: 11012.985352 Iteration 36Q: 3 clusters Score -1879614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -1879612.625000 Penalty: 11012.985352 Iteration 37Q: 3 clusters Score -1879613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1879611.375000 Penalty: 11012.985352 Iteration 38Q: 3 clusters Score -1879611 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1879611.375000 Penalty: 11012.985352 Iteration 39F: 3 clusters Score -1879611 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Entering Unmasked Estep Score: -140727.468750 Penalty: 4002.835205 Iteration 0F: 2 clusters Score -140727.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -137209.140625 Penalty: 8005.670410 Iteration 0F: 3 clusters Score -137209.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -137787.562500 Penalty: 8005.670410 Iteration 1F: 3 clusters Score -137787.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -138085.937500 Penalty: 8005.670410 Iteration 2F: 3 clusters Score -138085.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -138254.031250 Penalty: 8005.670410 Iteration 3Q: 3 clusters Score -138254 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -138375.968750 Penalty: 8005.670410 Iteration 4Q: 3 clusters Score -138376 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -138485.843750 Penalty: 8005.670410 Iteration 5Q: 3 clusters Score -138485.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -138566.468750 Penalty: 8005.670410 Iteration 6Q: 3 clusters Score -138566.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -138608.843750 Penalty: 8005.670410 Iteration 7Q: 3 clusters Score -138608.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -138639.328125 Penalty: 8005.670410 Iteration 8Q: 3 clusters Score -138639.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -138653.875000 Penalty: 8005.670410 Iteration 9Q: 3 clusters Score -138653.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -138653.875000 Penalty: 8005.670410 Iteration 10F: 3 clusters Score -138653.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (47708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47708 members Entering Unmasked Estep Score: -11063676.000000 Penalty: 6598.373535 Iteration 0F: 2 clusters Score -1.106368e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23807 members Mstep: Class 2 contains 23901 members Entering Unmasked Estep Score: -11029563.000000 Penalty: 13196.747070 Iteration 0F: 3 clusters Score -1.102956e+07 nChanged 20930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23533 members Mstep: Class 2 contains 24175 members Entering Unmasked Estep Score: -11040637.000000 Penalty: 13196.747070 Iteration 1F: 3 clusters Score -1.104064e+07 nChanged 2494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23283 members Mstep: Class 2 contains 24425 members Entering Unmasked Estep Score: -11041596.000000 Penalty: 13196.747070 Iteration 2F: 3 clusters Score -1.10416e+07 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22979 members Mstep: Class 2 contains 24729 members Entering Unmasked Estep Score: -11042556.000000 Penalty: 13196.747070 Iteration 3Q: 3 clusters Score -1.104256e+07 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22554 members Mstep: Class 2 contains 25154 members Entering Unmasked Estep Score: -11043480.000000 Penalty: 13196.747070 Iteration 4Q: 3 clusters Score -1.104348e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22043 members Mstep: Class 2 contains 25665 members Entering Unmasked Estep Score: -11044522.000000 Penalty: 13196.747070 Iteration 5Q: 3 clusters Score -1.104452e+07 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21479 members Mstep: Class 2 contains 26229 members Entering Unmasked Estep Score: -11045701.000000 Penalty: 13196.747070 Iteration 6Q: 3 clusters Score -1.10457e+07 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20944 members Mstep: Class 2 contains 26764 members Entering Unmasked Estep Score: -11047014.000000 Penalty: 13196.747070 Iteration 7Q: 3 clusters Score -1.104701e+07 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20488 members Mstep: Class 2 contains 27220 members Entering Unmasked Estep Score: -11048243.000000 Penalty: 13196.747070 Iteration 8Q: 3 clusters Score -1.104824e+07 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20195 members Mstep: Class 2 contains 27513 members Entering Unmasked Estep Score: -11049469.000000 Penalty: 13196.747070 Iteration 9Q: 3 clusters Score -1.104947e+07 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19955 members Mstep: Class 2 contains 27753 members Entering Unmasked Estep Score: -11050768.000000 Penalty: 13196.747070 Iteration 10Q: 3 clusters Score -1.105077e+07 nChanged 2123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19792 members Mstep: Class 2 contains 27916 members Entering Unmasked Estep Score: -11052049.000000 Penalty: 13196.747070 Iteration 11Q: 3 clusters Score -1.105205e+07 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19755 members Mstep: Class 2 contains 27953 members Entering Unmasked Estep Score: -11053697.000000 Penalty: 13196.747070 Iteration 12Q: 3 clusters Score -1.10537e+07 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19746 members Mstep: Class 2 contains 27962 members Entering Unmasked Estep Score: -11055651.000000 Penalty: 13196.747070 Iteration 13Q: 3 clusters Score -1.105565e+07 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19688 members Mstep: Class 2 contains 28020 members Entering Unmasked Estep Score: -11057863.000000 Penalty: 13196.747070 Iteration 14Q: 3 clusters Score -1.105786e+07 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19657 members Mstep: Class 2 contains 28051 members Entering Unmasked Estep Score: -11059452.000000 Penalty: 13196.747070 Iteration 15Q: 3 clusters Score -1.105945e+07 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19641 members Mstep: Class 2 contains 28067 members Entering Unmasked Estep Score: -11060243.000000 Penalty: 13196.747070 Iteration 16Q: 3 clusters Score -1.106024e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19707 members Mstep: Class 2 contains 28001 members Entering Unmasked Estep Score: -11060578.000000 Penalty: 13196.747070 Iteration 17Q: 3 clusters Score -1.106058e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19781 members Mstep: Class 2 contains 27927 members Entering Unmasked Estep Score: -11060742.000000 Penalty: 13196.747070 Iteration 18Q: 3 clusters Score -1.106074e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19815 members Mstep: Class 2 contains 27893 members Entering Unmasked Estep Score: -11060761.000000 Penalty: 13196.747070 Iteration 19Q: 3 clusters Score -1.106076e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19840 members Mstep: Class 2 contains 27868 members Entering Unmasked Estep Score: -11060817.000000 Penalty: 13196.747070 Iteration 20F: 3 clusters Score -1.106082e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 27853 members Entering Unmasked Estep Score: -11060840.000000 Penalty: 13196.747070 Iteration 21Q: 3 clusters Score -1.106084e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19869 members Mstep: Class 2 contains 27839 members Entering Unmasked Estep Score: -11060818.000000 Penalty: 13196.747070 Iteration 22Q: 3 clusters Score -1.106082e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19889 members Mstep: Class 2 contains 27819 members Entering Unmasked Estep Score: -11060832.000000 Penalty: 13196.747070 Iteration 23Q: 3 clusters Score -1.106083e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19898 members Mstep: Class 2 contains 27810 members Entering Unmasked Estep Score: -11060846.000000 Penalty: 13196.747070 Iteration 24Q: 3 clusters Score -1.106085e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19904 members Mstep: Class 2 contains 27804 members Entering Unmasked Estep Score: -11060857.000000 Penalty: 13196.747070 Iteration 25Q: 3 clusters Score -1.106086e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19904 members Mstep: Class 2 contains 27804 members Entering Unmasked Estep Score: -11060862.000000 Penalty: 13196.747070 Iteration 26Q: 3 clusters Score -1.106086e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19906 members Mstep: Class 2 contains 27802 members Entering Unmasked Estep Score: -11060849.000000 Penalty: 13196.747070 Iteration 27Q: 3 clusters Score -1.106085e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19905 members Mstep: Class 2 contains 27803 members Entering Unmasked Estep Score: -11060846.000000 Penalty: 13196.747070 Iteration 28Q: 3 clusters Score -1.106085e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19905 members Mstep: Class 2 contains 27803 members Entering Unmasked Estep Score: -11060843.000000 Penalty: 13196.747070 Iteration 29Q: 3 clusters Score -1.106084e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19905 members Mstep: Class 2 contains 27803 members Entering Unmasked Estep Score: -11060850.000000 Penalty: 13196.747070 Iteration 30Q: 3 clusters Score -1.106085e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19907 members Mstep: Class 2 contains 27801 members Entering Unmasked Estep Score: -11060862.000000 Penalty: 13196.747070 Iteration 31Q: 3 clusters Score -1.106086e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19906 members Mstep: Class 2 contains 27802 members Entering Unmasked Estep Score: -11060866.000000 Penalty: 13196.747070 Iteration 32Q: 3 clusters Score -1.106087e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19906 members Mstep: Class 2 contains 27802 members Entering Unmasked Estep Score: -11060865.000000 Penalty: 13196.747070 Iteration 33Q: 3 clusters Score -1.106086e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19907 members Mstep: Class 2 contains 27801 members Entering Unmasked Estep Score: -11060859.000000 Penalty: 13196.747070 Iteration 34Q: 3 clusters Score -1.106086e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19907 members Mstep: Class 2 contains 27801 members Entering Unmasked Estep Score: -11060859.000000 Penalty: 13196.747070 Iteration 35F: 3 clusters Score -1.106086e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Entering Unmasked Estep Score: -188624.765625 Penalty: 4171.887207 Iteration 0F: 2 clusters Score -188624.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -184661.296875 Penalty: 8343.774414 Iteration 0F: 3 clusters Score -184661.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -185054.000000 Penalty: 8343.774414 Iteration 1F: 3 clusters Score -185054 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -185273.468750 Penalty: 8343.774414 Iteration 2F: 3 clusters Score -185273.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -185535.953125 Penalty: 8343.774414 Iteration 3Q: 3 clusters Score -185536 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -185920.812500 Penalty: 8343.774414 Iteration 4Q: 3 clusters Score -185920.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -186058.578125 Penalty: 8343.774414 Iteration 5Q: 3 clusters Score -186058.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -186151.843750 Penalty: 8343.774414 Iteration 6Q: 3 clusters Score -186151.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -186211.531250 Penalty: 8343.774414 Iteration 7Q: 3 clusters Score -186211.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -186237.187500 Penalty: 8343.774414 Iteration 8Q: 3 clusters Score -186237.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -186251.125000 Penalty: 8343.774414 Iteration 9Q: 3 clusters Score -186251.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -186263.421875 Penalty: 8343.774414 Iteration 10Q: 3 clusters Score -186263.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -186271.562500 Penalty: 8343.774414 Iteration 11Q: 3 clusters Score -186271.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -186279.562500 Penalty: 8343.774414 Iteration 12Q: 3 clusters Score -186279.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -186279.562500 Penalty: 8343.774414 Iteration 13F: 3 clusters Score -186279.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (27330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27330 members Entering Unmasked Estep Score: -6433394.500000 Penalty: 6257.141113 Iteration 0F: 2 clusters Score -6433394 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13642 members Mstep: Class 2 contains 13688 members Entering Unmasked Estep Score: -6412226.500000 Penalty: 12514.282227 Iteration 0F: 3 clusters Score -6412226 nChanged 11524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -6418329.000000 Penalty: 12514.282227 Iteration 1F: 3 clusters Score -6418329 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -6418978.500000 Penalty: 12514.282227 Iteration 2F: 3 clusters Score -6418978 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13219 members Mstep: Class 2 contains 14111 members Entering Unmasked Estep Score: -6419431.000000 Penalty: 12514.282227 Iteration 3Q: 3 clusters Score -6419431 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13017 members Mstep: Class 2 contains 14313 members Entering Unmasked Estep Score: -6419744.000000 Penalty: 12514.282227 Iteration 4Q: 3 clusters Score -6419744 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -6419942.500000 Penalty: 12514.282227 Iteration 5Q: 3 clusters Score -6419942 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 14812 members Entering Unmasked Estep Score: -6420155.500000 Penalty: 12514.282227 Iteration 6Q: 3 clusters Score -6420156 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 15132 members Entering Unmasked Estep Score: -6420360.000000 Penalty: 12514.282227 Iteration 7Q: 3 clusters Score -6420360 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11860 members Mstep: Class 2 contains 15470 members Entering Unmasked Estep Score: -6420557.000000 Penalty: 12514.282227 Iteration 8Q: 3 clusters Score -6420557 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 15887 members Entering Unmasked Estep Score: -6420770.000000 Penalty: 12514.282227 Iteration 9Q: 3 clusters Score -6420770 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -6421062.500000 Penalty: 12514.282227 Iteration 10Q: 3 clusters Score -6421062 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10274 members Mstep: Class 2 contains 17056 members Entering Unmasked Estep Score: -6421432.000000 Penalty: 12514.282227 Iteration 11Q: 3 clusters Score -6421432 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 17884 members Entering Unmasked Estep Score: -6421893.000000 Penalty: 12514.282227 Iteration 12Q: 3 clusters Score -6421893 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 18841 members Entering Unmasked Estep Score: -6422585.000000 Penalty: 12514.282227 Iteration 13Q: 3 clusters Score -6422585 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 19963 members Entering Unmasked Estep Score: -6423410.000000 Penalty: 12514.282227 Iteration 14Q: 3 clusters Score -6423410 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 21078 members Entering Unmasked Estep Score: -6424313.500000 Penalty: 12514.282227 Iteration 15Q: 3 clusters Score -6424314 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 22103 members Entering Unmasked Estep Score: -6425177.000000 Penalty: 12514.282227 Iteration 16Q: 3 clusters Score -6425177 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 23000 members Entering Unmasked Estep Score: -6425879.500000 Penalty: 12514.282227 Iteration 17Q: 3 clusters Score -6425880 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 23636 members Entering Unmasked Estep Score: -6426339.000000 Penalty: 12514.282227 Iteration 18Q: 3 clusters Score -6426339 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 24136 members Entering Unmasked Estep Score: -6426713.500000 Penalty: 12514.282227 Iteration 19Q: 3 clusters Score -6426714 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 24546 members Entering Unmasked Estep Score: -6427008.000000 Penalty: 12514.282227 Iteration 20F: 3 clusters Score -6427008 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 24859 members Entering Unmasked Estep Score: -6427222.500000 Penalty: 12514.282227 Iteration 21Q: 3 clusters Score -6427222 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 25097 members Entering Unmasked Estep Score: -6427394.000000 Penalty: 12514.282227 Iteration 22Q: 3 clusters Score -6427394 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 25264 members Entering Unmasked Estep Score: -6427516.500000 Penalty: 12514.282227 Iteration 23Q: 3 clusters Score -6427516 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 25395 members Entering Unmasked Estep Score: -6427617.000000 Penalty: 12514.282227 Iteration 24Q: 3 clusters Score -6427617 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 25497 members Entering Unmasked Estep Score: -6427731.500000 Penalty: 12514.282227 Iteration 25Q: 3 clusters Score -6427732 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 25578 members Entering Unmasked Estep Score: -6427767.500000 Penalty: 12514.282227 Iteration 26Q: 3 clusters Score -6427768 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 25641 members Entering Unmasked Estep Score: -6427821.500000 Penalty: 12514.282227 Iteration 27Q: 3 clusters Score -6427822 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 25701 members Entering Unmasked Estep Score: -6427872.500000 Penalty: 12514.282227 Iteration 28Q: 3 clusters Score -6427872 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 25758 members Entering Unmasked Estep Score: -6427909.000000 Penalty: 12514.282227 Iteration 29Q: 3 clusters Score -6427909 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 25801 members Entering Unmasked Estep Score: -6427963.000000 Penalty: 12514.282227 Iteration 30Q: 3 clusters Score -6427963 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 25838 members Entering Unmasked Estep Score: -6427998.500000 Penalty: 12514.282227 Iteration 31Q: 3 clusters Score -6427998 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 25871 members Entering Unmasked Estep Score: -6428007.000000 Penalty: 12514.282227 Iteration 32Q: 3 clusters Score -6428007 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 25897 members Entering Unmasked Estep Score: -6428025.000000 Penalty: 12514.282227 Iteration 33Q: 3 clusters Score -6428025 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 25915 members Entering Unmasked Estep Score: -6428038.000000 Penalty: 12514.282227 Iteration 34Q: 3 clusters Score -6428038 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 25929 members Entering Unmasked Estep Score: -6428045.000000 Penalty: 12514.282227 Iteration 35Q: 3 clusters Score -6428045 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 25941 members Entering Unmasked Estep Score: -6428065.500000 Penalty: 12514.282227 Iteration 36Q: 3 clusters Score -6428066 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 25953 members Entering Unmasked Estep Score: -6428073.000000 Penalty: 12514.282227 Iteration 37Q: 3 clusters Score -6428073 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 25963 members Entering Unmasked Estep Score: -6428080.000000 Penalty: 12514.282227 Iteration 38Q: 3 clusters Score -6428080 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 25968 members Entering Unmasked Estep Score: -6428083.000000 Penalty: 12514.282227 Iteration 39Q: 3 clusters Score -6428083 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 25971 members Entering Unmasked Estep Score: -6428075.500000 Penalty: 12514.282227 Iteration 40F: 3 clusters Score -6428076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 25973 members Entering Unmasked Estep Score: -6428081.500000 Penalty: 12514.282227 Iteration 41Q: 3 clusters Score -6428082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 25973 members Entering Unmasked Estep Score: -6428073.500000 Penalty: 12514.282227 Iteration 42Q: 3 clusters Score -6428074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 25973 members Entering Unmasked Estep Score: -6428073.500000 Penalty: 12514.282227 Iteration 43Q: 3 clusters Score -6428074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 25974 members Entering Unmasked Estep Score: -6428075.500000 Penalty: 12514.282227 Iteration 44Q: 3 clusters Score -6428076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 25976 members Entering Unmasked Estep Score: -6428072.000000 Penalty: 12514.282227 Iteration 45Q: 3 clusters Score -6428072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 25979 members Entering Unmasked Estep Score: -6428078.000000 Penalty: 12514.282227 Iteration 46Q: 3 clusters Score -6428078 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 25984 members Entering Unmasked Estep Score: -6428080.500000 Penalty: 12514.282227 Iteration 47Q: 3 clusters Score -6428080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 25986 members Entering Unmasked Estep Score: -6428086.000000 Penalty: 12514.282227 Iteration 48Q: 3 clusters Score -6428086 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 25988 members Entering Unmasked Estep Score: -6428095.500000 Penalty: 12514.282227 Iteration 49Q: 3 clusters Score -6428096 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 25990 members Entering Unmasked Estep Score: -6428093.500000 Penalty: 12514.282227 Iteration 50Q: 3 clusters Score -6428094 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 26000 members Entering Unmasked Estep Score: -6428106.500000 Penalty: 12514.282227 Iteration 51Q: 3 clusters Score -6428106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 26005 members Entering Unmasked Estep Score: -6428101.500000 Penalty: 12514.282227 Iteration 52Q: 3 clusters Score -6428102 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 26009 members Entering Unmasked Estep Score: -6428105.500000 Penalty: 12514.282227 Iteration 53Q: 3 clusters Score -6428106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 26013 members Entering Unmasked Estep Score: -6428110.000000 Penalty: 12514.282227 Iteration 54Q: 3 clusters Score -6428110 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 26016 members Entering Unmasked Estep Score: -6428101.500000 Penalty: 12514.282227 Iteration 55Q: 3 clusters Score -6428102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 26017 members Entering Unmasked Estep Score: -6428106.500000 Penalty: 12514.282227 Iteration 56Q: 3 clusters Score -6428106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 26017 members Entering Unmasked Estep Score: -6428106.500000 Penalty: 12514.282227 Iteration 57F: 3 clusters Score -6428106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 4688 members Mstep: Class 3 contains 10120 members Mstep: Class 4 contains 37048 members Mstep: Class 5 contains 10507 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84421 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13257 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9556 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 12486 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20805 members Mstep: Class 20 contains 114425 members Mstep: Class 21 contains 3628 members Mstep: Class 22 contains 15430 members Mstep: Class 23 contains 8024 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47708 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27330 members Entering Unmasked Estep ConsiderDeletion Score: -101708344.000000 Penalty: 214845.046875 Iteration 119Q: 28 clusters Score -1.017083e+08 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4688 members Mstep: Class 3 contains 10123 members Mstep: Class 4 contains 37043 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13258 members Mstep: Class 12 contains 845 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9556 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 12702 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114433 members Mstep: Class 21 contains 3627 members Mstep: Class 22 contains 15433 members Mstep: Class 23 contains 8022 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47485 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27333 members Entering Unmasked Estep ConsiderDeletion Score: -101708400.000000 Penalty: 214845.046875 Iteration 120F: 28 clusters Score -1.017084e+08 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10129 members Mstep: Class 4 contains 37042 members Mstep: Class 5 contains 10497 members Mstep: Class 6 contains 1302 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84422 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13260 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 12933 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114436 members Mstep: Class 21 contains 3626 members Mstep: Class 22 contains 15434 members Mstep: Class 23 contains 8024 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47256 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27334 members Entering Unmasked Estep ConsiderDeletion Score: -101708560.000000 Penalty: 214845.046875 Iteration 121Q: 28 clusters Score -1.017086e+08 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10147 members Mstep: Class 4 contains 37035 members Mstep: Class 5 contains 10492 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84421 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13264 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 13155 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114432 members Mstep: Class 21 contains 3625 members Mstep: Class 22 contains 15434 members Mstep: Class 23 contains 8025 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 47028 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27337 members Entering Unmasked Estep ConsiderDeletion Score: -101708616.000000 Penalty: 214845.046875 Iteration 122Q: 28 clusters Score -1.017086e+08 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10155 members Mstep: Class 4 contains 37022 members Mstep: Class 5 contains 10488 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13265 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 13401 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114433 members Mstep: Class 21 contains 3623 members Mstep: Class 22 contains 15434 members Mstep: Class 23 contains 8026 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 46786 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27341 members Entering Unmasked Estep ConsiderDeletion Score: -101708864.000000 Penalty: 214845.046875 Iteration 123Q: 28 clusters Score -1.017089e+08 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10148 members Mstep: Class 4 contains 37011 members Mstep: Class 5 contains 10485 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13264 members Mstep: Class 12 contains 845 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 13632 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114435 members Mstep: Class 21 contains 3620 members Mstep: Class 22 contains 15439 members Mstep: Class 23 contains 8027 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 46567 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27344 members Entering Unmasked Estep ConsiderDeletion Score: -101708872.000000 Penalty: 214845.046875 Iteration 124Q: 28 clusters Score -1.017089e+08 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10154 members Mstep: Class 4 contains 37011 members Mstep: Class 5 contains 10480 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13261 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 13854 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20806 members Mstep: Class 20 contains 114424 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 15439 members Mstep: Class 23 contains 8028 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 46352 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27348 members Entering Unmasked Estep ConsiderDeletion Score: -101708824.000000 Penalty: 214845.046875 Iteration 125Q: 28 clusters Score -1.017088e+08 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10154 members Mstep: Class 4 contains 36999 members Mstep: Class 5 contains 10475 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84427 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13260 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 14112 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20804 members Mstep: Class 20 contains 114422 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 15448 members Mstep: Class 23 contains 8027 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 46105 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27351 members Entering Unmasked Estep ConsiderDeletion Score: -101708824.000000 Penalty: 214845.046875 Iteration 126Q: 28 clusters Score -1.017088e+08 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10247 members Mstep: Class 2 contains 4684 members Mstep: Class 3 contains 10151 members Mstep: Class 4 contains 36999 members Mstep: Class 5 contains 10463 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13265 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 14405 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20802 members Mstep: Class 20 contains 114419 members Mstep: Class 21 contains 3618 members Mstep: Class 22 contains 15453 members Mstep: Class 23 contains 8028 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 45833 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27349 members Entering Unmasked Estep ConsiderDeletion Score: -101708784.000000 Penalty: 214845.046875 Iteration 127Q: 28 clusters Score -1.017088e+08 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 4684 members Mstep: Class 3 contains 10161 members Mstep: Class 4 contains 37014 members Mstep: Class 5 contains 10450 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13269 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 14729 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20796 members Mstep: Class 20 contains 114430 members Mstep: Class 21 contains 3616 members Mstep: Class 22 contains 15458 members Mstep: Class 23 contains 8028 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 45487 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27355 members Entering Unmasked Estep ConsiderDeletion Score: -101708840.000000 Penalty: 214845.046875 Iteration 128Q: 28 clusters Score -1.017088e+08 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 4684 members Mstep: Class 3 contains 10171 members Mstep: Class 4 contains 37011 members Mstep: Class 5 contains 10434 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13269 members Mstep: Class 12 contains 845 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 15099 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20794 members Mstep: Class 20 contains 114432 members Mstep: Class 21 contains 3613 members Mstep: Class 22 contains 15465 members Mstep: Class 23 contains 8027 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 45124 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27357 members Entering Unmasked Estep ConsiderDeletion Score: -101708888.000000 Penalty: 214845.046875 Iteration 129Q: 28 clusters Score -1.017089e+08 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10234 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10187 members Mstep: Class 4 contains 36999 members Mstep: Class 5 contains 10414 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13269 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 15482 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20792 members Mstep: Class 20 contains 114426 members Mstep: Class 21 contains 3610 members Mstep: Class 22 contains 15465 members Mstep: Class 23 contains 8030 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 44768 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27358 members Entering Unmasked Estep ConsiderDeletion Score: -101708952.000000 Penalty: 214845.046875 Iteration 130Q: 28 clusters Score -1.01709e+08 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10227 members Mstep: Class 2 contains 4682 members Mstep: Class 3 contains 10206 members Mstep: Class 4 contains 36986 members Mstep: Class 5 contains 10403 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13267 members Mstep: Class 12 contains 845 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 15885 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20790 members Mstep: Class 20 contains 114432 members Mstep: Class 21 contains 3608 members Mstep: Class 22 contains 15464 members Mstep: Class 23 contains 8031 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 44373 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27361 members Entering Unmasked Estep ConsiderDeletion Score: -101709216.000000 Penalty: 214845.046875 Iteration 131Q: 28 clusters Score -1.017092e+08 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 4682 members Mstep: Class 3 contains 10232 members Mstep: Class 4 contains 36972 members Mstep: Class 5 contains 10390 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84428 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13269 members Mstep: Class 12 contains 844 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 16313 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20789 members Mstep: Class 20 contains 114443 members Mstep: Class 21 contains 3603 members Mstep: Class 22 contains 15463 members Mstep: Class 23 contains 8033 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 43937 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27360 members Entering Unmasked Estep ConsiderDeletion Score: -101709696.000000 Penalty: 214845.046875 Iteration 132Q: 28 clusters Score -1.017097e+08 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 4682 members Mstep: Class 3 contains 10250 members Mstep: Class 4 contains 36952 members Mstep: Class 5 contains 10384 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13270 members Mstep: Class 12 contains 845 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 16808 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20790 members Mstep: Class 20 contains 114460 members Mstep: Class 21 contains 3600 members Mstep: Class 22 contains 15465 members Mstep: Class 23 contains 8034 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 43438 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27358 members Entering Unmasked Estep ConsiderDeletion Score: -101709776.000000 Penalty: 214845.046875 Iteration 133Q: 28 clusters Score -1.017098e+08 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 4681 members Mstep: Class 3 contains 10283 members Mstep: Class 4 contains 36950 members Mstep: Class 5 contains 10373 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84420 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13272 members Mstep: Class 12 contains 845 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 17340 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20790 members Mstep: Class 20 contains 114461 members Mstep: Class 21 contains 3595 members Mstep: Class 22 contains 15470 members Mstep: Class 23 contains 8034 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 42882 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27367 members Entering Unmasked Estep ConsiderDeletion Score: -101709992.000000 Penalty: 214845.046875 Iteration 134Q: 28 clusters Score -1.0171e+08 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 4682 members Mstep: Class 3 contains 10311 members Mstep: Class 4 contains 36932 members Mstep: Class 5 contains 10361 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13277 members Mstep: Class 12 contains 845 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 17841 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20788 members Mstep: Class 20 contains 114482 members Mstep: Class 21 contains 3591 members Mstep: Class 22 contains 15461 members Mstep: Class 23 contains 8037 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 42358 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27375 members Entering Unmasked Estep ConsiderDeletion Score: -101710408.000000 Penalty: 214845.046875 Iteration 135Q: 28 clusters Score -1.017104e+08 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 4681 members Mstep: Class 3 contains 10323 members Mstep: Class 4 contains 36927 members Mstep: Class 5 contains 10357 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13277 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 18356 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20787 members Mstep: Class 20 contains 114496 members Mstep: Class 21 contains 3590 members Mstep: Class 22 contains 15458 members Mstep: Class 23 contains 8039 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 41823 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27380 members Entering Unmasked Estep ConsiderDeletion Score: -101710680.000000 Penalty: 214845.046875 Iteration 136Q: 28 clusters Score -1.017107e+08 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 4681 members Mstep: Class 3 contains 10346 members Mstep: Class 4 contains 36901 members Mstep: Class 5 contains 10346 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13277 members Mstep: Class 12 contains 847 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 18826 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20786 members Mstep: Class 20 contains 114513 members Mstep: Class 21 contains 3589 members Mstep: Class 22 contains 15452 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 41348 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27387 members Entering Unmasked Estep ConsiderDeletion Score: -101710816.000000 Penalty: 214845.046875 Iteration 137Q: 28 clusters Score -1.017108e+08 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 4680 members Mstep: Class 3 contains 10360 members Mstep: Class 4 contains 36866 members Mstep: Class 5 contains 10343 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84430 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13276 members Mstep: Class 12 contains 847 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 19276 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20782 members Mstep: Class 20 contains 114523 members Mstep: Class 21 contains 3591 members Mstep: Class 22 contains 15460 members Mstep: Class 23 contains 8040 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 40903 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27391 members Entering Unmasked Estep ConsiderDeletion Score: -101710976.000000 Penalty: 214845.046875 Iteration 138Q: 28 clusters Score -1.01711e+08 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 4679 members Mstep: Class 3 contains 10402 members Mstep: Class 4 contains 36826 members Mstep: Class 5 contains 10328 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84433 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13278 members Mstep: Class 12 contains 847 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 19681 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20778 members Mstep: Class 20 contains 114534 members Mstep: Class 21 contains 3589 members Mstep: Class 22 contains 15467 members Mstep: Class 23 contains 8041 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 40494 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27388 members Entering Unmasked Estep ConsiderDeletion Score: -101711248.000000 Penalty: 214845.046875 Iteration 139Q: 28 clusters Score -1.017112e+08 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 4680 members Mstep: Class 3 contains 10447 members Mstep: Class 4 contains 36788 members Mstep: Class 5 contains 10313 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84436 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13281 members Mstep: Class 12 contains 847 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 20020 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20776 members Mstep: Class 20 contains 114567 members Mstep: Class 21 contains 3585 members Mstep: Class 22 contains 15480 members Mstep: Class 23 contains 8044 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 40113 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27387 members Entering Unmasked Estep ConsiderDeletion Score: -101711416.000000 Penalty: 214845.046875 Iteration 140F: 28 clusters Score -1.017114e+08 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 4681 members Mstep: Class 3 contains 10469 members Mstep: Class 4 contains 36753 members Mstep: Class 5 contains 10301 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84434 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13288 members Mstep: Class 12 contains 848 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 20383 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20774 members Mstep: Class 20 contains 114611 members Mstep: Class 21 contains 3585 members Mstep: Class 22 contains 15490 members Mstep: Class 23 contains 8042 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 39714 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27389 members Entering Unmasked Estep ConsiderDeletion Score: -101711552.000000 Penalty: 214845.046875 Iteration 141Q: 28 clusters Score -1.017116e+08 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10229 members Mstep: Class 2 contains 4681 members Mstep: Class 3 contains 10494 members Mstep: Class 4 contains 36717 members Mstep: Class 5 contains 10292 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84436 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13286 members Mstep: Class 12 contains 850 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9554 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 20723 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20774 members Mstep: Class 20 contains 114627 members Mstep: Class 21 contains 3585 members Mstep: Class 22 contains 15486 members Mstep: Class 23 contains 8044 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 39365 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27397 members Entering Unmasked Estep ConsiderDeletion Score: -101711680.000000 Penalty: 214845.046875 Iteration 142Q: 28 clusters Score -1.017117e+08 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10234 members Mstep: Class 2 contains 4684 members Mstep: Class 3 contains 10523 members Mstep: Class 4 contains 36690 members Mstep: Class 5 contains 10293 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84435 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13284 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 21005 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20775 members Mstep: Class 20 contains 114663 members Mstep: Class 21 contains 3580 members Mstep: Class 22 contains 15485 members Mstep: Class 23 contains 8044 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 39040 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27397 members Entering Unmasked Estep ConsiderDeletion Score: -101711920.000000 Penalty: 214845.046875 Iteration 143Q: 28 clusters Score -1.017119e+08 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 4686 members Mstep: Class 3 contains 10544 members Mstep: Class 4 contains 36658 members Mstep: Class 5 contains 10285 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84431 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13293 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 21266 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20773 members Mstep: Class 20 contains 114702 members Mstep: Class 21 contains 3579 members Mstep: Class 22 contains 15487 members Mstep: Class 23 contains 8045 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 38758 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27393 members Entering Unmasked Estep ConsiderDeletion Score: -101711824.000000 Penalty: 214845.046875 Iteration 144Q: 28 clusters Score -1.017118e+08 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10229 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10568 members Mstep: Class 4 contains 36636 members Mstep: Class 5 contains 10284 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84432 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13298 members Mstep: Class 12 contains 854 members Mstep: Class 13 contains 1218 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 21471 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20772 members Mstep: Class 20 contains 114735 members Mstep: Class 21 contains 3582 members Mstep: Class 22 contains 15482 members Mstep: Class 23 contains 8051 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 38508 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27397 members Entering Unmasked Estep ConsiderDeletion Score: -101711824.000000 Penalty: 214845.046875 Iteration 145Q: 28 clusters Score -1.017118e+08 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10593 members Mstep: Class 4 contains 36626 members Mstep: Class 5 contains 10281 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84435 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13301 members Mstep: Class 12 contains 856 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 21647 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 114764 members Mstep: Class 21 contains 3580 members Mstep: Class 22 contains 15477 members Mstep: Class 23 contains 8049 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 38295 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27398 members Entering Unmasked Estep ConsiderDeletion Score: -101711832.000000 Penalty: 214845.046875 Iteration 146Q: 28 clusters Score -1.017118e+08 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10613 members Mstep: Class 4 contains 36612 members Mstep: Class 5 contains 10275 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84436 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13299 members Mstep: Class 12 contains 856 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 21830 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20771 members Mstep: Class 20 contains 114790 members Mstep: Class 21 contains 3579 members Mstep: Class 22 contains 15467 members Mstep: Class 23 contains 8048 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 38097 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27402 members Entering Unmasked Estep ConsiderDeletion Score: -101712216.000000 Penalty: 214845.046875 Iteration 147Q: 28 clusters Score -1.017122e+08 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10628 members Mstep: Class 4 contains 36615 members Mstep: Class 5 contains 10274 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84437 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13300 members Mstep: Class 12 contains 856 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 22003 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20771 members Mstep: Class 20 contains 114811 members Mstep: Class 21 contains 3579 members Mstep: Class 22 contains 15462 members Mstep: Class 23 contains 8048 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 37890 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27405 members Entering Unmasked Estep ConsiderDeletion Score: -101712256.000000 Penalty: 214845.046875 Iteration 148Q: 28 clusters Score -1.017123e+08 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 4690 members Mstep: Class 3 contains 10632 members Mstep: Class 4 contains 36620 members Mstep: Class 5 contains 10269 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84439 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13298 members Mstep: Class 12 contains 855 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 22170 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 114827 members Mstep: Class 21 contains 3576 members Mstep: Class 22 contains 15460 members Mstep: Class 23 contains 8047 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 37707 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27409 members Entering Unmasked Estep ConsiderDeletion Score: -101712224.000000 Penalty: 214845.046875 Iteration 149Q: 28 clusters Score -1.017122e+08 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 4690 members Mstep: Class 3 contains 10642 members Mstep: Class 4 contains 36617 members Mstep: Class 5 contains 10265 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84436 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13303 members Mstep: Class 12 contains 855 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 22321 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20769 members Mstep: Class 20 contains 114838 members Mstep: Class 21 contains 3576 members Mstep: Class 22 contains 15456 members Mstep: Class 23 contains 8044 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 37545 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101712120.000000 Penalty: 214845.046875 Iteration 150Q: 28 clusters Score -1.017121e+08 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 4691 members Mstep: Class 3 contains 10654 members Mstep: Class 4 contains 36617 members Mstep: Class 5 contains 10267 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84433 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13307 members Mstep: Class 12 contains 855 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 22462 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20768 members Mstep: Class 20 contains 114858 members Mstep: Class 21 contains 3576 members Mstep: Class 22 contains 15456 members Mstep: Class 23 contains 8042 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 37370 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27410 members Entering Unmasked Estep ConsiderDeletion Score: -101712064.000000 Penalty: 214845.046875 Iteration 151Q: 28 clusters Score -1.017121e+08 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 4691 members Mstep: Class 3 contains 10661 members Mstep: Class 4 contains 36622 members Mstep: Class 5 contains 10268 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84432 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13309 members Mstep: Class 12 contains 855 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9556 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 22596 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20765 members Mstep: Class 20 contains 114871 members Mstep: Class 21 contains 3575 members Mstep: Class 22 contains 15455 members Mstep: Class 23 contains 8040 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 37209 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27415 members Entering Unmasked Estep ConsiderDeletion Score: -101712128.000000 Penalty: 214845.046875 Iteration 152Q: 28 clusters Score -1.017121e+08 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 4691 members Mstep: Class 3 contains 10661 members Mstep: Class 4 contains 36623 members Mstep: Class 5 contains 10271 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84434 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13312 members Mstep: Class 12 contains 854 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9556 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 22755 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20764 members Mstep: Class 20 contains 114878 members Mstep: Class 21 contains 3573 members Mstep: Class 22 contains 15448 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 37047 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27418 members Entering Unmasked Estep ConsiderDeletion Score: -101712424.000000 Penalty: 214845.046875 Iteration 153Q: 28 clusters Score -1.017124e+08 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 4691 members Mstep: Class 3 contains 10666 members Mstep: Class 4 contains 36625 members Mstep: Class 5 contains 10272 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84432 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13315 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 22915 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20765 members Mstep: Class 20 contains 114886 members Mstep: Class 21 contains 3571 members Mstep: Class 22 contains 15443 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 36871 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27422 members Entering Unmasked Estep ConsiderDeletion Score: -101712376.000000 Penalty: 214845.046875 Iteration 154Q: 28 clusters Score -1.017124e+08 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 4692 members Mstep: Class 3 contains 10668 members Mstep: Class 4 contains 36635 members Mstep: Class 5 contains 10267 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84431 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13315 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 23061 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20765 members Mstep: Class 20 contains 114900 members Mstep: Class 21 contains 3570 members Mstep: Class 22 contains 15438 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 36705 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27424 members Entering Unmasked Estep ConsiderDeletion Score: -101712392.000000 Penalty: 214845.046875 Iteration 155Q: 28 clusters Score -1.017124e+08 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 4690 members Mstep: Class 3 contains 10671 members Mstep: Class 4 contains 36649 members Mstep: Class 5 contains 10266 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84430 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13316 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 23238 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20765 members Mstep: Class 20 contains 114911 members Mstep: Class 21 contains 3568 members Mstep: Class 22 contains 15437 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 36506 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27423 members Entering Unmasked Estep ConsiderDeletion Score: -101712528.000000 Penalty: 214845.046875 Iteration 156Q: 28 clusters Score -1.017125e+08 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10663 members Mstep: Class 4 contains 36661 members Mstep: Class 5 contains 10267 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84430 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13314 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 23452 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20766 members Mstep: Class 20 contains 114931 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15436 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 36265 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27429 members Entering Unmasked Estep ConsiderDeletion Score: -101712504.000000 Penalty: 214845.046875 Iteration 157Q: 28 clusters Score -1.017125e+08 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10670 members Mstep: Class 4 contains 36681 members Mstep: Class 5 contains 10264 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84431 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13308 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 23685 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20767 members Mstep: Class 20 contains 114946 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15436 members Mstep: Class 23 contains 8040 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 35995 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27429 members Entering Unmasked Estep ConsiderDeletion Score: -101712528.000000 Penalty: 214845.046875 Iteration 158Q: 28 clusters Score -1.017125e+08 nChanged 512 Entering ConstructFrom: Score: -101712528.000000 Penalty: 214845.046875 Entering ConstructFrom: Trying to split cluster 1 (10230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Entering Unmasked Estep Score: -2334876.250000 Penalty: 5655.261230 Iteration 0F: 2 clusters Score -2334876 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -2324475.250000 Penalty: 11310.522461 Iteration 0F: 3 clusters Score -2324475 nChanged 3779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -2326863.250000 Penalty: 11310.522461 Iteration 1F: 3 clusters Score -2326863 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -2327420.500000 Penalty: 11310.522461 Iteration 2F: 3 clusters Score -2327420 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -2327851.500000 Penalty: 11310.522461 Iteration 3F: 3 clusters Score -2327852 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -2328218.750000 Penalty: 11310.522461 Iteration 4Q: 3 clusters Score -2328219 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -2328597.000000 Penalty: 11310.522461 Iteration 5Q: 3 clusters Score -2328597 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -2328956.500000 Penalty: 11310.522461 Iteration 6Q: 3 clusters Score -2328956 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -2329271.750000 Penalty: 11310.522461 Iteration 7Q: 3 clusters Score -2329272 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -2329533.250000 Penalty: 11310.522461 Iteration 8Q: 3 clusters Score -2329533 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -2329716.750000 Penalty: 11310.522461 Iteration 9Q: 3 clusters Score -2329717 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -2329857.500000 Penalty: 11310.522461 Iteration 10Q: 3 clusters Score -2329858 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -2329964.000000 Penalty: 11310.522461 Iteration 11Q: 3 clusters Score -2329964 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -2330049.000000 Penalty: 11310.522461 Iteration 12Q: 3 clusters Score -2330049 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -2330109.750000 Penalty: 11310.522461 Iteration 13Q: 3 clusters Score -2330110 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 7527 members Entering Unmasked Estep Score: -2330169.250000 Penalty: 11310.522461 Iteration 14Q: 3 clusters Score -2330169 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -2330208.750000 Penalty: 11310.522461 Iteration 15Q: 3 clusters Score -2330209 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -2330240.750000 Penalty: 11310.522461 Iteration 16Q: 3 clusters Score -2330241 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -2330270.750000 Penalty: 11310.522461 Iteration 17Q: 3 clusters Score -2330271 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -2330307.250000 Penalty: 11310.522461 Iteration 18Q: 3 clusters Score -2330307 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -2330333.750000 Penalty: 11310.522461 Iteration 19Q: 3 clusters Score -2330334 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 7770 members Entering Unmasked Estep Score: -2330356.500000 Penalty: 11310.522461 Iteration 20F: 3 clusters Score -2330356 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -2330390.000000 Penalty: 11310.522461 Iteration 21Q: 3 clusters Score -2330390 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -2330420.250000 Penalty: 11310.522461 Iteration 22Q: 3 clusters Score -2330420 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -2330450.000000 Penalty: 11310.522461 Iteration 23Q: 3 clusters Score -2330450 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -2330461.500000 Penalty: 11310.522461 Iteration 24Q: 3 clusters Score -2330462 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -2330478.000000 Penalty: 11310.522461 Iteration 25Q: 3 clusters Score -2330478 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -2330490.250000 Penalty: 11310.522461 Iteration 26Q: 3 clusters Score -2330490 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -2330507.250000 Penalty: 11310.522461 Iteration 27Q: 3 clusters Score -2330507 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -2330517.500000 Penalty: 11310.522461 Iteration 28Q: 3 clusters Score -2330518 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -2330524.000000 Penalty: 11310.522461 Iteration 29Q: 3 clusters Score -2330524 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -2330537.500000 Penalty: 11310.522461 Iteration 30Q: 3 clusters Score -2330538 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -2330548.500000 Penalty: 11310.522461 Iteration 31Q: 3 clusters Score -2330548 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -2330555.750000 Penalty: 11310.522461 Iteration 32Q: 3 clusters Score -2330556 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -2330564.750000 Penalty: 11310.522461 Iteration 33Q: 3 clusters Score -2330565 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -2330570.750000 Penalty: 11310.522461 Iteration 34Q: 3 clusters Score -2330571 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -2330584.500000 Penalty: 11310.522461 Iteration 35Q: 3 clusters Score -2330584 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -2330592.500000 Penalty: 11310.522461 Iteration 36Q: 3 clusters Score -2330592 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -2330600.250000 Penalty: 11310.522461 Iteration 37Q: 3 clusters Score -2330600 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -2330609.500000 Penalty: 11310.522461 Iteration 38Q: 3 clusters Score -2330610 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -2330615.000000 Penalty: 11310.522461 Iteration 39Q: 3 clusters Score -2330615 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -2330621.250000 Penalty: 11310.522461 Iteration 40F: 3 clusters Score -2330621 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -2330629.000000 Penalty: 11310.522461 Iteration 41Q: 3 clusters Score -2330629 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -2330638.750000 Penalty: 11310.522461 Iteration 42Q: 3 clusters Score -2330639 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 8144 members Entering Unmasked Estep Score: -2330644.750000 Penalty: 11310.522461 Iteration 43Q: 3 clusters Score -2330645 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -2330649.250000 Penalty: 11310.522461 Iteration 44Q: 3 clusters Score -2330649 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -2330645.250000 Penalty: 11310.522461 Iteration 45Q: 3 clusters Score -2330645 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -2330645.250000 Penalty: 11310.522461 Iteration 46F: 3 clusters Score -2330645 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Entering Unmasked Estep Score: -1088381.500000 Penalty: 5177.316406 Iteration 0F: 2 clusters Score -1088382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -1081484.000000 Penalty: 10354.632812 Iteration 0F: 3 clusters Score -1081484 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1082501.750000 Penalty: 10354.632812 Iteration 1F: 3 clusters Score -1082502 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1082767.000000 Penalty: 10354.632812 Iteration 2F: 3 clusters Score -1082767 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1082912.750000 Penalty: 10354.632812 Iteration 3Q: 3 clusters Score -1082913 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1083020.875000 Penalty: 10354.632812 Iteration 4Q: 3 clusters Score -1083021 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -1083105.125000 Penalty: 10354.632812 Iteration 5Q: 3 clusters Score -1083105 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1083166.375000 Penalty: 10354.632812 Iteration 6Q: 3 clusters Score -1083166 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -1083215.000000 Penalty: 10354.632812 Iteration 7Q: 3 clusters Score -1083215 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -1083246.750000 Penalty: 10354.632812 Iteration 8Q: 3 clusters Score -1083247 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -1083273.125000 Penalty: 10354.632812 Iteration 9Q: 3 clusters Score -1083273 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1083303.625000 Penalty: 10354.632812 Iteration 10Q: 3 clusters Score -1083304 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1083331.625000 Penalty: 10354.632812 Iteration 11Q: 3 clusters Score -1083332 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1083369.625000 Penalty: 10354.632812 Iteration 12Q: 3 clusters Score -1083370 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -1083409.625000 Penalty: 10354.632812 Iteration 13Q: 3 clusters Score -1083410 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1083487.375000 Penalty: 10354.632812 Iteration 14Q: 3 clusters Score -1083487 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1083619.250000 Penalty: 10354.632812 Iteration 15Q: 3 clusters Score -1083619 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -1083854.500000 Penalty: 10354.632812 Iteration 16Q: 3 clusters Score -1083854 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1084071.000000 Penalty: 10354.632812 Iteration 17Q: 3 clusters Score -1084071 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1084246.750000 Penalty: 10354.632812 Iteration 18Q: 3 clusters Score -1084247 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1084393.375000 Penalty: 10354.632812 Iteration 19Q: 3 clusters Score -1084393 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1084503.875000 Penalty: 10354.632812 Iteration 20F: 3 clusters Score -1084504 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -1084591.625000 Penalty: 10354.632812 Iteration 21Q: 3 clusters Score -1084592 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1084677.125000 Penalty: 10354.632812 Iteration 22Q: 3 clusters Score -1084677 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1084746.500000 Penalty: 10354.632812 Iteration 23Q: 3 clusters Score -1084746 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -1084819.625000 Penalty: 10354.632812 Iteration 24Q: 3 clusters Score -1084820 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1084870.250000 Penalty: 10354.632812 Iteration 25Q: 3 clusters Score -1084870 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -1084922.875000 Penalty: 10354.632812 Iteration 26Q: 3 clusters Score -1084923 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1084981.750000 Penalty: 10354.632812 Iteration 27Q: 3 clusters Score -1084982 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -1085029.250000 Penalty: 10354.632812 Iteration 28Q: 3 clusters Score -1085029 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -1085064.375000 Penalty: 10354.632812 Iteration 29Q: 3 clusters Score -1085064 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -1085099.000000 Penalty: 10354.632812 Iteration 30Q: 3 clusters Score -1085099 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1085124.750000 Penalty: 10354.632812 Iteration 31Q: 3 clusters Score -1085125 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1085142.000000 Penalty: 10354.632812 Iteration 32Q: 3 clusters Score -1085142 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -1085159.250000 Penalty: 10354.632812 Iteration 33Q: 3 clusters Score -1085159 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1085172.375000 Penalty: 10354.632812 Iteration 34Q: 3 clusters Score -1085172 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1085187.875000 Penalty: 10354.632812 Iteration 35Q: 3 clusters Score -1085188 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -1085199.750000 Penalty: 10354.632812 Iteration 36Q: 3 clusters Score -1085200 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -1085205.625000 Penalty: 10354.632812 Iteration 37Q: 3 clusters Score -1085206 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1085209.125000 Penalty: 10354.632812 Iteration 38Q: 3 clusters Score -1085209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1085213.625000 Penalty: 10354.632812 Iteration 39Q: 3 clusters Score -1085214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1085214.750000 Penalty: 10354.632812 Iteration 40F: 3 clusters Score -1085215 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1085217.000000 Penalty: 10354.632812 Iteration 41Q: 3 clusters Score -1085217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -1085218.750000 Penalty: 10354.632812 Iteration 42Q: 3 clusters Score -1085219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -1085218.750000 Penalty: 10354.632812 Iteration 43F: 3 clusters Score -1085219 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10675 members Entering Unmasked Estep Score: -2373404.500000 Penalty: 5681.341309 Iteration 0F: 2 clusters Score -2373404 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -2362752.750000 Penalty: 11362.682617 Iteration 0F: 3 clusters Score -2362753 nChanged 3960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -2365065.250000 Penalty: 11362.682617 Iteration 1F: 3 clusters Score -2365065 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -2365608.250000 Penalty: 11362.682617 Iteration 2F: 3 clusters Score -2365608 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -2365932.500000 Penalty: 11362.682617 Iteration 3F: 3 clusters Score -2365932 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -2366126.250000 Penalty: 11362.682617 Iteration 4Q: 3 clusters Score -2366126 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -2366256.250000 Penalty: 11362.682617 Iteration 5Q: 3 clusters Score -2366256 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -2366367.500000 Penalty: 11362.682617 Iteration 6Q: 3 clusters Score -2366368 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -2366474.000000 Penalty: 11362.682617 Iteration 7Q: 3 clusters Score -2366474 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -2366557.000000 Penalty: 11362.682617 Iteration 8Q: 3 clusters Score -2366557 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 5190 members Entering Unmasked Estep Score: -2366619.250000 Penalty: 11362.682617 Iteration 9Q: 3 clusters Score -2366619 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -2366689.750000 Penalty: 11362.682617 Iteration 10Q: 3 clusters Score -2366690 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -2366762.750000 Penalty: 11362.682617 Iteration 11Q: 3 clusters Score -2366763 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -2366820.250000 Penalty: 11362.682617 Iteration 12Q: 3 clusters Score -2366820 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -2366883.250000 Penalty: 11362.682617 Iteration 13Q: 3 clusters Score -2366883 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -2366937.750000 Penalty: 11362.682617 Iteration 14Q: 3 clusters Score -2366938 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -2366974.000000 Penalty: 11362.682617 Iteration 15Q: 3 clusters Score -2366974 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -2367022.500000 Penalty: 11362.682617 Iteration 16Q: 3 clusters Score -2367022 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -2367057.750000 Penalty: 11362.682617 Iteration 17Q: 3 clusters Score -2367058 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -2367101.500000 Penalty: 11362.682617 Iteration 18Q: 3 clusters Score -2367102 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -2367129.500000 Penalty: 11362.682617 Iteration 19Q: 3 clusters Score -2367130 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -2367179.750000 Penalty: 11362.682617 Iteration 20F: 3 clusters Score -2367180 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -2367215.250000 Penalty: 11362.682617 Iteration 21Q: 3 clusters Score -2367215 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -2367254.000000 Penalty: 11362.682617 Iteration 22Q: 3 clusters Score -2367254 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -2367278.000000 Penalty: 11362.682617 Iteration 23Q: 3 clusters Score -2367278 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -2367300.000000 Penalty: 11362.682617 Iteration 24Q: 3 clusters Score -2367300 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -2367332.250000 Penalty: 11362.682617 Iteration 25Q: 3 clusters Score -2367332 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -2367372.250000 Penalty: 11362.682617 Iteration 26Q: 3 clusters Score -2367372 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -2367395.000000 Penalty: 11362.682617 Iteration 27Q: 3 clusters Score -2367395 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -2367420.250000 Penalty: 11362.682617 Iteration 28Q: 3 clusters Score -2367420 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -2367449.000000 Penalty: 11362.682617 Iteration 29Q: 3 clusters Score -2367449 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -2367468.500000 Penalty: 11362.682617 Iteration 30Q: 3 clusters Score -2367468 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -2367501.750000 Penalty: 11362.682617 Iteration 31Q: 3 clusters Score -2367502 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -2367522.750000 Penalty: 11362.682617 Iteration 32Q: 3 clusters Score -2367523 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -2367535.500000 Penalty: 11362.682617 Iteration 33Q: 3 clusters Score -2367536 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -2367559.000000 Penalty: 11362.682617 Iteration 34Q: 3 clusters Score -2367559 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -2367589.250000 Penalty: 11362.682617 Iteration 35Q: 3 clusters Score -2367589 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -2367601.500000 Penalty: 11362.682617 Iteration 36Q: 3 clusters Score -2367602 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -2367626.000000 Penalty: 11362.682617 Iteration 37Q: 3 clusters Score -2367626 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -2367649.500000 Penalty: 11362.682617 Iteration 38Q: 3 clusters Score -2367650 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -2367678.500000 Penalty: 11362.682617 Iteration 39Q: 3 clusters Score -2367678 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -2367686.250000 Penalty: 11362.682617 Iteration 40F: 3 clusters Score -2367686 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -2367708.750000 Penalty: 11362.682617 Iteration 41Q: 3 clusters Score -2367709 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -2367728.250000 Penalty: 11362.682617 Iteration 42Q: 3 clusters Score -2367728 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -2367745.500000 Penalty: 11362.682617 Iteration 43Q: 3 clusters Score -2367746 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -2367773.000000 Penalty: 11362.682617 Iteration 44Q: 3 clusters Score -2367773 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -2367799.000000 Penalty: 11362.682617 Iteration 45Q: 3 clusters Score -2367799 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -2367824.250000 Penalty: 11362.682617 Iteration 46Q: 3 clusters Score -2367824 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6998 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -2367841.250000 Penalty: 11362.682617 Iteration 47Q: 3 clusters Score -2367841 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -2367866.500000 Penalty: 11362.682617 Iteration 48Q: 3 clusters Score -2367866 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -2367884.250000 Penalty: 11362.682617 Iteration 49Q: 3 clusters Score -2367884 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -2367906.750000 Penalty: 11362.682617 Iteration 50Q: 3 clusters Score -2367907 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -2367918.000000 Penalty: 11362.682617 Iteration 51Q: 3 clusters Score -2367918 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -2367937.000000 Penalty: 11362.682617 Iteration 52Q: 3 clusters Score -2367937 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -2367946.250000 Penalty: 11362.682617 Iteration 53Q: 3 clusters Score -2367946 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -2367964.750000 Penalty: 11362.682617 Iteration 54Q: 3 clusters Score -2367965 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -2367975.500000 Penalty: 11362.682617 Iteration 55Q: 3 clusters Score -2367976 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -2367989.500000 Penalty: 11362.682617 Iteration 56Q: 3 clusters Score -2367990 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -2368003.250000 Penalty: 11362.682617 Iteration 57Q: 3 clusters Score -2368003 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -2368022.500000 Penalty: 11362.682617 Iteration 58Q: 3 clusters Score -2368022 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -2368025.000000 Penalty: 11362.682617 Iteration 59Q: 3 clusters Score -2368025 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -2368040.250000 Penalty: 11362.682617 Iteration 60F: 3 clusters Score -2368040 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -2368051.750000 Penalty: 11362.682617 Iteration 61Q: 3 clusters Score -2368052 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -2368069.500000 Penalty: 11362.682617 Iteration 62Q: 3 clusters Score -2368070 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -2368078.500000 Penalty: 11362.682617 Iteration 63Q: 3 clusters Score -2368078 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -2368091.250000 Penalty: 11362.682617 Iteration 64Q: 3 clusters Score -2368091 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -2368110.500000 Penalty: 11362.682617 Iteration 65Q: 3 clusters Score -2368110 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -2368114.250000 Penalty: 11362.682617 Iteration 66Q: 3 clusters Score -2368114 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -2368126.750000 Penalty: 11362.682617 Iteration 67Q: 3 clusters Score -2368127 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -2368142.250000 Penalty: 11362.682617 Iteration 68Q: 3 clusters Score -2368142 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -2368154.500000 Penalty: 11362.682617 Iteration 69Q: 3 clusters Score -2368154 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -2368163.000000 Penalty: 11362.682617 Iteration 70Q: 3 clusters Score -2368163 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -2368182.500000 Penalty: 11362.682617 Iteration 71Q: 3 clusters Score -2368182 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -2368189.500000 Penalty: 11362.682617 Iteration 72Q: 3 clusters Score -2368190 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -2368207.500000 Penalty: 11362.682617 Iteration 73Q: 3 clusters Score -2368208 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -2368220.000000 Penalty: 11362.682617 Iteration 74Q: 3 clusters Score -2368220 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -2368229.750000 Penalty: 11362.682617 Iteration 75Q: 3 clusters Score -2368230 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -2368247.500000 Penalty: 11362.682617 Iteration 76Q: 3 clusters Score -2368248 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -2368253.500000 Penalty: 11362.682617 Iteration 77Q: 3 clusters Score -2368254 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -2368263.500000 Penalty: 11362.682617 Iteration 78Q: 3 clusters Score -2368264 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -2368270.000000 Penalty: 11362.682617 Iteration 79Q: 3 clusters Score -2368270 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -2368281.750000 Penalty: 11362.682617 Iteration 80F: 3 clusters Score -2368282 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -2368290.750000 Penalty: 11362.682617 Iteration 81Q: 3 clusters Score -2368291 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -2368293.750000 Penalty: 11362.682617 Iteration 82Q: 3 clusters Score -2368294 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -2368299.750000 Penalty: 11362.682617 Iteration 83Q: 3 clusters Score -2368300 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -2368299.500000 Penalty: 11362.682617 Iteration 84Q: 3 clusters Score -2368300 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -2368308.250000 Penalty: 11362.682617 Iteration 85Q: 3 clusters Score -2368308 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -2368310.250000 Penalty: 11362.682617 Iteration 86Q: 3 clusters Score -2368310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -2368315.500000 Penalty: 11362.682617 Iteration 87Q: 3 clusters Score -2368316 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -2368316.750000 Penalty: 11362.682617 Iteration 88Q: 3 clusters Score -2368317 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -2368320.250000 Penalty: 11362.682617 Iteration 89Q: 3 clusters Score -2368320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -2368321.750000 Penalty: 11362.682617 Iteration 90Q: 3 clusters Score -2368322 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -2368323.750000 Penalty: 11362.682617 Iteration 91Q: 3 clusters Score -2368324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -2368321.750000 Penalty: 11362.682617 Iteration 92Q: 3 clusters Score -2368322 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -2368322.250000 Penalty: 11362.682617 Iteration 93Q: 3 clusters Score -2368322 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -2368323.750000 Penalty: 11362.682617 Iteration 94Q: 3 clusters Score -2368324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -2368322.000000 Penalty: 11362.682617 Iteration 95Q: 3 clusters Score -2368322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -2368328.750000 Penalty: 11362.682617 Iteration 96Q: 3 clusters Score -2368329 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8009 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -2368329.000000 Penalty: 11362.682617 Iteration 97Q: 3 clusters Score -2368329 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8013 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -2368330.250000 Penalty: 11362.682617 Iteration 98Q: 3 clusters Score -2368330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -2368332.750000 Penalty: 11362.682617 Iteration 99Q: 3 clusters Score -2368333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -2368331.000000 Penalty: 11362.682617 Iteration 100F: 3 clusters Score -2368331 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -2368339.250000 Penalty: 11362.682617 Iteration 101Q: 3 clusters Score -2368339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -2368339.500000 Penalty: 11362.682617 Iteration 102Q: 3 clusters Score -2368340 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -2368339.500000 Penalty: 11362.682617 Iteration 103F: 3 clusters Score -2368340 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (36706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36706 members Entering Unmasked Estep Score: -8757531.000000 Penalty: 6437.800781 Iteration 0F: 2 clusters Score -8757531 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18453 members Mstep: Class 2 contains 18253 members Entering Unmasked Estep Score: -8730499.000000 Penalty: 12875.601562 Iteration 0F: 3 clusters Score -8730499 nChanged 15757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18578 members Mstep: Class 2 contains 18128 members Entering Unmasked Estep Score: -8738693.000000 Penalty: 12875.601562 Iteration 1F: 3 clusters Score -8738693 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18779 members Mstep: Class 2 contains 17927 members Entering Unmasked Estep Score: -8739430.000000 Penalty: 12875.601562 Iteration 2F: 3 clusters Score -8739430 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19017 members Mstep: Class 2 contains 17689 members Entering Unmasked Estep Score: -8740013.000000 Penalty: 12875.601562 Iteration 3Q: 3 clusters Score -8740013 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19340 members Mstep: Class 2 contains 17366 members Entering Unmasked Estep Score: -8740507.000000 Penalty: 12875.601562 Iteration 4Q: 3 clusters Score -8740507 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19713 members Mstep: Class 2 contains 16993 members Entering Unmasked Estep Score: -8740964.000000 Penalty: 12875.601562 Iteration 5Q: 3 clusters Score -8740964 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20111 members Mstep: Class 2 contains 16595 members Entering Unmasked Estep Score: -8741400.000000 Penalty: 12875.601562 Iteration 6Q: 3 clusters Score -8741400 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20589 members Mstep: Class 2 contains 16117 members Entering Unmasked Estep Score: -8741790.000000 Penalty: 12875.601562 Iteration 7Q: 3 clusters Score -8741790 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21227 members Mstep: Class 2 contains 15479 members Entering Unmasked Estep Score: -8742274.000000 Penalty: 12875.601562 Iteration 8Q: 3 clusters Score -8742274 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22087 members Mstep: Class 2 contains 14619 members Entering Unmasked Estep Score: -8742893.000000 Penalty: 12875.601562 Iteration 9Q: 3 clusters Score -8742893 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23171 members Mstep: Class 2 contains 13535 members Entering Unmasked Estep Score: -8743723.000000 Penalty: 12875.601562 Iteration 10Q: 3 clusters Score -8743723 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24502 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep 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members Entering Unmasked Estep Score: -8751842.000000 Penalty: 12875.601562 Iteration 15F: 3 clusters Score -8751842 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33062 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -8753579.000000 Penalty: 12875.601562 Iteration 16Q: 3 clusters Score -8753579 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33870 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -8754669.000000 Penalty: 12875.601562 Iteration 17Q: 3 clusters Score -8754669 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34328 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -8755382.000000 Penalty: 12875.601562 Iteration 18Q: 3 clusters Score -8755382 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34562 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -8755843.000000 Penalty: 12875.601562 Iteration 19Q: 3 clusters Score -8755843 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34651 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -8756113.000000 Penalty: 12875.601562 Iteration 20F: 3 clusters Score -8756113 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34660 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -8756183.000000 Penalty: 12875.601562 Iteration 21Q: 3 clusters Score -8756183 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34655 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -8756214.000000 Penalty: 12875.601562 Iteration 22Q: 3 clusters Score -8756214 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34648 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -8756230.000000 Penalty: 12875.601562 Iteration 23Q: 3 clusters Score -8756230 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34640 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -8756241.000000 Penalty: 12875.601562 Iteration 24Q: 3 clusters Score -8756241 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34635 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -8756245.000000 Penalty: 12875.601562 Iteration 25Q: 3 clusters Score -8756245 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34630 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -8756257.000000 Penalty: 12875.601562 Iteration 26Q: 3 clusters Score -8756257 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34622 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -8756263.000000 Penalty: 12875.601562 Iteration 27Q: 3 clusters Score -8756263 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34616 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -8756270.000000 Penalty: 12875.601562 Iteration 28Q: 3 clusters Score -8756270 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34616 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -8756274.000000 Penalty: 12875.601562 Iteration 29Q: 3 clusters Score -8756274 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34617 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -8756273.000000 Penalty: 12875.601562 Iteration 30Q: 3 clusters Score -8756273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34617 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -8756273.000000 Penalty: 12875.601562 Iteration 31F: 3 clusters Score -8756273 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Entering Unmasked Estep Score: -2397057.250000 Penalty: 5656.696777 Iteration 0F: 2 clusters Score -2397057 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -2386614.250000 Penalty: 11313.393555 Iteration 0F: 3 clusters Score -2386614 nChanged 3799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -2388820.000000 Penalty: 11313.393555 Iteration 1F: 3 clusters Score -2388820 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -2389353.250000 Penalty: 11313.393555 Iteration 2F: 3 clusters Score -2389353 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -2389753.750000 Penalty: 11313.393555 Iteration 3F: 3 clusters Score -2389754 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -2390106.750000 Penalty: 11313.393555 Iteration 4Q: 3 clusters Score -2390107 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -2390515.500000 Penalty: 11313.393555 Iteration 5Q: 3 clusters Score -2390516 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -2391015.750000 Penalty: 11313.393555 Iteration 6Q: 3 clusters Score -2391016 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -2391632.750000 Penalty: 11313.393555 Iteration 7F: 3 clusters Score -2391633 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -2392391.500000 Penalty: 11313.393555 Iteration 8F: 3 clusters Score -2392392 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -2393318.750000 Penalty: 11313.393555 Iteration 9F: 3 clusters Score -2393319 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -2394135.500000 Penalty: 11313.393555 Iteration 10F: 3 clusters Score -2394136 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -2394710.000000 Penalty: 11313.393555 Iteration 11Q: 3 clusters Score -2394710 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -2395039.500000 Penalty: 11313.393555 Iteration 12Q: 3 clusters Score -2395040 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -2395215.000000 Penalty: 11313.393555 Iteration 13Q: 3 clusters Score -2395215 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -2395285.250000 Penalty: 11313.393555 Iteration 14Q: 3 clusters Score -2395285 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -2395341.000000 Penalty: 11313.393555 Iteration 15Q: 3 clusters Score -2395341 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -2395377.750000 Penalty: 11313.393555 Iteration 16Q: 3 clusters Score -2395378 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -2395397.500000 Penalty: 11313.393555 Iteration 17Q: 3 clusters Score -2395398 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -2395432.500000 Penalty: 11313.393555 Iteration 18Q: 3 clusters Score -2395432 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -2395448.500000 Penalty: 11313.393555 Iteration 19Q: 3 clusters Score -2395448 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -2395474.750000 Penalty: 11313.393555 Iteration 20F: 3 clusters Score -2395475 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -2395496.750000 Penalty: 11313.393555 Iteration 21Q: 3 clusters Score -2395497 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -2395503.500000 Penalty: 11313.393555 Iteration 22Q: 3 clusters Score -2395504 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -2395513.000000 Penalty: 11313.393555 Iteration 23Q: 3 clusters Score -2395513 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -2395514.250000 Penalty: 11313.393555 Iteration 24Q: 3 clusters Score -2395514 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -2395527.500000 Penalty: 11313.393555 Iteration 25Q: 3 clusters Score -2395528 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -2395531.250000 Penalty: 11313.393555 Iteration 26Q: 3 clusters Score -2395531 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -2395541.750000 Penalty: 11313.393555 Iteration 27Q: 3 clusters Score -2395542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -2395538.500000 Penalty: 11313.393555 Iteration 28Q: 3 clusters Score -2395538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -2395542.250000 Penalty: 11313.393555 Iteration 29Q: 3 clusters Score -2395542 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -2395548.250000 Penalty: 11313.393555 Iteration 30Q: 3 clusters Score -2395548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -2395551.750000 Penalty: 11313.393555 Iteration 31Q: 3 clusters Score -2395552 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -2395551.000000 Penalty: 11313.393555 Iteration 32Q: 3 clusters Score -2395551 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -2395557.750000 Penalty: 11313.393555 Iteration 33Q: 3 clusters Score -2395558 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -2395558.250000 Penalty: 11313.393555 Iteration 34Q: 3 clusters Score -2395558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -2395558.250000 Penalty: 11313.393555 Iteration 35Q: 3 clusters Score -2395558 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -2395558.000000 Penalty: 11313.393555 Iteration 36Q: 3 clusters Score -2395558 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -2395556.750000 Penalty: 11313.393555 Iteration 37Q: 3 clusters Score -2395557 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -2395556.750000 Penalty: 11313.393555 Iteration 38F: 3 clusters Score -2395557 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Entering Unmasked Estep Score: -293701.468750 Penalty: 4391.698242 Iteration 0F: 2 clusters Score -293701.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -289443.000000 Penalty: 8783.396484 Iteration 0F: 3 clusters Score -289443 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -290063.843750 Penalty: 8783.396484 Iteration 1F: 3 clusters Score -290063.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -290346.531250 Penalty: 8783.396484 Iteration 2F: 3 clusters Score -290346.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -290455.375000 Penalty: 8783.396484 Iteration 3Q: 3 clusters Score -290455.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -290513.562500 Penalty: 8783.396484 Iteration 4Q: 3 clusters Score -290513.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -290539.718750 Penalty: 8783.396484 Iteration 5Q: 3 clusters Score -290539.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -290560.437500 Penalty: 8783.396484 Iteration 6Q: 3 clusters Score -290560.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -290588.718750 Penalty: 8783.396484 Iteration 7Q: 3 clusters Score -290588.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -290622.281250 Penalty: 8783.396484 Iteration 8Q: 3 clusters Score -290622.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -290651.156250 Penalty: 8783.396484 Iteration 9Q: 3 clusters Score -290651.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -290681.125000 Penalty: 8783.396484 Iteration 10Q: 3 clusters Score -290681.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -290715.156250 Penalty: 8783.396484 Iteration 11Q: 3 clusters Score -290715.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -290751.187500 Penalty: 8783.396484 Iteration 12Q: 3 clusters Score -290751.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -290785.875000 Penalty: 8783.396484 Iteration 13Q: 3 clusters Score -290785.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -290791.906250 Penalty: 8783.396484 Iteration 14Q: 3 clusters Score -290791.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -290800.718750 Penalty: 8783.396484 Iteration 15Q: 3 clusters Score -290800.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -290810.468750 Penalty: 8783.396484 Iteration 16Q: 3 clusters Score -290810.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -290820.218750 Penalty: 8783.396484 Iteration 17Q: 3 clusters Score -290820.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -290845.093750 Penalty: 8783.396484 Iteration 18Q: 3 clusters Score -290845.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -290859.343750 Penalty: 8783.396484 Iteration 19Q: 3 clusters Score -290859.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -290871.125000 Penalty: 8783.396484 Iteration 20F: 3 clusters Score -290871.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -290877.500000 Penalty: 8783.396484 Iteration 21Q: 3 clusters Score -290877.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -290881.343750 Penalty: 8783.396484 Iteration 22Q: 3 clusters Score -290881.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -290884.750000 Penalty: 8783.396484 Iteration 23Q: 3 clusters Score -290884.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -290886.093750 Penalty: 8783.396484 Iteration 24Q: 3 clusters Score -290886.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -290886.093750 Penalty: 8783.396484 Iteration 25F: 3 clusters Score -290886.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Entering Unmasked Estep Score: -279523.843750 Penalty: 4385.066406 Iteration 0F: 2 clusters Score -279523.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -275156.562500 Penalty: 8770.132812 Iteration 0F: 3 clusters Score -275156.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -275647.406250 Penalty: 8770.132812 Iteration 1F: 3 clusters Score -275647.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -275806.156250 Penalty: 8770.132812 Iteration 2F: 3 clusters Score -275806.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -275871.593750 Penalty: 8770.132812 Iteration 3Q: 3 clusters Score -275871.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -275916.562500 Penalty: 8770.132812 Iteration 4Q: 3 clusters Score -275916.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -275957.625000 Penalty: 8770.132812 Iteration 5Q: 3 clusters Score -275957.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -276015.531250 Penalty: 8770.132812 Iteration 6Q: 3 clusters Score -276015.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -276070.468750 Penalty: 8770.132812 Iteration 7Q: 3 clusters Score -276070.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -276172.812500 Penalty: 8770.132812 Iteration 8Q: 3 clusters Score -276172.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -276308.625000 Penalty: 8770.132812 Iteration 9Q: 3 clusters Score -276308.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -276429.500000 Penalty: 8770.132812 Iteration 10Q: 3 clusters Score -276429.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -276535.000000 Penalty: 8770.132812 Iteration 11Q: 3 clusters Score -276535 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -276633.250000 Penalty: 8770.132812 Iteration 12Q: 3 clusters Score -276633.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -276819.156250 Penalty: 8770.132812 Iteration 13Q: 3 clusters Score -276819.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -277145.937500 Penalty: 8770.132812 Iteration 14Q: 3 clusters Score -277145.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -277563.093750 Penalty: 8770.132812 Iteration 15Q: 3 clusters Score -277563.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -277752.781250 Penalty: 8770.132812 Iteration 16Q: 3 clusters Score -277752.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -277890.781250 Penalty: 8770.132812 Iteration 17Q: 3 clusters Score -277890.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -277949.812500 Penalty: 8770.132812 Iteration 18Q: 3 clusters Score -277949.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -277977.187500 Penalty: 8770.132812 Iteration 19Q: 3 clusters Score -277977.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -278023.531250 Penalty: 8770.132812 Iteration 20F: 3 clusters Score -278023.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -278080.468750 Penalty: 8770.132812 Iteration 21Q: 3 clusters Score -278080.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -278130.937500 Penalty: 8770.132812 Iteration 22Q: 3 clusters Score -278130.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -278158.000000 Penalty: 8770.132812 Iteration 23Q: 3 clusters Score -278158 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -278185.187500 Penalty: 8770.132812 Iteration 24Q: 3 clusters Score -278185.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -278192.781250 Penalty: 8770.132812 Iteration 25Q: 3 clusters Score -278192.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -278203.000000 Penalty: 8770.132812 Iteration 26Q: 3 clusters Score -278203 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -278205.625000 Penalty: 8770.132812 Iteration 27F: 3 clusters Score -278205.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -278215.781250 Penalty: 8770.132812 Iteration 28Q: 3 clusters Score -278215.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -278227.093750 Penalty: 8770.132812 Iteration 29Q: 3 clusters Score -278227.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -278232.250000 Penalty: 8770.132812 Iteration 30Q: 3 clusters Score -278232.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -278235.062500 Penalty: 8770.132812 Iteration 31Q: 3 clusters Score -278235.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -278237.687500 Penalty: 8770.132812 Iteration 32Q: 3 clusters Score -278237.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -278241.125000 Penalty: 8770.132812 Iteration 33Q: 3 clusters Score -278241.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -278242.218750 Penalty: 8770.132812 Iteration 34Q: 3 clusters Score -278242.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -278245.593750 Penalty: 8770.132812 Iteration 35Q: 3 clusters Score -278245.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -278245.593750 Penalty: 8770.132812 Iteration 36F: 3 clusters Score -278245.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Entering Unmasked Estep Score: -219520.515625 Penalty: 4226.080566 Iteration 0F: 2 clusters Score -219520.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -215452.250000 Penalty: 8452.161133 Iteration 0F: 3 clusters Score -215452.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -215796.546875 Penalty: 8452.161133 Iteration 1F: 3 clusters Score -215796.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -215933.734375 Penalty: 8452.161133 Iteration 2Q: 3 clusters Score -215933.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -215982.093750 Penalty: 8452.161133 Iteration 3Q: 3 clusters Score -215982.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -216011.687500 Penalty: 8452.161133 Iteration 4Q: 3 clusters Score -216011.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -216028.703125 Penalty: 8452.161133 Iteration 5Q: 3 clusters Score -216028.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -216057.468750 Penalty: 8452.161133 Iteration 6Q: 3 clusters Score -216057.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -216073.625000 Penalty: 8452.161133 Iteration 7Q: 3 clusters Score -216073.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -216090.968750 Penalty: 8452.161133 Iteration 8Q: 3 clusters Score -216091 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -216098.921875 Penalty: 8452.161133 Iteration 9Q: 3 clusters Score -216098.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -216098.921875 Penalty: 8452.161133 Iteration 10F: 3 clusters Score -216098.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (84430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84430 members Entering Unmasked Estep Score: -20062610.000000 Penalty: 6948.002930 Iteration 0F: 2 clusters Score -2.006261e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42275 members Mstep: Class 2 contains 42155 members Entering Unmasked Estep Score: -20008736.000000 Penalty: 13896.005859 Iteration 0F: 3 clusters Score -2.000874e+07 nChanged 38277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42618 members Mstep: Class 2 contains 41812 members Entering Unmasked Estep Score: -20029960.000000 Penalty: 13896.005859 Iteration 1F: 3 clusters Score -2.002996e+07 nChanged 3915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43023 members Mstep: Class 2 contains 41407 members Entering Unmasked Estep Score: -20031334.000000 Penalty: 13896.005859 Iteration 2Q: 3 clusters Score -2.003133e+07 nChanged 3791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43680 members Mstep: Class 2 contains 40750 members Entering Unmasked Estep Score: -20032582.000000 Penalty: 13896.005859 Iteration 3Q: 3 clusters Score -2.003258e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44666 members Mstep: Class 2 contains 39764 members Entering Unmasked Estep Score: -20034042.000000 Penalty: 13896.005859 Iteration 4Q: 3 clusters Score -2.003404e+07 nChanged 3891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46253 members Mstep: Class 2 contains 38177 members Entering Unmasked Estep Score: -20035696.000000 Penalty: 13896.005859 Iteration 5Q: 3 clusters Score -2.00357e+07 nChanged 4249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48538 members Mstep: Class 2 contains 35892 members Entering Unmasked Estep Score: -20037718.000000 Penalty: 13896.005859 Iteration 6F: 3 clusters Score -2.003772e+07 nChanged 4515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51309 members Mstep: Class 2 contains 33121 members Entering Unmasked Estep Score: -20039914.000000 Penalty: 13896.005859 Iteration 7F: 3 clusters Score -2.003991e+07 nChanged 4543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54330 members Mstep: Class 2 contains 30100 members Entering Unmasked Estep Score: -20042516.000000 Penalty: 13896.005859 Iteration 8F: 3 clusters Score -2.004252e+07 nChanged 4395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57319 members Mstep: Class 2 contains 27111 members Entering Unmasked Estep Score: -20044940.000000 Penalty: 13896.005859 Iteration 9F: 3 clusters Score -2.004494e+07 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59825 members Mstep: Class 2 contains 24605 members Entering Unmasked Estep Score: -20046708.000000 Penalty: 13896.005859 Iteration 10Q: 3 clusters Score -2.004671e+07 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61873 members Mstep: Class 2 contains 22557 members Entering Unmasked Estep Score: -20048432.000000 Penalty: 13896.005859 Iteration 11Q: 3 clusters Score -2.004843e+07 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63574 members Mstep: Class 2 contains 20856 members Entering Unmasked Estep Score: -20050254.000000 Penalty: 13896.005859 Iteration 12Q: 3 clusters Score -2.005025e+07 nChanged 2582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65060 members Mstep: Class 2 contains 19370 members Entering Unmasked Estep Score: -20052662.000000 Penalty: 13896.005859 Iteration 13Q: 3 clusters Score -2.005266e+07 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66049 members Mstep: Class 2 contains 18381 members Entering Unmasked Estep Score: -20055136.000000 Penalty: 13896.005859 Iteration 14Q: 3 clusters Score -2.005514e+07 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66492 members Mstep: Class 2 contains 17938 members Entering Unmasked Estep Score: -20056782.000000 Penalty: 13896.005859 Iteration 15Q: 3 clusters Score -2.005678e+07 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66652 members Mstep: Class 2 contains 17778 members Entering Unmasked Estep Score: -20057534.000000 Penalty: 13896.005859 Iteration 16Q: 3 clusters Score -2.005753e+07 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66662 members Mstep: Class 2 contains 17768 members Entering Unmasked Estep Score: -20058050.000000 Penalty: 13896.005859 Iteration 17Q: 3 clusters Score -2.005805e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66610 members Mstep: Class 2 contains 17820 members Entering Unmasked Estep Score: -20058214.000000 Penalty: 13896.005859 Iteration 18Q: 3 clusters Score -2.005821e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66462 members Mstep: Class 2 contains 17968 members Entering Unmasked Estep Score: -20058342.000000 Penalty: 13896.005859 Iteration 19Q: 3 clusters Score -2.005834e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66221 members Mstep: Class 2 contains 18209 members Entering Unmasked Estep Score: -20058532.000000 Penalty: 13896.005859 Iteration 20F: 3 clusters Score -2.005853e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65928 members Mstep: Class 2 contains 18502 members Entering Unmasked Estep Score: -20058670.000000 Penalty: 13896.005859 Iteration 21Q: 3 clusters Score -2.005867e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65574 members Mstep: Class 2 contains 18856 members Entering Unmasked Estep Score: -20058836.000000 Penalty: 13896.005859 Iteration 22Q: 3 clusters Score -2.005884e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65214 members Mstep: Class 2 contains 19216 members Entering Unmasked Estep Score: -20058974.000000 Penalty: 13896.005859 Iteration 23Q: 3 clusters Score -2.005897e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64848 members Mstep: Class 2 contains 19582 members Entering Unmasked Estep Score: -20059042.000000 Penalty: 13896.005859 Iteration 24Q: 3 clusters Score -2.005904e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64501 members Mstep: Class 2 contains 19929 members Entering Unmasked Estep Score: -20059164.000000 Penalty: 13896.005859 Iteration 25Q: 3 clusters Score -2.005916e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64113 members Mstep: Class 2 contains 20317 members Entering Unmasked Estep Score: -20059310.000000 Penalty: 13896.005859 Iteration 26Q: 3 clusters Score -2.005931e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63712 members Mstep: Class 2 contains 20718 members Entering Unmasked Estep Score: -20059376.000000 Penalty: 13896.005859 Iteration 27Q: 3 clusters Score -2.005938e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63267 members Mstep: Class 2 contains 21163 members Entering Unmasked Estep Score: -20059430.000000 Penalty: 13896.005859 Iteration 28Q: 3 clusters Score -2.005943e+07 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62785 members Mstep: Class 2 contains 21645 members Entering Unmasked Estep Score: -20059544.000000 Penalty: 13896.005859 Iteration 29Q: 3 clusters Score -2.005954e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62249 members Mstep: Class 2 contains 22181 members Entering Unmasked Estep Score: -20059726.000000 Penalty: 13896.005859 Iteration 30Q: 3 clusters Score -2.005973e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61655 members Mstep: Class 2 contains 22775 members Entering Unmasked Estep Score: -20059880.000000 Penalty: 13896.005859 Iteration 31Q: 3 clusters Score -2.005988e+07 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61024 members Mstep: Class 2 contains 23406 members Entering Unmasked Estep Score: -20060056.000000 Penalty: 13896.005859 Iteration 32Q: 3 clusters Score -2.006006e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60386 members Mstep: Class 2 contains 24044 members Entering Unmasked Estep Score: -20060242.000000 Penalty: 13896.005859 Iteration 33Q: 3 clusters Score -2.006024e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59768 members Mstep: Class 2 contains 24662 members Entering Unmasked Estep Score: -20060446.000000 Penalty: 13896.005859 Iteration 34Q: 3 clusters Score -2.006045e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59182 members Mstep: Class 2 contains 25248 members Entering Unmasked Estep Score: -20060620.000000 Penalty: 13896.005859 Iteration 35Q: 3 clusters Score -2.006062e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58597 members Mstep: Class 2 contains 25833 members Entering Unmasked Estep Score: -20060642.000000 Penalty: 13896.005859 Iteration 36Q: 3 clusters Score -2.006064e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58036 members Mstep: Class 2 contains 26394 members Entering Unmasked Estep Score: -20060772.000000 Penalty: 13896.005859 Iteration 37Q: 3 clusters Score -2.006077e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57468 members Mstep: Class 2 contains 26962 members Entering Unmasked Estep Score: -20060884.000000 Penalty: 13896.005859 Iteration 38Q: 3 clusters Score -2.006088e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56938 members Mstep: Class 2 contains 27492 members Entering Unmasked Estep Score: -20061036.000000 Penalty: 13896.005859 Iteration 39Q: 3 clusters Score -2.006104e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56447 members Mstep: Class 2 contains 27983 members Entering Unmasked Estep Score: -20061110.000000 Penalty: 13896.005859 Iteration 40F: 3 clusters Score -2.006111e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55925 members Mstep: Class 2 contains 28505 members Entering Unmasked Estep Score: -20061310.000000 Penalty: 13896.005859 Iteration 41Q: 3 clusters Score -2.006131e+07 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55436 members Mstep: Class 2 contains 28994 members Entering Unmasked Estep Score: -20061356.000000 Penalty: 13896.005859 Iteration 42Q: 3 clusters Score -2.006136e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54953 members Mstep: Class 2 contains 29477 members Entering Unmasked Estep Score: -20061494.000000 Penalty: 13896.005859 Iteration 43Q: 3 clusters Score -2.006149e+07 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54500 members Mstep: Class 2 contains 29930 members Entering Unmasked Estep Score: -20061560.000000 Penalty: 13896.005859 Iteration 44Q: 3 clusters Score -2.006156e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54093 members Mstep: Class 2 contains 30337 members Entering Unmasked Estep Score: -20061604.000000 Penalty: 13896.005859 Iteration 45Q: 3 clusters Score -2.00616e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53744 members Mstep: Class 2 contains 30686 members Entering Unmasked Estep Score: -20061608.000000 Penalty: 13896.005859 Iteration 46Q: 3 clusters Score -2.006161e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53452 members Mstep: Class 2 contains 30978 members Entering Unmasked Estep Score: -20061654.000000 Penalty: 13896.005859 Iteration 47Q: 3 clusters Score -2.006165e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53171 members Mstep: Class 2 contains 31259 members Entering Unmasked Estep Score: -20061680.000000 Penalty: 13896.005859 Iteration 48Q: 3 clusters Score -2.006168e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52937 members Mstep: Class 2 contains 31493 members Entering Unmasked Estep Score: -20061704.000000 Penalty: 13896.005859 Iteration 49Q: 3 clusters Score -2.00617e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52738 members Mstep: Class 2 contains 31692 members Entering Unmasked Estep Score: -20061736.000000 Penalty: 13896.005859 Iteration 50Q: 3 clusters Score -2.006174e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52536 members Mstep: Class 2 contains 31894 members Entering Unmasked Estep Score: -20061726.000000 Penalty: 13896.005859 Iteration 51Q: 3 clusters Score -2.006173e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52355 members Mstep: Class 2 contains 32075 members Entering Unmasked Estep Score: -20061742.000000 Penalty: 13896.005859 Iteration 52Q: 3 clusters Score -2.006174e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52196 members Mstep: Class 2 contains 32234 members Entering Unmasked Estep Score: -20061792.000000 Penalty: 13896.005859 Iteration 53Q: 3 clusters Score -2.006179e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52085 members Mstep: Class 2 contains 32345 members Entering Unmasked Estep Score: -20061788.000000 Penalty: 13896.005859 Iteration 54Q: 3 clusters Score -2.006179e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51991 members Mstep: Class 2 contains 32439 members Entering Unmasked Estep Score: -20061788.000000 Penalty: 13896.005859 Iteration 55Q: 3 clusters Score -2.006179e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51917 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -20061774.000000 Penalty: 13896.005859 Iteration 56Q: 3 clusters Score -2.006177e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51845 members Mstep: Class 2 contains 32585 members Entering Unmasked Estep Score: -20061798.000000 Penalty: 13896.005859 Iteration 57Q: 3 clusters Score -2.00618e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51772 members Mstep: Class 2 contains 32658 members Entering Unmasked Estep Score: -20061828.000000 Penalty: 13896.005859 Iteration 58Q: 3 clusters Score -2.006183e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51710 members Mstep: Class 2 contains 32720 members Entering Unmasked Estep Score: -20061804.000000 Penalty: 13896.005859 Iteration 59Q: 3 clusters Score -2.00618e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51656 members Mstep: Class 2 contains 32774 members Entering Unmasked Estep Score: -20061830.000000 Penalty: 13896.005859 Iteration 60F: 3 clusters Score -2.006183e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51605 members Mstep: Class 2 contains 32825 members Entering Unmasked Estep Score: -20061836.000000 Penalty: 13896.005859 Iteration 61Q: 3 clusters Score -2.006184e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51552 members Mstep: Class 2 contains 32878 members Entering Unmasked Estep Score: -20061814.000000 Penalty: 13896.005859 Iteration 62Q: 3 clusters Score -2.006181e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51511 members Mstep: Class 2 contains 32919 members Entering Unmasked Estep Score: -20061828.000000 Penalty: 13896.005859 Iteration 63Q: 3 clusters Score -2.006183e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51474 members Mstep: Class 2 contains 32956 members Entering Unmasked Estep Score: -20061816.000000 Penalty: 13896.005859 Iteration 64Q: 3 clusters Score -2.006182e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51450 members Mstep: Class 2 contains 32980 members Entering Unmasked Estep Score: -20061838.000000 Penalty: 13896.005859 Iteration 65Q: 3 clusters Score -2.006184e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51429 members Mstep: Class 2 contains 33001 members Entering Unmasked Estep Score: -20061820.000000 Penalty: 13896.005859 Iteration 66Q: 3 clusters Score -2.006182e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51414 members Mstep: Class 2 contains 33016 members Entering Unmasked Estep Score: -20061838.000000 Penalty: 13896.005859 Iteration 67Q: 3 clusters Score -2.006184e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51398 members Mstep: Class 2 contains 33032 members Entering Unmasked Estep Score: -20061856.000000 Penalty: 13896.005859 Iteration 68Q: 3 clusters Score -2.006186e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51384 members Mstep: Class 2 contains 33046 members Entering Unmasked Estep Score: -20061860.000000 Penalty: 13896.005859 Iteration 69Q: 3 clusters Score -2.006186e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51368 members Mstep: Class 2 contains 33062 members Entering Unmasked Estep Score: -20061838.000000 Penalty: 13896.005859 Iteration 70Q: 3 clusters Score -2.006184e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51365 members Mstep: Class 2 contains 33065 members Entering Unmasked Estep Score: -20061838.000000 Penalty: 13896.005859 Iteration 71Q: 3 clusters Score -2.006184e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51357 members Mstep: Class 2 contains 33073 members Entering Unmasked Estep Score: -20061846.000000 Penalty: 13896.005859 Iteration 72Q: 3 clusters Score -2.006185e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51353 members Mstep: Class 2 contains 33077 members Entering Unmasked Estep Score: -20061862.000000 Penalty: 13896.005859 Iteration 73Q: 3 clusters Score -2.006186e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51351 members Mstep: Class 2 contains 33079 members Entering Unmasked Estep Score: -20061854.000000 Penalty: 13896.005859 Iteration 74Q: 3 clusters Score -2.006185e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51351 members Mstep: Class 2 contains 33079 members Entering Unmasked Estep Score: -20061854.000000 Penalty: 13896.005859 Iteration 75F: 3 clusters Score -2.006185e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Entering Unmasked Estep Score: -114659.101562 Penalty: 3842.137207 Iteration 0F: 2 clusters Score -114659.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -111203.203125 Penalty: 7684.274414 Iteration 0F: 3 clusters Score -111203.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -111351.328125 Penalty: 7684.274414 Iteration 1F: 3 clusters Score -111351.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -111388.687500 Penalty: 7684.274414 Iteration 2Q: 3 clusters Score -111388.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -111418.601562 Penalty: 7684.274414 Iteration 3Q: 3 clusters Score -111418.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -111445.710938 Penalty: 7684.274414 Iteration 4Q: 3 clusters Score -111445.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -111445.710938 Penalty: 7684.274414 Iteration 5F: 3 clusters Score -111445.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13308 members Entering Unmasked Estep Score: -3050526.250000 Penalty: 5816.373535 Iteration 0F: 2 clusters Score -3050526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -3038259.750000 Penalty: 11632.747070 Iteration 0F: 3 clusters Score -3038260 nChanged 5079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -3041060.500000 Penalty: 11632.747070 Iteration 1F: 3 clusters Score -3041060 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -3041596.750000 Penalty: 11632.747070 Iteration 2F: 3 clusters Score -3041597 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -3041958.500000 Penalty: 11632.747070 Iteration 3Q: 3 clusters Score -3041958 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -3042253.500000 Penalty: 11632.747070 Iteration 4Q: 3 clusters Score -3042254 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -3042498.750000 Penalty: 11632.747070 Iteration 5Q: 3 clusters Score -3042499 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -3042730.500000 Penalty: 11632.747070 Iteration 6Q: 3 clusters Score -3042730 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -3042932.000000 Penalty: 11632.747070 Iteration 7Q: 3 clusters Score -3042932 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -3043113.250000 Penalty: 11632.747070 Iteration 8Q: 3 clusters Score -3043113 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -3043296.500000 Penalty: 11632.747070 Iteration 9Q: 3 clusters Score -3043296 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -3043444.250000 Penalty: 11632.747070 Iteration 10Q: 3 clusters Score -3043444 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -3043579.250000 Penalty: 11632.747070 Iteration 11Q: 3 clusters Score -3043579 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -3043747.750000 Penalty: 11632.747070 Iteration 12Q: 3 clusters Score -3043748 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -3043911.000000 Penalty: 11632.747070 Iteration 13Q: 3 clusters Score -3043911 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -3044052.000000 Penalty: 11632.747070 Iteration 14Q: 3 clusters Score -3044052 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -3044175.750000 Penalty: 11632.747070 Iteration 15Q: 3 clusters Score -3044176 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -3044279.750000 Penalty: 11632.747070 Iteration 16Q: 3 clusters Score -3044280 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -3044397.250000 Penalty: 11632.747070 Iteration 17Q: 3 clusters Score -3044397 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -3044508.000000 Penalty: 11632.747070 Iteration 18Q: 3 clusters Score -3044508 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -3044614.500000 Penalty: 11632.747070 Iteration 19Q: 3 clusters Score -3044614 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -3044746.250000 Penalty: 11632.747070 Iteration 20F: 3 clusters Score -3044746 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -3044870.250000 Penalty: 11632.747070 Iteration 21Q: 3 clusters Score -3044870 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9875 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -3045010.250000 Penalty: 11632.747070 Iteration 22Q: 3 clusters Score -3045010 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10048 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -3045128.000000 Penalty: 11632.747070 Iteration 23Q: 3 clusters Score -3045128 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -3045220.250000 Penalty: 11632.747070 Iteration 24Q: 3 clusters Score -3045220 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -3045323.000000 Penalty: 11632.747070 Iteration 25Q: 3 clusters Score -3045323 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -3045418.250000 Penalty: 11632.747070 Iteration 26Q: 3 clusters Score -3045418 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -3045492.500000 Penalty: 11632.747070 Iteration 27Q: 3 clusters Score -3045492 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -3045571.000000 Penalty: 11632.747070 Iteration 28Q: 3 clusters Score -3045571 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -3045650.250000 Penalty: 11632.747070 Iteration 29Q: 3 clusters Score -3045650 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -3045691.500000 Penalty: 11632.747070 Iteration 30Q: 3 clusters Score -3045692 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -3045739.250000 Penalty: 11632.747070 Iteration 31Q: 3 clusters Score -3045739 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11048 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -3045781.000000 Penalty: 11632.747070 Iteration 32Q: 3 clusters Score -3045781 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -3045820.000000 Penalty: 11632.747070 Iteration 33Q: 3 clusters Score -3045820 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -3045837.500000 Penalty: 11632.747070 Iteration 34Q: 3 clusters Score -3045838 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -3045856.000000 Penalty: 11632.747070 Iteration 35Q: 3 clusters Score -3045856 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -3045882.500000 Penalty: 11632.747070 Iteration 36Q: 3 clusters Score -3045882 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -3045897.000000 Penalty: 11632.747070 Iteration 37Q: 3 clusters Score -3045897 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -3045907.750000 Penalty: 11632.747070 Iteration 38Q: 3 clusters Score -3045908 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -3045926.250000 Penalty: 11632.747070 Iteration 39Q: 3 clusters Score -3045926 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -3045935.250000 Penalty: 11632.747070 Iteration 40F: 3 clusters Score -3045935 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -3045951.750000 Penalty: 11632.747070 Iteration 41Q: 3 clusters Score -3045952 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -3045958.750000 Penalty: 11632.747070 Iteration 42Q: 3 clusters Score -3045959 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -3045966.000000 Penalty: 11632.747070 Iteration 43Q: 3 clusters Score -3045966 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -3045980.000000 Penalty: 11632.747070 Iteration 44Q: 3 clusters Score -3045980 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -3045984.000000 Penalty: 11632.747070 Iteration 45Q: 3 clusters Score -3045984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -3045985.250000 Penalty: 11632.747070 Iteration 46Q: 3 clusters Score -3045985 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11404 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -3045984.750000 Penalty: 11632.747070 Iteration 47Q: 3 clusters Score -3045985 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11417 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -3045993.000000 Penalty: 11632.747070 Iteration 48Q: 3 clusters Score -3045993 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -3046005.000000 Penalty: 11632.747070 Iteration 49Q: 3 clusters Score -3046005 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -3046017.000000 Penalty: 11632.747070 Iteration 50Q: 3 clusters Score -3046017 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -3046019.250000 Penalty: 11632.747070 Iteration 51Q: 3 clusters Score -3046019 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11470 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -3046028.750000 Penalty: 11632.747070 Iteration 52Q: 3 clusters Score -3046029 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -3046031.000000 Penalty: 11632.747070 Iteration 53Q: 3 clusters Score -3046031 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -3046028.000000 Penalty: 11632.747070 Iteration 54Q: 3 clusters Score -3046028 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -3046038.250000 Penalty: 11632.747070 Iteration 55Q: 3 clusters Score -3046038 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11509 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -3046041.750000 Penalty: 11632.747070 Iteration 56Q: 3 clusters Score -3046042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11515 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -3046050.750000 Penalty: 11632.747070 Iteration 57Q: 3 clusters Score -3046051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11520 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -3046056.250000 Penalty: 11632.747070 Iteration 58Q: 3 clusters Score -3046056 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -3046059.750000 Penalty: 11632.747070 Iteration 59Q: 3 clusters Score -3046060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -3046061.250000 Penalty: 11632.747070 Iteration 60F: 3 clusters Score -3046061 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -3046062.250000 Penalty: 11632.747070 Iteration 61Q: 3 clusters Score -3046062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -3046058.750000 Penalty: 11632.747070 Iteration 62Q: 3 clusters Score -3046059 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11534 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -3046065.250000 Penalty: 11632.747070 Iteration 63Q: 3 clusters Score -3046065 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -3046067.500000 Penalty: 11632.747070 Iteration 64Q: 3 clusters Score -3046068 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -3046065.000000 Penalty: 11632.747070 Iteration 65Q: 3 clusters Score -3046065 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -3046065.000000 Penalty: 11632.747070 Iteration 66F: 3 clusters Score -3046065 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -182446.765625 Penalty: 4133.615234 Iteration 0F: 2 clusters Score -182446.8 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 416 members Entering Unmasked Estep Score: -178598.062500 Penalty: 8267.230469 Iteration 0F: 3 clusters Score -178598.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -179072.250000 Penalty: 8267.230469 Iteration 1F: 3 clusters Score -179072.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -179337.843750 Penalty: 8267.230469 Iteration 2F: 3 clusters Score -179337.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -179675.078125 Penalty: 8267.230469 Iteration 3Q: 3 clusters Score -179675.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -179950.437500 Penalty: 8267.230469 Iteration 4Q: 3 clusters Score -179950.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -180016.078125 Penalty: 8267.230469 Iteration 5Q: 3 clusters Score -180016.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -180033.468750 Penalty: 8267.230469 Iteration 6Q: 3 clusters Score -180033.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -180048.906250 Penalty: 8267.230469 Iteration 7Q: 3 clusters Score -180048.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -180065.937500 Penalty: 8267.230469 Iteration 8Q: 3 clusters Score -180065.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -180089.390625 Penalty: 8267.230469 Iteration 9Q: 3 clusters Score -180089.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -180107.312500 Penalty: 8267.230469 Iteration 10Q: 3 clusters Score -180107.3 nChanged 4 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: -180118.234375 Penalty: 8267.230469 Iteration 11Q: 3 clusters Score -180118.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -180125.812500 Penalty: 8267.230469 Iteration 12Q: 3 clusters Score -180125.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -180138.187500 Penalty: 8267.230469 Iteration 13Q: 3 clusters Score -180138.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -180140.593750 Penalty: 8267.230469 Iteration 14Q: 3 clusters Score -180140.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -180147.234375 Penalty: 8267.230469 Iteration 15Q: 3 clusters Score -180147.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -180153.453125 Penalty: 8267.230469 Iteration 16Q: 3 clusters Score -180153.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -180169.062500 Penalty: 8267.230469 Iteration 17Q: 3 clusters Score -180169.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -180179.406250 Penalty: 8267.230469 Iteration 18Q: 3 clusters Score -180179.4 nChanged 1 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: -180185.218750 Penalty: 8267.230469 Iteration 19Q: 3 clusters Score -180185.2 nChanged 0 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: -180185.218750 Penalty: 8267.230469 Iteration 20F: 3 clusters Score -180185.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Entering Unmasked Estep Score: -284061.093750 Penalty: 4351.288086 Iteration 0F: 2 clusters Score -284061.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -279771.125000 Penalty: 8702.576172 Iteration 0F: 3 clusters Score -279771.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -280122.343750 Penalty: 8702.576172 Iteration 1F: 3 clusters Score -280122.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -280227.593750 Penalty: 8702.576172 Iteration 2Q: 3 clusters Score -280227.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -280263.906250 Penalty: 8702.576172 Iteration 3Q: 3 clusters Score -280263.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -280292.093750 Penalty: 8702.576172 Iteration 4Q: 3 clusters Score -280292.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -280315.937500 Penalty: 8702.576172 Iteration 5Q: 3 clusters Score -280315.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -280335.156250 Penalty: 8702.576172 Iteration 6Q: 3 clusters Score -280335.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -280343.468750 Penalty: 8702.576172 Iteration 7Q: 3 clusters Score -280343.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -280345.375000 Penalty: 8702.576172 Iteration 8Q: 3 clusters Score -280345.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -280347.968750 Penalty: 8702.576172 Iteration 9Q: 3 clusters Score -280348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -280357.875000 Penalty: 8702.576172 Iteration 10Q: 3 clusters Score -280357.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -280357.875000 Penalty: 8702.576172 Iteration 11F: 3 clusters Score -280357.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Entering Unmasked Estep Score: -2252870.250000 Penalty: 5613.580566 Iteration 0F: 2 clusters Score -2252870 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -2242882.000000 Penalty: 11227.161133 Iteration 0F: 3 clusters Score -2242882 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -2244885.500000 Penalty: 11227.161133 Iteration 1F: 3 clusters Score -2244886 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -2245372.750000 Penalty: 11227.161133 Iteration 2F: 3 clusters Score -2245373 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -2245709.000000 Penalty: 11227.161133 Iteration 3F: 3 clusters Score -2245709 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -2245969.500000 Penalty: 11227.161133 Iteration 4Q: 3 clusters Score -2245970 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -2246229.500000 Penalty: 11227.161133 Iteration 5Q: 3 clusters Score -2246230 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -2246506.500000 Penalty: 11227.161133 Iteration 6Q: 3 clusters Score -2246506 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -2246839.000000 Penalty: 11227.161133 Iteration 7Q: 3 clusters Score -2246839 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -2247201.750000 Penalty: 11227.161133 Iteration 8Q: 3 clusters Score -2247202 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -2247526.250000 Penalty: 11227.161133 Iteration 9Q: 3 clusters Score -2247526 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -2247833.000000 Penalty: 11227.161133 Iteration 10Q: 3 clusters Score -2247833 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -2248065.250000 Penalty: 11227.161133 Iteration 11Q: 3 clusters Score -2248065 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -2248238.000000 Penalty: 11227.161133 Iteration 12Q: 3 clusters Score -2248238 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -2248361.000000 Penalty: 11227.161133 Iteration 13Q: 3 clusters Score -2248361 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -2248454.750000 Penalty: 11227.161133 Iteration 14Q: 3 clusters Score -2248455 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -2248521.000000 Penalty: 11227.161133 Iteration 15Q: 3 clusters Score -2248521 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -2248565.750000 Penalty: 11227.161133 Iteration 16Q: 3 clusters Score -2248566 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -2248592.750000 Penalty: 11227.161133 Iteration 17Q: 3 clusters Score -2248593 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -2248607.250000 Penalty: 11227.161133 Iteration 18Q: 3 clusters Score -2248607 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -2248616.250000 Penalty: 11227.161133 Iteration 19Q: 3 clusters Score -2248616 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -2248625.000000 Penalty: 11227.161133 Iteration 20F: 3 clusters Score -2248625 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -2248636.000000 Penalty: 11227.161133 Iteration 21Q: 3 clusters Score -2248636 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -2248643.000000 Penalty: 11227.161133 Iteration 22Q: 3 clusters Score -2248643 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -2248655.500000 Penalty: 11227.161133 Iteration 23Q: 3 clusters Score -2248656 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -2248662.250000 Penalty: 11227.161133 Iteration 24Q: 3 clusters Score -2248662 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -2248668.500000 Penalty: 11227.161133 Iteration 25Q: 3 clusters Score -2248668 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -2248670.750000 Penalty: 11227.161133 Iteration 26Q: 3 clusters Score -2248671 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -2248677.250000 Penalty: 11227.161133 Iteration 27Q: 3 clusters Score -2248677 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -2248676.250000 Penalty: 11227.161133 Iteration 28Q: 3 clusters Score -2248676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -2248679.500000 Penalty: 11227.161133 Iteration 29Q: 3 clusters Score -2248680 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -2248684.750000 Penalty: 11227.161133 Iteration 30Q: 3 clusters Score -2248685 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -2248686.500000 Penalty: 11227.161133 Iteration 31Q: 3 clusters Score -2248686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -2248689.250000 Penalty: 11227.161133 Iteration 32Q: 3 clusters Score -2248689 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -2248688.500000 Penalty: 11227.161133 Iteration 33Q: 3 clusters Score -2248688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -2248688.750000 Penalty: 11227.161133 Iteration 34Q: 3 clusters Score -2248689 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -2248693.250000 Penalty: 11227.161133 Iteration 35Q: 3 clusters Score -2248693 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -2248696.500000 Penalty: 11227.161133 Iteration 36Q: 3 clusters Score -2248696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -2248694.250000 Penalty: 11227.161133 Iteration 37Q: 3 clusters Score -2248694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -2248698.250000 Penalty: 11227.161133 Iteration 38Q: 3 clusters Score -2248698 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -2248699.250000 Penalty: 11227.161133 Iteration 39Q: 3 clusters Score -2248699 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -2248702.000000 Penalty: 11227.161133 Iteration 40F: 3 clusters Score -2248702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -2248701.500000 Penalty: 11227.161133 Iteration 41Q: 3 clusters Score -2248702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -2248703.000000 Penalty: 11227.161133 Iteration 42Q: 3 clusters Score -2248703 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -2248705.250000 Penalty: 11227.161133 Iteration 43Q: 3 clusters Score -2248705 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -2248709.250000 Penalty: 11227.161133 Iteration 44Q: 3 clusters Score -2248709 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -2248709.250000 Penalty: 11227.161133 Iteration 45F: 3 clusters Score -2248709 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -100746.617188 Penalty: 3832.821289 Iteration 0F: 2 clusters Score -100746.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -97584.140625 Penalty: 7665.642578 Iteration 0F: 3 clusters Score -97584.14 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -97912.671875 Penalty: 7665.642578 Iteration 1F: 3 clusters Score -97912.67 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -98217.257812 Penalty: 7665.642578 Iteration 2F: 3 clusters Score -98217.26 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -98411.203125 Penalty: 7665.642578 Iteration 3F: 3 clusters Score -98411.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -98568.078125 Penalty: 7665.642578 Iteration 4Q: 3 clusters Score -98568.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -98879.195312 Penalty: 7665.642578 Iteration 5Q: 3 clusters Score -98879.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -99248.468750 Penalty: 7665.642578 Iteration 6Q: 3 clusters Score -99248.47 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -99720.734375 Penalty: 7665.642578 Iteration 7Q: 3 clusters Score -99720.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -100136.250000 Penalty: 7665.642578 Iteration 8Q: 3 clusters Score -100136.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -100332.382812 Penalty: 7665.642578 Iteration 9Q: 3 clusters Score -100332.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -100502.757812 Penalty: 7665.642578 Iteration 10Q: 3 clusters Score -100502.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -100584.101562 Penalty: 7665.642578 Iteration 11Q: 3 clusters Score -100584.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -101052.539062 Penalty: 7665.642578 Iteration 12Q: 3 clusters Score -101052.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -101109.632812 Penalty: 7665.642578 Iteration 13Q: 3 clusters Score -101109.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -101232.921875 Penalty: 7665.642578 Iteration 14Q: 3 clusters Score -101232.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -101304.101562 Penalty: 7665.642578 Iteration 15F: 3 clusters Score -101304.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -101846.789062 Penalty: 7665.642578 Iteration 16Q: 3 clusters Score -101846.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -101858.203125 Penalty: 7665.642578 Iteration 17Q: 3 clusters Score -101858.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -101858.203125 Penalty: 7665.642578 Iteration 18F: 3 clusters Score -101858.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 4688 members Mstep: Class 3 contains 10675 members Mstep: Class 4 contains 36706 members Mstep: Class 5 contains 10254 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84430 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13308 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 23977 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20767 members Mstep: Class 20 contains 114974 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15433 members Mstep: Class 23 contains 8041 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 35655 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27431 members Mstep: Class 28 contains 125 members Entering Unmasked Estep Score: -101709640.000000 Penalty: 222802.281250 Splitting cluster 15 changes total score from -101712528.000000 to -101709640.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Entering Unmasked Estep Score: -74655.750000 Penalty: 3633.500244 Iteration 0F: 2 clusters Score -74655.75 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 184 members Entering Unmasked Estep Score: -71627.414062 Penalty: 7267.000488 Iteration 0F: 3 clusters Score -71627.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -71701.304688 Penalty: 7267.000488 Iteration 1Q: 3 clusters Score -71701.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -71720.460938 Penalty: 7267.000488 Iteration 2Q: 3 clusters Score -71720.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -71733.281250 Penalty: 7267.000488 Iteration 3Q: 3 clusters Score -71733.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -71733.281250 Penalty: 7267.000488 Iteration 4F: 3 clusters Score -71733.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (23977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23977 members Entering Unmasked Estep Score: -5615323.500000 Penalty: 6176.970703 Iteration 0F: 2 clusters Score -5615324 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -5596367.000000 Penalty: 12353.941406 Iteration 0F: 3 clusters Score -5596367 nChanged 9873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -5601518.500000 Penalty: 12353.941406 Iteration 1F: 3 clusters Score -5601518 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12354 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -5602151.000000 Penalty: 12353.941406 Iteration 2F: 3 clusters Score -5602151 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -5602604.500000 Penalty: 12353.941406 Iteration 3Q: 3 clusters Score -5602604 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12616 members Mstep: Class 2 contains 11361 members Entering Unmasked Estep Score: -5602930.000000 Penalty: 12353.941406 Iteration 4Q: 3 clusters Score -5602930 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12764 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -5603209.500000 Penalty: 12353.941406 Iteration 5Q: 3 clusters Score -5603210 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12956 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -5603566.000000 Penalty: 12353.941406 Iteration 6Q: 3 clusters Score -5603566 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13164 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -5604018.000000 Penalty: 12353.941406 Iteration 7Q: 3 clusters Score -5604018 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13361 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -5604362.500000 Penalty: 12353.941406 Iteration 8Q: 3 clusters Score -5604362 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13526 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -5604653.500000 Penalty: 12353.941406 Iteration 9Q: 3 clusters Score -5604654 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13696 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -5604882.500000 Penalty: 12353.941406 Iteration 10Q: 3 clusters Score -5604882 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -5605114.000000 Penalty: 12353.941406 Iteration 11Q: 3 clusters Score -5605114 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14141 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -5605257.000000 Penalty: 12353.941406 Iteration 12Q: 3 clusters Score -5605257 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -5605401.500000 Penalty: 12353.941406 Iteration 13Q: 3 clusters Score -5605402 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14590 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -5605524.000000 Penalty: 12353.941406 Iteration 14Q: 3 clusters Score -5605524 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14870 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -5605670.500000 Penalty: 12353.941406 Iteration 15Q: 3 clusters Score -5605670 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15175 members Mstep: Class 2 contains 8802 members Entering Unmasked Estep Score: -5605808.500000 Penalty: 12353.941406 Iteration 16Q: 3 clusters Score -5605808 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15518 members Mstep: Class 2 contains 8459 members Entering Unmasked Estep Score: -5606030.000000 Penalty: 12353.941406 Iteration 17Q: 3 clusters Score -5606030 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15913 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -5606203.500000 Penalty: 12353.941406 Iteration 18Q: 3 clusters Score -5606204 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16321 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -5606470.000000 Penalty: 12353.941406 Iteration 19Q: 3 clusters Score -5606470 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16800 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -5606775.000000 Penalty: 12353.941406 Iteration 20F: 3 clusters Score -5606775 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17343 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -5607113.000000 Penalty: 12353.941406 Iteration 21Q: 3 clusters Score -5607113 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -5607476.500000 Penalty: 12353.941406 Iteration 22Q: 3 clusters Score -5607476 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18375 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -5607820.000000 Penalty: 12353.941406 Iteration 23Q: 3 clusters Score -5607820 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18822 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -5608212.500000 Penalty: 12353.941406 Iteration 24Q: 3 clusters Score -5608212 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19229 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -5608502.500000 Penalty: 12353.941406 Iteration 25Q: 3 clusters Score -5608502 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19558 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -5608765.500000 Penalty: 12353.941406 Iteration 26Q: 3 clusters Score -5608766 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19819 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -5608976.000000 Penalty: 12353.941406 Iteration 27Q: 3 clusters Score -5608976 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20055 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -5609181.000000 Penalty: 12353.941406 Iteration 28Q: 3 clusters Score -5609181 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20269 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -5609357.500000 Penalty: 12353.941406 Iteration 29Q: 3 clusters Score -5609358 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20444 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -5609512.500000 Penalty: 12353.941406 Iteration 30Q: 3 clusters Score -5609512 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20596 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -5609630.000000 Penalty: 12353.941406 Iteration 31Q: 3 clusters Score -5609630 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20710 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -5609724.000000 Penalty: 12353.941406 Iteration 32Q: 3 clusters Score -5609724 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20822 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -5609819.500000 Penalty: 12353.941406 Iteration 33Q: 3 clusters Score -5609820 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20922 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -5609903.000000 Penalty: 12353.941406 Iteration 34Q: 3 clusters Score -5609903 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20996 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -5609971.000000 Penalty: 12353.941406 Iteration 35Q: 3 clusters Score -5609971 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21069 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -5610028.500000 Penalty: 12353.941406 Iteration 36Q: 3 clusters Score -5610028 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21125 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -5610043.500000 Penalty: 12353.941406 Iteration 37Q: 3 clusters Score -5610044 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21178 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -5610075.500000 Penalty: 12353.941406 Iteration 38Q: 3 clusters Score -5610076 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21201 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -5610093.500000 Penalty: 12353.941406 Iteration 39Q: 3 clusters Score -5610094 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21225 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -5610112.500000 Penalty: 12353.941406 Iteration 40F: 3 clusters Score -5610112 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21243 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -5610123.000000 Penalty: 12353.941406 Iteration 41Q: 3 clusters Score -5610123 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21250 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -5610134.000000 Penalty: 12353.941406 Iteration 42Q: 3 clusters Score -5610134 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21268 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -5610136.500000 Penalty: 12353.941406 Iteration 43Q: 3 clusters Score -5610136 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21282 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -5610151.500000 Penalty: 12353.941406 Iteration 44Q: 3 clusters Score -5610152 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21290 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -5610159.500000 Penalty: 12353.941406 Iteration 45Q: 3 clusters Score -5610160 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21299 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -5610161.500000 Penalty: 12353.941406 Iteration 46Q: 3 clusters Score -5610162 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21306 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -5610157.500000 Penalty: 12353.941406 Iteration 47Q: 3 clusters Score -5610158 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21316 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -5610162.500000 Penalty: 12353.941406 Iteration 48Q: 3 clusters Score -5610162 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21323 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -5610170.500000 Penalty: 12353.941406 Iteration 49Q: 3 clusters Score -5610170 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21326 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -5610184.500000 Penalty: 12353.941406 Iteration 50Q: 3 clusters Score -5610184 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -5610183.500000 Penalty: 12353.941406 Iteration 51Q: 3 clusters Score -5610184 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21334 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -5610181.000000 Penalty: 12353.941406 Iteration 52Q: 3 clusters Score -5610181 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -5610180.000000 Penalty: 12353.941406 Iteration 53Q: 3 clusters Score -5610180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21342 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -5610184.000000 Penalty: 12353.941406 Iteration 54Q: 3 clusters Score -5610184 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21342 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -5610184.000000 Penalty: 12353.941406 Iteration 55F: 3 clusters Score -5610184 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -45053.726562 Penalty: 3367.015381 Iteration 0F: 2 clusters Score -45053.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -42444.378906 Penalty: 6734.030762 Iteration 0F: 3 clusters Score -42444.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -42482.644531 Penalty: 6734.030762 Iteration 1Q: 3 clusters Score -42482.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -42482.644531 Penalty: 6734.030762 Iteration 2F: 3 clusters Score -42482.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (20767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20767 members Entering Unmasked Estep Score: -4834552.000000 Penalty: 6088.936035 Iteration 0F: 2 clusters Score -4834552 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -4817529.000000 Penalty: 12177.872070 Iteration 0F: 3 clusters Score -4817529 nChanged 8491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -4821843.000000 Penalty: 12177.872070 Iteration 1F: 3 clusters Score -4821843 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -4822567.000000 Penalty: 12177.872070 Iteration 2F: 3 clusters Score -4822567 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -4823335.000000 Penalty: 12177.872070 Iteration 3F: 3 clusters Score -4823335 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10808 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -4824108.500000 Penalty: 12177.872070 Iteration 4F: 3 clusters Score -4824108 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10600 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -4824872.500000 Penalty: 12177.872070 Iteration 5F: 3 clusters Score -4824872 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 10469 members Entering Unmasked Estep Score: -4825588.000000 Penalty: 12177.872070 Iteration 6F: 3 clusters Score -4825588 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -4826177.500000 Penalty: 12177.872070 Iteration 7Q: 3 clusters Score -4826178 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9441 members Mstep: Class 2 contains 11326 members Entering Unmasked Estep Score: -4826687.000000 Penalty: 12177.872070 Iteration 8Q: 3 clusters Score -4826687 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8904 members Mstep: Class 2 contains 11863 members Entering Unmasked Estep Score: -4827130.000000 Penalty: 12177.872070 Iteration 9Q: 3 clusters Score -4827130 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -4827510.000000 Penalty: 12177.872070 Iteration 10Q: 3 clusters Score -4827510 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -4827886.000000 Penalty: 12177.872070 Iteration 11Q: 3 clusters Score -4827886 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -4828182.000000 Penalty: 12177.872070 Iteration 12Q: 3 clusters Score -4828182 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 13940 members Entering Unmasked Estep Score: -4828492.000000 Penalty: 12177.872070 Iteration 13Q: 3 clusters Score -4828492 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 14454 members Entering Unmasked Estep Score: -4828770.500000 Penalty: 12177.872070 Iteration 14Q: 3 clusters Score -4828770 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 14916 members Entering Unmasked Estep Score: -4829032.500000 Penalty: 12177.872070 Iteration 15Q: 3 clusters Score -4829032 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 15331 members Entering Unmasked Estep Score: -4829259.500000 Penalty: 12177.872070 Iteration 16Q: 3 clusters Score -4829260 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 15712 members Entering Unmasked Estep Score: -4829458.500000 Penalty: 12177.872070 Iteration 17Q: 3 clusters Score -4829458 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 16084 members Entering Unmasked Estep Score: -4829637.000000 Penalty: 12177.872070 Iteration 18Q: 3 clusters Score -4829637 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 16431 members Entering Unmasked Estep Score: -4829802.500000 Penalty: 12177.872070 Iteration 19Q: 3 clusters Score -4829802 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 16742 members Entering Unmasked Estep Score: -4829960.500000 Penalty: 12177.872070 Iteration 20F: 3 clusters Score -4829960 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 17009 members Entering Unmasked Estep Score: -4830069.500000 Penalty: 12177.872070 Iteration 21Q: 3 clusters Score -4830070 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 17263 members Entering Unmasked Estep Score: -4830205.500000 Penalty: 12177.872070 Iteration 22Q: 3 clusters Score -4830206 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 17497 members Entering Unmasked Estep Score: -4830337.000000 Penalty: 12177.872070 Iteration 23Q: 3 clusters Score -4830337 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 17711 members Entering Unmasked Estep Score: -4830420.500000 Penalty: 12177.872070 Iteration 24Q: 3 clusters Score -4830420 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -4830543.000000 Penalty: 12177.872070 Iteration 25Q: 3 clusters Score -4830543 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 18061 members Entering Unmasked Estep Score: -4830627.500000 Penalty: 12177.872070 Iteration 26Q: 3 clusters Score -4830628 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 18206 members Entering Unmasked Estep Score: -4830681.500000 Penalty: 12177.872070 Iteration 27Q: 3 clusters Score -4830682 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -4830739.000000 Penalty: 12177.872070 Iteration 28Q: 3 clusters Score -4830739 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 18388 members Entering Unmasked Estep Score: -4830778.000000 Penalty: 12177.872070 Iteration 29Q: 3 clusters Score -4830778 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 18457 members Entering Unmasked Estep Score: -4830811.500000 Penalty: 12177.872070 Iteration 30Q: 3 clusters Score -4830812 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 18515 members Entering Unmasked Estep Score: -4830838.000000 Penalty: 12177.872070 Iteration 31Q: 3 clusters Score -4830838 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 18573 members Entering Unmasked Estep Score: -4830869.500000 Penalty: 12177.872070 Iteration 32Q: 3 clusters Score -4830870 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 18625 members Entering Unmasked Estep Score: -4830893.000000 Penalty: 12177.872070 Iteration 33Q: 3 clusters Score -4830893 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 18656 members Entering Unmasked Estep Score: -4830904.500000 Penalty: 12177.872070 Iteration 34Q: 3 clusters Score -4830904 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 18677 members Entering Unmasked Estep Score: -4830925.000000 Penalty: 12177.872070 Iteration 35Q: 3 clusters Score -4830925 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 18698 members Entering Unmasked Estep Score: -4830916.500000 Penalty: 12177.872070 Iteration 36Q: 3 clusters Score -4830916 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 18724 members Entering Unmasked Estep Score: -4830940.000000 Penalty: 12177.872070 Iteration 37Q: 3 clusters Score -4830940 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 18748 members Entering Unmasked Estep Score: -4830940.000000 Penalty: 12177.872070 Iteration 38Q: 3 clusters Score -4830940 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 18766 members Entering Unmasked Estep Score: -4830943.000000 Penalty: 12177.872070 Iteration 39Q: 3 clusters Score -4830943 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -4830957.000000 Penalty: 12177.872070 Iteration 40F: 3 clusters Score -4830957 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 18797 members Entering Unmasked Estep Score: -4830964.500000 Penalty: 12177.872070 Iteration 41Q: 3 clusters Score -4830964 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 18816 members Entering Unmasked Estep Score: -4830975.000000 Penalty: 12177.872070 Iteration 42Q: 3 clusters Score -4830975 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 18829 members Entering Unmasked Estep Score: -4830984.000000 Penalty: 12177.872070 Iteration 43Q: 3 clusters Score -4830984 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 18842 members Entering Unmasked Estep Score: -4830988.000000 Penalty: 12177.872070 Iteration 44Q: 3 clusters Score -4830988 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 18854 members Entering Unmasked Estep Score: -4830992.000000 Penalty: 12177.872070 Iteration 45Q: 3 clusters Score -4830992 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 18861 members Entering Unmasked Estep Score: -4830992.500000 Penalty: 12177.872070 Iteration 46Q: 3 clusters Score -4830992 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 18867 members Entering Unmasked Estep Score: -4830993.500000 Penalty: 12177.872070 Iteration 47Q: 3 clusters Score -4830994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 18876 members Entering Unmasked Estep Score: -4830997.000000 Penalty: 12177.872070 Iteration 48Q: 3 clusters Score -4830997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -4830996.500000 Penalty: 12177.872070 Iteration 49Q: 3 clusters Score -4830996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -4830996.500000 Penalty: 12177.872070 Iteration 50F: 3 clusters Score -4830996 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (114974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114974 members Entering Unmasked Estep Score: -27098880.000000 Penalty: 7137.132324 Iteration 0F: 2 clusters Score -2.709888e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57865 members Mstep: Class 2 contains 57109 members Entering Unmasked Estep Score: -27021984.000000 Penalty: 14274.264648 Iteration 0F: 3 clusters Score -2.702198e+07 nChanged 52998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59917 members Mstep: Class 2 contains 55057 members Entering Unmasked Estep Score: -27051134.000000 Penalty: 14274.264648 Iteration 1F: 3 clusters Score -2.705113e+07 nChanged 4463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61436 members Mstep: Class 2 contains 53538 members Entering Unmasked Estep Score: -27052392.000000 Penalty: 14274.264648 Iteration 2Q: 3 clusters Score -2.705239e+07 nChanged 4208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63630 members Mstep: Class 2 contains 51344 members Entering Unmasked Estep Score: -27053618.000000 Penalty: 14274.264648 Iteration 3Q: 3 clusters Score -2.705362e+07 nChanged 4448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66788 members Mstep: Class 2 contains 48186 members Entering Unmasked Estep Score: -27055202.000000 Penalty: 14274.264648 Iteration 4Q: 3 clusters Score -2.70552e+07 nChanged 5068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71166 members Mstep: Class 2 contains 43808 members Entering Unmasked Estep Score: -27057472.000000 Penalty: 14274.264648 Iteration 5Q: 3 clusters Score -2.705747e+07 nChanged 6251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77135 members Mstep: Class 2 contains 37839 members Entering Unmasked Estep Score: -27060898.000000 Penalty: 14274.264648 Iteration 6F: 3 clusters Score -2.70609e+07 nChanged 7789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84846 members Mstep: Class 2 contains 30128 members Entering Unmasked Estep Score: -27066332.000000 Penalty: 14274.264648 Iteration 7F: 3 clusters Score -2.706633e+07 nChanged 9259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94071 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -27073906.000000 Penalty: 14274.264648 Iteration 8F: 3 clusters Score -2.707391e+07 nChanged 8898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102951 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -27081920.000000 Penalty: 14274.264648 Iteration 9F: 3 clusters Score -2.708192e+07 nChanged 6281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109228 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -27087808.000000 Penalty: 14274.264648 Iteration 10F: 3 clusters Score -2.708781e+07 nChanged 3226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112434 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -27090716.000000 Penalty: 14274.264648 Iteration 11Q: 3 clusters Score -2.709072e+07 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113598 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -27091754.000000 Penalty: 14274.264648 Iteration 12Q: 3 clusters Score -2.709175e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113987 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -27092230.000000 Penalty: 14274.264648 Iteration 13Q: 3 clusters Score -2.709223e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114173 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -27092468.000000 Penalty: 14274.264648 Iteration 14Q: 3 clusters Score -2.709247e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114267 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -27092548.000000 Penalty: 14274.264648 Iteration 15Q: 3 clusters Score -2.709255e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114319 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -27092616.000000 Penalty: 14274.264648 Iteration 16Q: 3 clusters Score -2.709262e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114354 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -27092664.000000 Penalty: 14274.264648 Iteration 17Q: 3 clusters Score -2.709266e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114369 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -27092708.000000 Penalty: 14274.264648 Iteration 18Q: 3 clusters Score -2.709271e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114386 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -27092710.000000 Penalty: 14274.264648 Iteration 19Q: 3 clusters Score -2.709271e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114399 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -27092756.000000 Penalty: 14274.264648 Iteration 20F: 3 clusters Score -2.709276e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114404 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -27092768.000000 Penalty: 14274.264648 Iteration 21Q: 3 clusters Score -2.709277e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114405 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -27092772.000000 Penalty: 14274.264648 Iteration 22Q: 3 clusters Score -2.709277e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114408 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -27092772.000000 Penalty: 14274.264648 Iteration 23Q: 3 clusters Score -2.709277e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114413 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -27092778.000000 Penalty: 14274.264648 Iteration 24Q: 3 clusters Score -2.709278e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114417 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -27092776.000000 Penalty: 14274.264648 Iteration 25Q: 3 clusters Score -2.709278e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114421 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -27092790.000000 Penalty: 14274.264648 Iteration 26Q: 3 clusters Score -2.709279e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114421 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -27092790.000000 Penalty: 14274.264648 Iteration 27F: 3 clusters Score -2.709279e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Entering Unmasked Estep Score: -808791.812500 Penalty: 5009.244141 Iteration 0F: 2 clusters Score -808791.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -802672.375000 Penalty: 10018.488281 Iteration 0F: 3 clusters Score -802672.4 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -803524.750000 Penalty: 10018.488281 Iteration 1F: 3 clusters Score -803524.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -803831.937500 Penalty: 10018.488281 Iteration 2F: 3 clusters Score -803831.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -804026.687500 Penalty: 10018.488281 Iteration 3Q: 3 clusters Score -804026.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -804165.562500 Penalty: 10018.488281 Iteration 4Q: 3 clusters Score -804165.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -804258.062500 Penalty: 10018.488281 Iteration 5Q: 3 clusters Score -804258.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -804325.750000 Penalty: 10018.488281 Iteration 6Q: 3 clusters Score -804325.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -804384.312500 Penalty: 10018.488281 Iteration 7Q: 3 clusters Score -804384.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -804440.750000 Penalty: 10018.488281 Iteration 8Q: 3 clusters Score -804440.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -804498.875000 Penalty: 10018.488281 Iteration 9Q: 3 clusters Score -804498.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -804556.562500 Penalty: 10018.488281 Iteration 10Q: 3 clusters Score -804556.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -804611.812500 Penalty: 10018.488281 Iteration 11Q: 3 clusters Score -804611.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -804651.875000 Penalty: 10018.488281 Iteration 12Q: 3 clusters Score -804651.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -804694.062500 Penalty: 10018.488281 Iteration 13Q: 3 clusters Score -804694.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -804728.625000 Penalty: 10018.488281 Iteration 14Q: 3 clusters Score -804728.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -804762.937500 Penalty: 10018.488281 Iteration 15Q: 3 clusters Score -804762.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -804788.562500 Penalty: 10018.488281 Iteration 16Q: 3 clusters Score -804788.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -804806.562500 Penalty: 10018.488281 Iteration 17Q: 3 clusters Score -804806.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -804826.250000 Penalty: 10018.488281 Iteration 18Q: 3 clusters Score -804826.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -804839.812500 Penalty: 10018.488281 Iteration 19Q: 3 clusters Score -804839.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -804857.312500 Penalty: 10018.488281 Iteration 20F: 3 clusters Score -804857.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -804879.687500 Penalty: 10018.488281 Iteration 21Q: 3 clusters Score -804879.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -804901.937500 Penalty: 10018.488281 Iteration 22Q: 3 clusters Score -804901.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -804928.000000 Penalty: 10018.488281 Iteration 23Q: 3 clusters Score -804928 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -804950.000000 Penalty: 10018.488281 Iteration 24Q: 3 clusters Score -804950 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -804973.312500 Penalty: 10018.488281 Iteration 25Q: 3 clusters Score -804973.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -804985.937500 Penalty: 10018.488281 Iteration 26Q: 3 clusters Score -804985.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -805002.875000 Penalty: 10018.488281 Iteration 27Q: 3 clusters Score -805002.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -805019.062500 Penalty: 10018.488281 Iteration 28Q: 3 clusters Score -805019.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -805032.500000 Penalty: 10018.488281 Iteration 29Q: 3 clusters Score -805032.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -805042.562500 Penalty: 10018.488281 Iteration 30Q: 3 clusters Score -805042.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -805051.312500 Penalty: 10018.488281 Iteration 31Q: 3 clusters Score -805051.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -805063.750000 Penalty: 10018.488281 Iteration 32Q: 3 clusters Score -805063.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -805074.562500 Penalty: 10018.488281 Iteration 33Q: 3 clusters Score -805074.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -805080.750000 Penalty: 10018.488281 Iteration 34Q: 3 clusters Score -805080.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -805087.562500 Penalty: 10018.488281 Iteration 35Q: 3 clusters Score -805087.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -805092.687500 Penalty: 10018.488281 Iteration 36Q: 3 clusters Score -805092.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -805094.125000 Penalty: 10018.488281 Iteration 37Q: 3 clusters Score -805094.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -805097.062500 Penalty: 10018.488281 Iteration 38Q: 3 clusters Score -805097.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -805103.500000 Penalty: 10018.488281 Iteration 39Q: 3 clusters Score -805103.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -805107.250000 Penalty: 10018.488281 Iteration 40F: 3 clusters Score -805107.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -805111.187500 Penalty: 10018.488281 Iteration 41Q: 3 clusters Score -805111.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -805115.625000 Penalty: 10018.488281 Iteration 42Q: 3 clusters Score -805115.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -805119.687500 Penalty: 10018.488281 Iteration 43Q: 3 clusters Score -805119.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -805123.812500 Penalty: 10018.488281 Iteration 44Q: 3 clusters Score -805123.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -805129.875000 Penalty: 10018.488281 Iteration 45Q: 3 clusters Score -805129.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -805144.500000 Penalty: 10018.488281 Iteration 46Q: 3 clusters Score -805144.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -805148.812500 Penalty: 10018.488281 Iteration 47Q: 3 clusters Score -805148.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -805153.000000 Penalty: 10018.488281 Iteration 48Q: 3 clusters Score -805153 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -805154.500000 Penalty: 10018.488281 Iteration 49Q: 3 clusters Score -805154.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -805155.937500 Penalty: 10018.488281 Iteration 50Q: 3 clusters Score -805155.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -805158.312500 Penalty: 10018.488281 Iteration 51Q: 3 clusters Score -805158.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -805160.250000 Penalty: 10018.488281 Iteration 52Q: 3 clusters Score -805160.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -805162.375000 Penalty: 10018.488281 Iteration 53Q: 3 clusters Score -805162.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -805163.125000 Penalty: 10018.488281 Iteration 54Q: 3 clusters Score -805163.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -805163.125000 Penalty: 10018.488281 Iteration 55Q: 3 clusters Score -805163.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -805163.125000 Penalty: 10018.488281 Iteration 56F: 3 clusters Score -805163.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (15433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15433 members Entering Unmasked Estep Score: -3629661.750000 Penalty: 5907.111328 Iteration 0F: 2 clusters Score -3629662 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -3615917.750000 Penalty: 11814.222656 Iteration 0F: 3 clusters Score -3615918 nChanged 6040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -3619201.500000 Penalty: 11814.222656 Iteration 1F: 3 clusters Score -3619202 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -3619773.250000 Penalty: 11814.222656 Iteration 2F: 3 clusters Score -3619773 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -3620142.000000 Penalty: 11814.222656 Iteration 3F: 3 clusters Score -3620142 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -3620444.000000 Penalty: 11814.222656 Iteration 4Q: 3 clusters Score -3620444 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -3620692.250000 Penalty: 11814.222656 Iteration 5Q: 3 clusters Score -3620692 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -3620930.750000 Penalty: 11814.222656 Iteration 6Q: 3 clusters Score -3620931 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -3621152.000000 Penalty: 11814.222656 Iteration 7Q: 3 clusters Score -3621152 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -3621402.250000 Penalty: 11814.222656 Iteration 8Q: 3 clusters Score -3621402 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8269 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -3621663.750000 Penalty: 11814.222656 Iteration 9Q: 3 clusters Score -3621664 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -3621930.000000 Penalty: 11814.222656 Iteration 10Q: 3 clusters Score -3621930 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -3622178.500000 Penalty: 11814.222656 Iteration 11Q: 3 clusters Score -3622178 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -3622381.750000 Penalty: 11814.222656 Iteration 12Q: 3 clusters Score -3622382 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -3622555.750000 Penalty: 11814.222656 Iteration 13Q: 3 clusters Score -3622556 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -3622729.250000 Penalty: 11814.222656 Iteration 14Q: 3 clusters Score -3622729 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -3622886.500000 Penalty: 11814.222656 Iteration 15Q: 3 clusters Score -3622886 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -3623034.500000 Penalty: 11814.222656 Iteration 16Q: 3 clusters Score -3623034 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -3623122.250000 Penalty: 11814.222656 Iteration 17Q: 3 clusters Score -3623122 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -3623189.250000 Penalty: 11814.222656 Iteration 18Q: 3 clusters Score -3623189 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -3623265.250000 Penalty: 11814.222656 Iteration 19Q: 3 clusters Score -3623265 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -3623318.500000 Penalty: 11814.222656 Iteration 20F: 3 clusters Score -3623318 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -3623383.750000 Penalty: 11814.222656 Iteration 21Q: 3 clusters Score -3623384 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -3623432.000000 Penalty: 11814.222656 Iteration 22Q: 3 clusters Score -3623432 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -3623468.250000 Penalty: 11814.222656 Iteration 23Q: 3 clusters Score -3623468 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -3623494.250000 Penalty: 11814.222656 Iteration 24Q: 3 clusters Score -3623494 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -3623504.750000 Penalty: 11814.222656 Iteration 25Q: 3 clusters Score -3623505 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -3623542.500000 Penalty: 11814.222656 Iteration 26Q: 3 clusters Score -3623542 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -3623566.500000 Penalty: 11814.222656 Iteration 27Q: 3 clusters Score -3623566 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -3623582.000000 Penalty: 11814.222656 Iteration 28Q: 3 clusters Score -3623582 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -3623599.500000 Penalty: 11814.222656 Iteration 29Q: 3 clusters Score -3623600 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -3623612.500000 Penalty: 11814.222656 Iteration 30Q: 3 clusters Score -3623612 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -3623619.500000 Penalty: 11814.222656 Iteration 31Q: 3 clusters Score -3623620 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -3623642.500000 Penalty: 11814.222656 Iteration 32Q: 3 clusters Score -3623642 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -3623643.250000 Penalty: 11814.222656 Iteration 33Q: 3 clusters Score -3623643 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -3623662.000000 Penalty: 11814.222656 Iteration 34Q: 3 clusters Score -3623662 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -3623663.000000 Penalty: 11814.222656 Iteration 35Q: 3 clusters Score -3623663 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -3623663.250000 Penalty: 11814.222656 Iteration 36Q: 3 clusters Score -3623663 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -3623670.250000 Penalty: 11814.222656 Iteration 37Q: 3 clusters Score -3623670 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -3623678.250000 Penalty: 11814.222656 Iteration 38Q: 3 clusters Score -3623678 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -3623683.500000 Penalty: 11814.222656 Iteration 39Q: 3 clusters Score -3623684 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8505 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -3623687.500000 Penalty: 11814.222656 Iteration 40F: 3 clusters Score -3623688 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -3623709.500000 Penalty: 11814.222656 Iteration 41Q: 3 clusters Score -3623710 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -3623718.750000 Penalty: 11814.222656 Iteration 42Q: 3 clusters Score -3623719 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -3623716.750000 Penalty: 11814.222656 Iteration 43Q: 3 clusters Score -3623717 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -3623717.750000 Penalty: 11814.222656 Iteration 44Q: 3 clusters Score -3623718 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -3623725.750000 Penalty: 11814.222656 Iteration 45Q: 3 clusters Score -3623726 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -3623729.750000 Penalty: 11814.222656 Iteration 46Q: 3 clusters Score -3623730 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -3623726.250000 Penalty: 11814.222656 Iteration 47Q: 3 clusters Score -3623726 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -3623737.250000 Penalty: 11814.222656 Iteration 48Q: 3 clusters Score -3623737 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -3623741.250000 Penalty: 11814.222656 Iteration 49Q: 3 clusters Score -3623741 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -3623740.750000 Penalty: 11814.222656 Iteration 50Q: 3 clusters Score -3623741 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -3623751.750000 Penalty: 11814.222656 Iteration 51Q: 3 clusters Score -3623752 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -3623745.000000 Penalty: 11814.222656 Iteration 52Q: 3 clusters Score -3623745 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -3623749.500000 Penalty: 11814.222656 Iteration 53Q: 3 clusters Score -3623750 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -3623753.000000 Penalty: 11814.222656 Iteration 54Q: 3 clusters Score -3623753 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -3623750.500000 Penalty: 11814.222656 Iteration 55Q: 3 clusters Score -3623750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -3623750.750000 Penalty: 11814.222656 Iteration 56Q: 3 clusters Score -3623751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -3623746.750000 Penalty: 11814.222656 Iteration 57Q: 3 clusters Score -3623747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -3623755.000000 Penalty: 11814.222656 Iteration 58Q: 3 clusters Score -3623755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -3623754.500000 Penalty: 11814.222656 Iteration 59Q: 3 clusters Score -3623754 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -3623756.250000 Penalty: 11814.222656 Iteration 60F: 3 clusters Score -3623756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -3623754.250000 Penalty: 11814.222656 Iteration 61Q: 3 clusters Score -3623754 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -3623754.250000 Penalty: 11814.222656 Iteration 62F: 3 clusters Score -3623754 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Entering Unmasked Estep Score: -1887073.375000 Penalty: 5507.789062 Iteration 0F: 2 clusters Score -1887073 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 3899 members Entering Unmasked Estep Score: -1878073.625000 Penalty: 11015.578125 Iteration 0F: 3 clusters Score -1878074 nChanged 2813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1879897.250000 Penalty: 11015.578125 Iteration 1F: 3 clusters Score -1879897 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1880472.125000 Penalty: 11015.578125 Iteration 2F: 3 clusters Score -1880472 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1880934.125000 Penalty: 11015.578125 Iteration 3F: 3 clusters Score -1880934 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1881328.375000 Penalty: 11015.578125 Iteration 4Q: 3 clusters Score -1881328 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -1881680.625000 Penalty: 11015.578125 Iteration 5Q: 3 clusters Score -1881681 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -1882005.875000 Penalty: 11015.578125 Iteration 6Q: 3 clusters Score -1882006 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1882360.750000 Penalty: 11015.578125 Iteration 7Q: 3 clusters Score -1882361 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1882749.750000 Penalty: 11015.578125 Iteration 8Q: 3 clusters Score -1882750 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -1883164.125000 Penalty: 11015.578125 Iteration 9Q: 3 clusters Score -1883164 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -1883527.250000 Penalty: 11015.578125 Iteration 10Q: 3 clusters Score -1883527 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1883820.375000 Penalty: 11015.578125 Iteration 11Q: 3 clusters Score -1883820 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1884043.750000 Penalty: 11015.578125 Iteration 12Q: 3 clusters Score -1884044 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1884180.750000 Penalty: 11015.578125 Iteration 13Q: 3 clusters Score -1884181 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1884285.500000 Penalty: 11015.578125 Iteration 14Q: 3 clusters Score -1884286 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -1884343.875000 Penalty: 11015.578125 Iteration 15Q: 3 clusters Score -1884344 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1884365.625000 Penalty: 11015.578125 Iteration 16Q: 3 clusters Score -1884366 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1884382.750000 Penalty: 11015.578125 Iteration 17Q: 3 clusters Score -1884383 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1884394.000000 Penalty: 11015.578125 Iteration 18Q: 3 clusters Score -1884394 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -1884409.500000 Penalty: 11015.578125 Iteration 19Q: 3 clusters Score -1884410 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1884415.750000 Penalty: 11015.578125 Iteration 20F: 3 clusters Score -1884416 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1884413.000000 Penalty: 11015.578125 Iteration 21Q: 3 clusters Score -1884413 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -1884419.500000 Penalty: 11015.578125 Iteration 22Q: 3 clusters Score -1884420 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -1884419.375000 Penalty: 11015.578125 Iteration 23Q: 3 clusters Score -1884419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1884422.125000 Penalty: 11015.578125 Iteration 24Q: 3 clusters Score -1884422 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -1884424.625000 Penalty: 11015.578125 Iteration 25Q: 3 clusters Score -1884425 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1884430.875000 Penalty: 11015.578125 Iteration 26Q: 3 clusters Score -1884431 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -1884430.000000 Penalty: 11015.578125 Iteration 27Q: 3 clusters Score -1884430 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1884429.875000 Penalty: 11015.578125 Iteration 28Q: 3 clusters Score -1884430 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1884437.250000 Penalty: 11015.578125 Iteration 29Q: 3 clusters Score -1884437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1884440.125000 Penalty: 11015.578125 Iteration 30Q: 3 clusters Score -1884440 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -1884437.000000 Penalty: 11015.578125 Iteration 31Q: 3 clusters Score -1884437 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -1884437.000000 Penalty: 11015.578125 Iteration 32F: 3 clusters Score -1884437 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Entering Unmasked Estep Score: -140727.468750 Penalty: 4002.835205 Iteration 0F: 2 clusters Score -140727.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -137064.921875 Penalty: 8005.670410 Iteration 0F: 3 clusters Score -137064.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -137496.156250 Penalty: 8005.670410 Iteration 1F: 3 clusters Score -137496.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -137659.312500 Penalty: 8005.670410 Iteration 2Q: 3 clusters Score -137659.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -137728.218750 Penalty: 8005.670410 Iteration 3Q: 3 clusters Score -137728.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -137795.453125 Penalty: 8005.670410 Iteration 4Q: 3 clusters Score -137795.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -137860.593750 Penalty: 8005.670410 Iteration 5Q: 3 clusters Score -137860.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -137933.296875 Penalty: 8005.670410 Iteration 6Q: 3 clusters Score -137933.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -138029.281250 Penalty: 8005.670410 Iteration 7Q: 3 clusters Score -138029.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -138106.296875 Penalty: 8005.670410 Iteration 8Q: 3 clusters Score -138106.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -138147.453125 Penalty: 8005.670410 Iteration 9Q: 3 clusters Score -138147.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -138242.843750 Penalty: 8005.670410 Iteration 10Q: 3 clusters Score -138242.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -138310.265625 Penalty: 8005.670410 Iteration 11Q: 3 clusters Score -138310.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -138394.484375 Penalty: 8005.670410 Iteration 12Q: 3 clusters Score -138394.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -138492.156250 Penalty: 8005.670410 Iteration 13Q: 3 clusters Score -138492.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -138587.609375 Penalty: 8005.670410 Iteration 14Q: 3 clusters Score -138587.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -138725.234375 Penalty: 8005.670410 Iteration 15Q: 3 clusters Score -138725.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -138806.484375 Penalty: 8005.670410 Iteration 16Q: 3 clusters Score -138806.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -138826.750000 Penalty: 8005.670410 Iteration 17Q: 3 clusters Score -138826.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -138844.890625 Penalty: 8005.670410 Iteration 18Q: 3 clusters Score -138844.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -138847.265625 Penalty: 8005.670410 Iteration 19Q: 3 clusters Score -138847.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -138847.265625 Penalty: 8005.670410 Iteration 20F: 3 clusters Score -138847.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (35655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35655 members Entering Unmasked Estep Score: -8276590.000000 Penalty: 6420.007324 Iteration 0F: 2 clusters Score -8276590 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17761 members Mstep: Class 2 contains 17894 members Entering Unmasked Estep Score: -8250162.500000 Penalty: 12840.014648 Iteration 0F: 3 clusters Score -8250162 nChanged 15271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17754 members Mstep: Class 2 contains 17901 members Entering Unmasked Estep Score: -8258584.500000 Penalty: 12840.014648 Iteration 1F: 3 clusters Score -8258584 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17933 members Mstep: Class 2 contains 17722 members Entering Unmasked Estep Score: -8259859.000000 Penalty: 12840.014648 Iteration 2F: 3 clusters Score -8259859 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18223 members Mstep: Class 2 contains 17432 members Entering Unmasked Estep Score: -8261088.500000 Penalty: 12840.014648 Iteration 3F: 3 clusters Score -8261088 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18530 members Mstep: Class 2 contains 17125 members Entering Unmasked Estep Score: -8262440.500000 Penalty: 12840.014648 Iteration 4F: 3 clusters Score -8262440 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18846 members Mstep: Class 2 contains 16809 members Entering Unmasked Estep Score: -8263556.000000 Penalty: 12840.014648 Iteration 5F: 3 clusters Score -8263556 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19192 members Mstep: Class 2 contains 16463 members Entering Unmasked Estep Score: -8264560.500000 Penalty: 12840.014648 Iteration 6F: 3 clusters Score -8264560 nChanged 1669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19537 members Mstep: Class 2 contains 16118 members Entering Unmasked Estep Score: -8265424.000000 Penalty: 12840.014648 Iteration 7Q: 3 clusters Score -8265424 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19878 members Mstep: Class 2 contains 15777 members Entering Unmasked Estep Score: -8266109.000000 Penalty: 12840.014648 Iteration 8Q: 3 clusters Score -8266109 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20068 members Mstep: Class 2 contains 15587 members Entering Unmasked Estep Score: -8266667.500000 Penalty: 12840.014648 Iteration 9Q: 3 clusters Score -8266668 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20190 members Mstep: Class 2 contains 15465 members Entering Unmasked Estep Score: -8267097.000000 Penalty: 12840.014648 Iteration 10Q: 3 clusters Score -8267097 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20266 members Mstep: Class 2 contains 15389 members Entering Unmasked Estep Score: -8267384.500000 Penalty: 12840.014648 Iteration 11Q: 3 clusters Score -8267384 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20339 members Mstep: Class 2 contains 15316 members Entering Unmasked Estep Score: -8267628.000000 Penalty: 12840.014648 Iteration 12Q: 3 clusters Score -8267628 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20440 members Mstep: Class 2 contains 15215 members Entering Unmasked Estep Score: -8267792.500000 Penalty: 12840.014648 Iteration 13Q: 3 clusters Score -8267792 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20479 members Mstep: Class 2 contains 15176 members Entering Unmasked Estep Score: -8267961.500000 Penalty: 12840.014648 Iteration 14Q: 3 clusters Score -8267962 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20507 members Mstep: Class 2 contains 15148 members Entering Unmasked Estep Score: -8268022.500000 Penalty: 12840.014648 Iteration 15Q: 3 clusters Score -8268022 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20561 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -8268093.000000 Penalty: 12840.014648 Iteration 16Q: 3 clusters Score -8268093 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20592 members Mstep: Class 2 contains 15063 members Entering Unmasked Estep Score: -8268208.000000 Penalty: 12840.014648 Iteration 17Q: 3 clusters Score -8268208 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20637 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -8268283.500000 Penalty: 12840.014648 Iteration 18Q: 3 clusters Score -8268284 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20683 members Mstep: Class 2 contains 14972 members Entering Unmasked Estep Score: -8268365.000000 Penalty: 12840.014648 Iteration 19Q: 3 clusters Score -8268365 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20711 members Mstep: Class 2 contains 14944 members Entering Unmasked Estep Score: -8268428.000000 Penalty: 12840.014648 Iteration 20F: 3 clusters Score -8268428 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20751 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -8268460.000000 Penalty: 12840.014648 Iteration 21Q: 3 clusters Score -8268460 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20800 members Mstep: Class 2 contains 14855 members Entering Unmasked Estep Score: -8268485.000000 Penalty: 12840.014648 Iteration 22Q: 3 clusters Score -8268485 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20853 members Mstep: Class 2 contains 14802 members Entering Unmasked Estep Score: -8268536.500000 Penalty: 12840.014648 Iteration 23Q: 3 clusters Score -8268536 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20891 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -8268589.500000 Penalty: 12840.014648 Iteration 24Q: 3 clusters Score -8268590 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20956 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -8268618.000000 Penalty: 12840.014648 Iteration 25Q: 3 clusters Score -8268618 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20997 members Mstep: Class 2 contains 14658 members Entering Unmasked Estep Score: -8268676.000000 Penalty: 12840.014648 Iteration 26Q: 3 clusters Score -8268676 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21061 members Mstep: Class 2 contains 14594 members Entering Unmasked Estep Score: -8268683.500000 Penalty: 12840.014648 Iteration 27Q: 3 clusters Score -8268684 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21133 members Mstep: Class 2 contains 14522 members Entering Unmasked Estep Score: -8268720.000000 Penalty: 12840.014648 Iteration 28Q: 3 clusters Score -8268720 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21188 members Mstep: Class 2 contains 14467 members Entering Unmasked Estep Score: -8268757.500000 Penalty: 12840.014648 Iteration 29Q: 3 clusters Score -8268758 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21249 members Mstep: Class 2 contains 14406 members Entering Unmasked Estep Score: -8268789.000000 Penalty: 12840.014648 Iteration 30Q: 3 clusters Score -8268789 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21323 members Mstep: Class 2 contains 14332 members Entering Unmasked Estep Score: -8268802.000000 Penalty: 12840.014648 Iteration 31Q: 3 clusters Score -8268802 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21402 members Mstep: Class 2 contains 14253 members Entering Unmasked Estep Score: -8268839.500000 Penalty: 12840.014648 Iteration 32Q: 3 clusters Score -8268840 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21500 members Mstep: Class 2 contains 14155 members Entering Unmasked Estep Score: -8268831.500000 Penalty: 12840.014648 Iteration 33Q: 3 clusters Score -8268832 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21601 members Mstep: Class 2 contains 14054 members Entering Unmasked Estep Score: -8268895.000000 Penalty: 12840.014648 Iteration 34Q: 3 clusters Score -8268895 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21698 members Mstep: Class 2 contains 13957 members Entering Unmasked Estep Score: -8268906.000000 Penalty: 12840.014648 Iteration 35Q: 3 clusters Score -8268906 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21822 members Mstep: Class 2 contains 13833 members Entering Unmasked Estep Score: -8268954.000000 Penalty: 12840.014648 Iteration 36Q: 3 clusters Score -8268954 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21965 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -8269011.000000 Penalty: 12840.014648 Iteration 37Q: 3 clusters Score -8269011 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22129 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -8269091.500000 Penalty: 12840.014648 Iteration 38Q: 3 clusters Score -8269092 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22310 members Mstep: Class 2 contains 13345 members Entering Unmasked Estep Score: -8269160.000000 Penalty: 12840.014648 Iteration 39Q: 3 clusters Score -8269160 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22523 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -8269278.500000 Penalty: 12840.014648 Iteration 40F: 3 clusters Score -8269278 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22771 members Mstep: Class 2 contains 12884 members Entering Unmasked Estep Score: -8269345.000000 Penalty: 12840.014648 Iteration 41Q: 3 clusters Score -8269345 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23031 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -8269475.500000 Penalty: 12840.014648 Iteration 42Q: 3 clusters Score -8269476 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23289 members Mstep: Class 2 contains 12366 members Entering Unmasked Estep Score: -8269635.000000 Penalty: 12840.014648 Iteration 43Q: 3 clusters Score -8269635 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23574 members Mstep: Class 2 contains 12081 members Entering Unmasked Estep Score: -8269789.500000 Penalty: 12840.014648 Iteration 44Q: 3 clusters Score -8269790 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23875 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -8269963.000000 Penalty: 12840.014648 Iteration 45Q: 3 clusters Score -8269963 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24153 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -8270153.000000 Penalty: 12840.014648 Iteration 46Q: 3 clusters Score -8270153 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24420 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -8270273.500000 Penalty: 12840.014648 Iteration 47Q: 3 clusters Score -8270274 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24704 members Mstep: Class 2 contains 10951 members Entering Unmasked Estep Score: -8270419.500000 Penalty: 12840.014648 Iteration 48Q: 3 clusters Score -8270420 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25002 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -8270584.500000 Penalty: 12840.014648 Iteration 49Q: 3 clusters Score -8270584 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25275 members Mstep: Class 2 contains 10380 members Entering Unmasked Estep Score: -8270688.500000 Penalty: 12840.014648 Iteration 50Q: 3 clusters Score -8270688 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25535 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -8270785.000000 Penalty: 12840.014648 Iteration 51Q: 3 clusters Score -8270785 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25780 members Mstep: Class 2 contains 9875 members Entering Unmasked Estep Score: -8270891.500000 Penalty: 12840.014648 Iteration 52Q: 3 clusters Score -8270892 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26000 members Mstep: Class 2 contains 9655 members Entering Unmasked Estep Score: -8270983.000000 Penalty: 12840.014648 Iteration 53Q: 3 clusters Score -8270983 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26199 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -8271043.000000 Penalty: 12840.014648 Iteration 54Q: 3 clusters Score -8271043 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26355 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -8271085.000000 Penalty: 12840.014648 Iteration 55Q: 3 clusters Score -8271085 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26503 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -8271111.000000 Penalty: 12840.014648 Iteration 56Q: 3 clusters Score -8271111 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26643 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -8271152.000000 Penalty: 12840.014648 Iteration 57Q: 3 clusters Score -8271152 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26782 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -8271177.000000 Penalty: 12840.014648 Iteration 58Q: 3 clusters Score -8271177 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26899 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -8271217.500000 Penalty: 12840.014648 Iteration 59Q: 3 clusters Score -8271218 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27015 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -8271234.500000 Penalty: 12840.014648 Iteration 60F: 3 clusters Score -8271234 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -8271264.500000 Penalty: 12840.014648 Iteration 61Q: 3 clusters Score -8271264 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27243 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -8271272.500000 Penalty: 12840.014648 Iteration 62Q: 3 clusters Score -8271272 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27352 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -8271299.000000 Penalty: 12840.014648 Iteration 63Q: 3 clusters Score -8271299 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27456 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -8271324.500000 Penalty: 12840.014648 Iteration 64Q: 3 clusters Score -8271324 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27568 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -8271353.500000 Penalty: 12840.014648 Iteration 65Q: 3 clusters Score -8271354 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27670 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -8271375.000000 Penalty: 12840.014648 Iteration 66Q: 3 clusters Score -8271375 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27781 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -8271397.000000 Penalty: 12840.014648 Iteration 67Q: 3 clusters Score -8271397 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27874 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -8271404.000000 Penalty: 12840.014648 Iteration 68Q: 3 clusters Score -8271404 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27972 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -8271440.500000 Penalty: 12840.014648 Iteration 69Q: 3 clusters Score -8271440 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28054 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -8271458.500000 Penalty: 12840.014648 Iteration 70Q: 3 clusters Score -8271458 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28136 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -8271488.500000 Penalty: 12840.014648 Iteration 71Q: 3 clusters Score -8271488 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28211 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -8271503.500000 Penalty: 12840.014648 Iteration 72Q: 3 clusters Score -8271504 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28273 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -8271523.000000 Penalty: 12840.014648 Iteration 73Q: 3 clusters Score -8271523 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28338 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -8271541.500000 Penalty: 12840.014648 Iteration 74Q: 3 clusters Score -8271542 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28410 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -8271545.000000 Penalty: 12840.014648 Iteration 75Q: 3 clusters Score -8271545 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28464 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -8271550.000000 Penalty: 12840.014648 Iteration 76Q: 3 clusters Score -8271550 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28524 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -8271576.500000 Penalty: 12840.014648 Iteration 77Q: 3 clusters Score -8271576 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28587 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -8271605.000000 Penalty: 12840.014648 Iteration 78Q: 3 clusters Score -8271605 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28643 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -8271621.000000 Penalty: 12840.014648 Iteration 79Q: 3 clusters Score -8271621 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28697 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -8271616.000000 Penalty: 12840.014648 Iteration 80F: 3 clusters Score -8271616 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28763 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -8271694.000000 Penalty: 12840.014648 Iteration 85Q: 3 clusters Score -8271694 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29000 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -8271689.500000 Penalty: 12840.014648 Iteration 86Q: 3 clusters Score -8271690 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29047 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -8271673.000000 Penalty: 12840.014648 Iteration 87Q: 3 clusters Score -8271673 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29090 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -8271698.500000 Penalty: 12840.014648 Iteration 88Q: 3 clusters Score -8271698 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29140 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -8271701.000000 Penalty: 12840.014648 Iteration 89Q: 3 clusters Score -8271701 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29200 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -8271708.000000 Penalty: 12840.014648 Iteration 90Q: 3 clusters Score -8271708 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29252 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -8271715.000000 Penalty: 12840.014648 Iteration 91Q: 3 clusters Score -8271715 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29305 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -8271707.000000 Penalty: 12840.014648 Iteration 92Q: 3 clusters Score -8271707 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29352 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -8271727.500000 Penalty: 12840.014648 Iteration 93Q: 3 clusters Score -8271728 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29398 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -8271751.000000 Penalty: 12840.014648 Iteration 94Q: 3 clusters Score -8271751 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29440 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -8271748.500000 Penalty: 12840.014648 Iteration 95Q: 3 clusters Score -8271748 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29469 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -8271745.000000 Penalty: 12840.014648 Iteration 96Q: 3 clusters Score -8271745 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29495 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -8271760.000000 Penalty: 12840.014648 Iteration 97Q: 3 clusters Score -8271760 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29518 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -8271768.500000 Penalty: 12840.014648 Iteration 98Q: 3 clusters Score -8271768 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29543 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -8271778.500000 Penalty: 12840.014648 Iteration 99Q: 3 clusters Score -8271778 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29573 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -8271770.500000 Penalty: 12840.014648 Iteration 100F: 3 clusters Score -8271770 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29604 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -8271774.000000 Penalty: 12840.014648 Iteration 101Q: 3 clusters Score -8271774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29629 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -8271776.500000 Penalty: 12840.014648 Iteration 102Q: 3 clusters Score -8271776 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29646 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -8271774.000000 Penalty: 12840.014648 Iteration 103Q: 3 clusters Score -8271774 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29660 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -8271779.000000 Penalty: 12840.014648 Iteration 104Q: 3 clusters Score -8271779 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29670 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -8271786.500000 Penalty: 12840.014648 Iteration 105Q: 3 clusters Score -8271786 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29681 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -8271781.500000 Penalty: 12840.014648 Iteration 106Q: 3 clusters Score -8271782 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29689 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -8271790.500000 Penalty: 12840.014648 Iteration 107Q: 3 clusters Score -8271790 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29704 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -8271789.500000 Penalty: 12840.014648 Iteration 108Q: 3 clusters Score -8271790 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29719 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -8271789.500000 Penalty: 12840.014648 Iteration 109Q: 3 clusters Score -8271790 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29736 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -8271802.000000 Penalty: 12840.014648 Iteration 110Q: 3 clusters Score -8271802 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29751 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -8271797.500000 Penalty: 12840.014648 Iteration 111Q: 3 clusters Score -8271798 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29765 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -8271803.500000 Penalty: 12840.014648 Iteration 112Q: 3 clusters Score -8271804 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29782 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -8271824.500000 Penalty: 12840.014648 Iteration 113Q: 3 clusters Score -8271824 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29800 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -8271820.000000 Penalty: 12840.014648 Iteration 114Q: 3 clusters Score -8271820 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29819 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -8271820.500000 Penalty: 12840.014648 Iteration 115Q: 3 clusters Score -8271820 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29831 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -8271819.500000 Penalty: 12840.014648 Iteration 116Q: 3 clusters Score -8271820 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29839 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -8271823.500000 Penalty: 12840.014648 Iteration 117Q: 3 clusters Score -8271824 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29841 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -8271828.500000 Penalty: 12840.014648 Iteration 118Q: 3 clusters Score -8271828 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29844 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -8271821.500000 Penalty: 12840.014648 Iteration 119Q: 3 clusters Score -8271822 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29847 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -8271824.000000 Penalty: 12840.014648 Iteration 120F: 3 clusters Score -8271824 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29854 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -8271825.500000 Penalty: 12840.014648 Iteration 121Q: 3 clusters Score -8271826 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29863 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -8271825.500000 Penalty: 12840.014648 Iteration 122Q: 3 clusters Score -8271826 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29872 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -8271832.000000 Penalty: 12840.014648 Iteration 123Q: 3 clusters Score -8271832 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29879 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -8271835.000000 Penalty: 12840.014648 Iteration 124Q: 3 clusters Score -8271835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29885 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -8271824.000000 Penalty: 12840.014648 Iteration 125Q: 3 clusters Score -8271824 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29895 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -8271830.000000 Penalty: 12840.014648 Iteration 126Q: 3 clusters Score -8271830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29899 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -8271832.000000 Penalty: 12840.014648 Iteration 127Q: 3 clusters Score -8271832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29901 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -8271843.500000 Penalty: 12840.014648 Iteration 128Q: 3 clusters Score -8271844 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29904 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -8271841.500000 Penalty: 12840.014648 Iteration 129Q: 3 clusters Score -8271842 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29913 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -8271843.000000 Penalty: 12840.014648 Iteration 130Q: 3 clusters Score -8271843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29915 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -8271852.500000 Penalty: 12840.014648 Iteration 131Q: 3 clusters Score -8271852 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29916 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -8271854.000000 Penalty: 12840.014648 Iteration 132Q: 3 clusters Score -8271854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29922 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -8271853.500000 Penalty: 12840.014648 Iteration 133Q: 3 clusters Score -8271854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29927 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -8271849.000000 Penalty: 12840.014648 Iteration 134Q: 3 clusters Score -8271849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29930 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -8271846.500000 Penalty: 12840.014648 Iteration 135Q: 3 clusters Score -8271846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29932 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -8271852.500000 Penalty: 12840.014648 Iteration 136Q: 3 clusters Score -8271852 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29935 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -8271846.000000 Penalty: 12840.014648 Iteration 137Q: 3 clusters Score -8271846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29943 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -8271841.500000 Penalty: 12840.014648 Iteration 138Q: 3 clusters Score -8271842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29948 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -8271845.000000 Penalty: 12840.014648 Iteration 139Q: 3 clusters Score -8271845 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29958 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -8271841.500000 Penalty: 12840.014648 Iteration 140F: 3 clusters Score -8271842 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29969 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -8271843.000000 Penalty: 12840.014648 Iteration 141Q: 3 clusters Score -8271843 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29982 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -8271842.500000 Penalty: 12840.014648 Iteration 142Q: 3 clusters Score -8271842 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29990 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -8271849.000000 Penalty: 12840.014648 Iteration 143Q: 3 clusters Score -8271849 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30003 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -8271864.000000 Penalty: 12840.014648 Iteration 144Q: 3 clusters Score -8271864 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30019 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -8271861.000000 Penalty: 12840.014648 Iteration 145Q: 3 clusters Score -8271861 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -8271859.500000 Penalty: 12840.014648 Iteration 146Q: 3 clusters Score -8271860 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30054 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -8271876.000000 Penalty: 12840.014648 Iteration 147Q: 3 clusters Score -8271876 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30064 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -8271880.000000 Penalty: 12840.014648 Iteration 148Q: 3 clusters Score -8271880 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30075 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -8271861.000000 Penalty: 12840.014648 Iteration 149Q: 3 clusters Score -8271861 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30090 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -8271872.000000 Penalty: 12840.014648 Iteration 150Q: 3 clusters Score -8271872 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30100 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -8271863.500000 Penalty: 12840.014648 Iteration 151Q: 3 clusters Score -8271864 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30115 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -8271864.000000 Penalty: 12840.014648 Iteration 152Q: 3 clusters Score -8271864 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30134 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -8271880.500000 Penalty: 12840.014648 Iteration 153Q: 3 clusters Score -8271880 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30159 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -8271863.000000 Penalty: 12840.014648 Iteration 154Q: 3 clusters Score -8271863 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30189 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -8271891.000000 Penalty: 12840.014648 Iteration 155Q: 3 clusters Score -8271891 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30214 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -8271909.500000 Penalty: 12840.014648 Iteration 156Q: 3 clusters Score -8271910 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30238 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -8271913.000000 Penalty: 12840.014648 Iteration 157Q: 3 clusters Score -8271913 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30262 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -8271909.000000 Penalty: 12840.014648 Iteration 158Q: 3 clusters Score -8271909 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30283 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -8271916.000000 Penalty: 12840.014648 Iteration 159Q: 3 clusters Score -8271916 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30302 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -8271921.500000 Penalty: 12840.014648 Iteration 160F: 3 clusters Score -8271922 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30324 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -8271922.000000 Penalty: 12840.014648 Iteration 161Q: 3 clusters Score -8271922 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30345 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -8271936.500000 Penalty: 12840.014648 Iteration 162Q: 3 clusters Score -8271936 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30365 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -8271933.000000 Penalty: 12840.014648 Iteration 163Q: 3 clusters Score -8271933 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30376 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -8271942.500000 Penalty: 12840.014648 Iteration 164Q: 3 clusters Score -8271942 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30394 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -8271948.000000 Penalty: 12840.014648 Iteration 165Q: 3 clusters Score -8271948 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30410 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -8271946.000000 Penalty: 12840.014648 Iteration 166Q: 3 clusters Score -8271946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30417 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -8271956.000000 Penalty: 12840.014648 Iteration 167Q: 3 clusters Score -8271956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30426 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -8271948.500000 Penalty: 12840.014648 Iteration 168Q: 3 clusters Score -8271948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30433 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -8271955.500000 Penalty: 12840.014648 Iteration 169Q: 3 clusters Score -8271956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30434 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -8271953.500000 Penalty: 12840.014648 Iteration 170Q: 3 clusters Score -8271954 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30440 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -8271953.000000 Penalty: 12840.014648 Iteration 171Q: 3 clusters Score -8271953 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30448 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -8271955.500000 Penalty: 12840.014648 Iteration 172Q: 3 clusters Score -8271956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30454 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -8271956.000000 Penalty: 12840.014648 Iteration 173Q: 3 clusters Score -8271956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30462 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -8271961.000000 Penalty: 12840.014648 Iteration 174Q: 3 clusters Score -8271961 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30470 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -8271969.000000 Penalty: 12840.014648 Iteration 175Q: 3 clusters Score -8271969 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30473 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -8271966.000000 Penalty: 12840.014648 Iteration 176Q: 3 clusters Score -8271966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30477 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -8271966.000000 Penalty: 12840.014648 Iteration 177Q: 3 clusters Score -8271966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30478 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -8271962.000000 Penalty: 12840.014648 Iteration 178Q: 3 clusters Score -8271962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30478 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -8271962.000000 Penalty: 12840.014648 Iteration 179F: 3 clusters Score -8271962 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Entering Unmasked Estep Score: -188624.765625 Penalty: 4171.887207 Iteration 0F: 2 clusters Score -188624.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -184600.187500 Penalty: 8343.774414 Iteration 0F: 3 clusters Score -184600.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -184934.156250 Penalty: 8343.774414 Iteration 1F: 3 clusters Score -184934.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -185092.453125 Penalty: 8343.774414 Iteration 2F: 3 clusters Score -185092.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -185166.968750 Penalty: 8343.774414 Iteration 3Q: 3 clusters Score -185167 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -185234.984375 Penalty: 8343.774414 Iteration 4Q: 3 clusters Score -185235 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -185268.000000 Penalty: 8343.774414 Iteration 5Q: 3 clusters Score -185268 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -185290.656250 Penalty: 8343.774414 Iteration 6Q: 3 clusters Score -185290.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -185306.031250 Penalty: 8343.774414 Iteration 7Q: 3 clusters Score -185306 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -185327.437500 Penalty: 8343.774414 Iteration 8Q: 3 clusters Score -185327.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -185348.765625 Penalty: 8343.774414 Iteration 9Q: 3 clusters Score -185348.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -185377.265625 Penalty: 8343.774414 Iteration 10Q: 3 clusters Score -185377.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -185430.375000 Penalty: 8343.774414 Iteration 11Q: 3 clusters Score -185430.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -185539.140625 Penalty: 8343.774414 Iteration 12Q: 3 clusters Score -185539.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -185770.906250 Penalty: 8343.774414 Iteration 13Q: 3 clusters Score -185770.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -185920.546875 Penalty: 8343.774414 Iteration 14Q: 3 clusters Score -185920.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -186099.281250 Penalty: 8343.774414 Iteration 15Q: 3 clusters Score -186099.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -186229.718750 Penalty: 8343.774414 Iteration 16Q: 3 clusters Score -186229.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -186396.625000 Penalty: 8343.774414 Iteration 17Q: 3 clusters Score -186396.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -186497.296875 Penalty: 8343.774414 Iteration 18Q: 3 clusters Score -186497.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -186553.781250 Penalty: 8343.774414 Iteration 19Q: 3 clusters Score -186553.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -186596.609375 Penalty: 8343.774414 Iteration 20F: 3 clusters Score -186596.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -186632.734375 Penalty: 8343.774414 Iteration 21Q: 3 clusters Score -186632.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -186690.718750 Penalty: 8343.774414 Iteration 22Q: 3 clusters Score -186690.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -186737.593750 Penalty: 8343.774414 Iteration 23Q: 3 clusters Score -186737.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -186780.078125 Penalty: 8343.774414 Iteration 24Q: 3 clusters Score -186780.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -186817.250000 Penalty: 8343.774414 Iteration 25Q: 3 clusters Score -186817.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -186831.437500 Penalty: 8343.774414 Iteration 26Q: 3 clusters Score -186831.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -186840.843750 Penalty: 8343.774414 Iteration 27Q: 3 clusters Score -186840.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -186847.078125 Penalty: 8343.774414 Iteration 28Q: 3 clusters Score -186847.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -186847.078125 Penalty: 8343.774414 Iteration 29F: 3 clusters Score -186847.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (27431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27431 members Entering Unmasked Estep Score: -6456071.000000 Penalty: 6259.400391 Iteration 0F: 2 clusters Score -6456071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13681 members Mstep: Class 2 contains 13750 members Entering Unmasked Estep Score: -6434834.500000 Penalty: 12518.800781 Iteration 0F: 3 clusters Score -6434834 nChanged 11547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13770 members Mstep: Class 2 contains 13661 members Entering Unmasked Estep Score: -6441229.000000 Penalty: 12518.800781 Iteration 1F: 3 clusters Score -6441229 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -6442249.000000 Penalty: 12518.800781 Iteration 2F: 3 clusters Score -6442249 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -6443263.000000 Penalty: 12518.800781 Iteration 3F: 3 clusters Score -6443263 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14694 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -6444483.000000 Penalty: 12518.800781 Iteration 4F: 3 clusters Score -6444483 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15136 members Mstep: Class 2 contains 12295 members Entering Unmasked Estep Score: -6445905.000000 Penalty: 12518.800781 Iteration 5F: 3 clusters Score -6445905 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15422 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -6447171.000000 Penalty: 12518.800781 Iteration 6F: 3 clusters Score -6447171 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -6448245.500000 Penalty: 12518.800781 Iteration 7F: 3 clusters Score -6448246 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15298 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -6448936.500000 Penalty: 12518.800781 Iteration 8Q: 3 clusters Score -6448936 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14994 members Mstep: Class 2 contains 12437 members Entering Unmasked Estep Score: -6449438.500000 Penalty: 12518.800781 Iteration 9Q: 3 clusters Score -6449438 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14664 members Mstep: Class 2 contains 12767 members Entering Unmasked Estep Score: -6449745.500000 Penalty: 12518.800781 Iteration 10Q: 3 clusters Score -6449746 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14302 members Mstep: Class 2 contains 13129 members Entering Unmasked Estep Score: -6449974.500000 Penalty: 12518.800781 Iteration 11Q: 3 clusters Score -6449974 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13935 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -6450118.500000 Penalty: 12518.800781 Iteration 12Q: 3 clusters Score -6450118 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13611 members Mstep: Class 2 contains 13820 members Entering Unmasked Estep Score: -6450232.500000 Penalty: 12518.800781 Iteration 13Q: 3 clusters Score -6450232 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13311 members Mstep: Class 2 contains 14120 members Entering Unmasked Estep Score: -6450352.000000 Penalty: 12518.800781 Iteration 14Q: 3 clusters Score -6450352 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 14437 members Entering Unmasked Estep Score: -6450440.000000 Penalty: 12518.800781 Iteration 15Q: 3 clusters Score -6450440 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 14756 members Entering Unmasked Estep Score: -6450512.000000 Penalty: 12518.800781 Iteration 16Q: 3 clusters Score -6450512 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12396 members Mstep: Class 2 contains 15035 members Entering Unmasked Estep Score: -6450567.500000 Penalty: 12518.800781 Iteration 17Q: 3 clusters Score -6450568 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 15292 members Entering Unmasked Estep Score: -6450639.500000 Penalty: 12518.800781 Iteration 18Q: 3 clusters Score -6450640 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -6450701.500000 Penalty: 12518.800781 Iteration 19Q: 3 clusters Score -6450702 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11631 members Mstep: Class 2 contains 15800 members Entering Unmasked Estep Score: -6450779.500000 Penalty: 12518.800781 Iteration 20F: 3 clusters Score -6450780 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 16005 members Entering Unmasked Estep Score: -6450845.000000 Penalty: 12518.800781 Iteration 21Q: 3 clusters Score -6450845 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 16184 members Entering Unmasked Estep Score: -6450880.000000 Penalty: 12518.800781 Iteration 22Q: 3 clusters Score -6450880 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 16343 members Entering Unmasked Estep Score: -6450907.000000 Penalty: 12518.800781 Iteration 23Q: 3 clusters Score -6450907 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 16520 members Entering Unmasked Estep Score: -6450938.000000 Penalty: 12518.800781 Iteration 24Q: 3 clusters Score -6450938 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 16711 members Entering Unmasked Estep Score: -6450999.000000 Penalty: 12518.800781 Iteration 25Q: 3 clusters Score -6450999 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 16891 members Entering Unmasked Estep Score: -6451041.000000 Penalty: 12518.800781 Iteration 26Q: 3 clusters Score -6451041 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 17069 members Entering Unmasked Estep Score: -6451079.000000 Penalty: 12518.800781 Iteration 27Q: 3 clusters Score -6451079 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 17254 members Entering Unmasked Estep Score: -6451116.500000 Penalty: 12518.800781 Iteration 28Q: 3 clusters Score -6451116 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 17429 members Entering Unmasked Estep Score: -6451173.500000 Penalty: 12518.800781 Iteration 29Q: 3 clusters Score -6451174 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 17587 members Entering Unmasked Estep Score: -6451206.000000 Penalty: 12518.800781 Iteration 30Q: 3 clusters Score -6451206 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 17746 members Entering Unmasked Estep Score: -6451259.500000 Penalty: 12518.800781 Iteration 31Q: 3 clusters Score -6451260 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 17895 members Entering Unmasked Estep Score: -6451277.000000 Penalty: 12518.800781 Iteration 32Q: 3 clusters Score -6451277 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 18043 members Entering Unmasked Estep Score: -6451282.000000 Penalty: 12518.800781 Iteration 33Q: 3 clusters Score -6451282 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 18198 members Entering Unmasked Estep Score: -6451336.000000 Penalty: 12518.800781 Iteration 34Q: 3 clusters Score -6451336 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 18363 members Entering Unmasked Estep Score: -6451372.500000 Penalty: 12518.800781 Iteration 35Q: 3 clusters Score -6451372 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 18535 members Entering Unmasked Estep Score: -6451410.000000 Penalty: 12518.800781 Iteration 36Q: 3 clusters Score -6451410 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 18695 members Entering Unmasked Estep Score: -6451448.000000 Penalty: 12518.800781 Iteration 37Q: 3 clusters Score -6451448 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 18870 members Entering Unmasked Estep Score: -6451489.500000 Penalty: 12518.800781 Iteration 38Q: 3 clusters Score -6451490 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 19035 members Entering Unmasked Estep Score: -6451556.000000 Penalty: 12518.800781 Iteration 39Q: 3 clusters Score -6451556 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 19190 members Entering Unmasked Estep Score: -6451589.500000 Penalty: 12518.800781 Iteration 40F: 3 clusters Score -6451590 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 19347 members Entering Unmasked Estep Score: -6451628.000000 Penalty: 12518.800781 Iteration 41Q: 3 clusters Score -6451628 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -6451666.500000 Penalty: 12518.800781 Iteration 42Q: 3 clusters Score -6451666 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 19576 members Entering Unmasked Estep Score: -6451708.000000 Penalty: 12518.800781 Iteration 43Q: 3 clusters Score -6451708 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 19673 members Entering Unmasked Estep Score: -6451710.500000 Penalty: 12518.800781 Iteration 44Q: 3 clusters Score -6451710 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 19766 members Entering Unmasked Estep Score: -6451732.500000 Penalty: 12518.800781 Iteration 45Q: 3 clusters Score -6451732 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 19864 members Entering Unmasked Estep Score: -6451777.500000 Penalty: 12518.800781 Iteration 46Q: 3 clusters Score -6451778 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 19952 members Entering Unmasked Estep Score: -6451799.500000 Penalty: 12518.800781 Iteration 47Q: 3 clusters Score -6451800 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 20022 members Entering Unmasked Estep Score: -6451804.500000 Penalty: 12518.800781 Iteration 48Q: 3 clusters Score -6451804 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 20087 members Entering Unmasked Estep Score: -6451833.000000 Penalty: 12518.800781 Iteration 49Q: 3 clusters Score -6451833 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 20146 members Entering Unmasked Estep Score: -6451828.500000 Penalty: 12518.800781 Iteration 50Q: 3 clusters Score -6451828 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 20201 members Entering Unmasked Estep Score: -6451840.000000 Penalty: 12518.800781 Iteration 51Q: 3 clusters Score -6451840 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 20255 members Entering Unmasked Estep Score: -6451839.500000 Penalty: 12518.800781 Iteration 52Q: 3 clusters Score -6451840 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 20299 members Entering Unmasked Estep Score: -6451841.500000 Penalty: 12518.800781 Iteration 53Q: 3 clusters Score -6451842 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 20343 members Entering Unmasked Estep Score: -6451855.500000 Penalty: 12518.800781 Iteration 54Q: 3 clusters Score -6451856 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 20375 members Entering Unmasked Estep Score: -6451863.000000 Penalty: 12518.800781 Iteration 55Q: 3 clusters Score -6451863 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 20403 members Entering Unmasked Estep Score: -6451877.000000 Penalty: 12518.800781 Iteration 56Q: 3 clusters Score -6451877 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 20434 members Entering Unmasked Estep Score: -6451876.000000 Penalty: 12518.800781 Iteration 57Q: 3 clusters Score -6451876 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 20462 members Entering Unmasked Estep Score: -6451880.500000 Penalty: 12518.800781 Iteration 58Q: 3 clusters Score -6451880 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 20489 members Entering Unmasked Estep Score: -6451886.000000 Penalty: 12518.800781 Iteration 59Q: 3 clusters Score -6451886 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 20514 members Entering Unmasked Estep Score: -6451900.500000 Penalty: 12518.800781 Iteration 60F: 3 clusters Score -6451900 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 20532 members Entering Unmasked Estep Score: -6451894.500000 Penalty: 12518.800781 Iteration 61Q: 3 clusters Score -6451894 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 20555 members Entering Unmasked Estep Score: -6451905.500000 Penalty: 12518.800781 Iteration 62Q: 3 clusters Score -6451906 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 20578 members Entering Unmasked Estep Score: -6451910.500000 Penalty: 12518.800781 Iteration 63Q: 3 clusters Score -6451910 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -6451906.500000 Penalty: 12518.800781 Iteration 64Q: 3 clusters Score -6451906 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 20614 members Entering Unmasked Estep Score: -6451896.500000 Penalty: 12518.800781 Iteration 65Q: 3 clusters Score -6451896 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 20626 members Entering Unmasked Estep Score: -6451890.500000 Penalty: 12518.800781 Iteration 66Q: 3 clusters Score -6451890 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 20643 members Entering Unmasked Estep Score: -6451896.500000 Penalty: 12518.800781 Iteration 67Q: 3 clusters Score -6451896 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 20653 members Entering Unmasked Estep Score: -6451902.000000 Penalty: 12518.800781 Iteration 68Q: 3 clusters Score -6451902 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 20661 members Entering Unmasked Estep Score: -6451913.000000 Penalty: 12518.800781 Iteration 69Q: 3 clusters Score -6451913 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 20669 members Entering Unmasked Estep Score: -6451908.000000 Penalty: 12518.800781 Iteration 70Q: 3 clusters Score -6451908 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 20682 members Entering Unmasked Estep Score: -6451912.500000 Penalty: 12518.800781 Iteration 71Q: 3 clusters Score -6451912 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 20694 members Entering Unmasked Estep Score: -6451923.000000 Penalty: 12518.800781 Iteration 72Q: 3 clusters Score -6451923 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 20698 members Entering Unmasked Estep Score: -6451920.000000 Penalty: 12518.800781 Iteration 73Q: 3 clusters Score -6451920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 20707 members Entering Unmasked Estep Score: -6451918.500000 Penalty: 12518.800781 Iteration 74Q: 3 clusters Score -6451918 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 20717 members Entering Unmasked Estep Score: -6451930.000000 Penalty: 12518.800781 Iteration 75Q: 3 clusters Score -6451930 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 20728 members Entering Unmasked Estep Score: -6451918.000000 Penalty: 12518.800781 Iteration 76Q: 3 clusters Score -6451918 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 20736 members Entering Unmasked Estep Score: -6451923.000000 Penalty: 12518.800781 Iteration 77Q: 3 clusters Score -6451923 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 20741 members Entering Unmasked Estep Score: -6451920.500000 Penalty: 12518.800781 Iteration 78Q: 3 clusters Score -6451920 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 20751 members Entering Unmasked Estep Score: -6451922.500000 Penalty: 12518.800781 Iteration 79Q: 3 clusters Score -6451922 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 20762 members Entering Unmasked Estep Score: -6451920.500000 Penalty: 12518.800781 Iteration 80F: 3 clusters Score -6451920 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 20776 members Entering Unmasked Estep Score: -6451935.500000 Penalty: 12518.800781 Iteration 81Q: 3 clusters Score -6451936 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 20787 members Entering Unmasked Estep Score: -6451931.000000 Penalty: 12518.800781 Iteration 82Q: 3 clusters Score -6451931 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 20796 members Entering Unmasked Estep Score: -6451934.500000 Penalty: 12518.800781 Iteration 83Q: 3 clusters Score -6451934 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 20800 members Entering Unmasked Estep Score: -6451937.500000 Penalty: 12518.800781 Iteration 84Q: 3 clusters Score -6451938 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -6451929.000000 Penalty: 12518.800781 Iteration 85Q: 3 clusters Score -6451929 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 20808 members Entering Unmasked Estep Score: -6451930.000000 Penalty: 12518.800781 Iteration 86Q: 3 clusters Score -6451930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 20813 members Entering Unmasked Estep Score: -6451936.000000 Penalty: 12518.800781 Iteration 87Q: 3 clusters Score -6451936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 20816 members Entering Unmasked Estep Score: -6451942.500000 Penalty: 12518.800781 Iteration 88Q: 3 clusters Score -6451942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 20819 members Entering Unmasked Estep Score: -6451940.000000 Penalty: 12518.800781 Iteration 89Q: 3 clusters Score -6451940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 20822 members Entering Unmasked Estep Score: -6451939.000000 Penalty: 12518.800781 Iteration 90Q: 3 clusters Score -6451939 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 20822 members Entering Unmasked Estep Score: -6451939.000000 Penalty: 12518.800781 Iteration 91F: 3 clusters Score -6451939 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 4688 members Mstep: Class 3 contains 10675 members Mstep: Class 4 contains 36706 members Mstep: Class 5 contains 10254 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84430 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13308 members Mstep: Class 12 contains 853 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 23977 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20767 members Mstep: Class 20 contains 114974 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15433 members Mstep: Class 23 contains 8041 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 35655 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27431 members Entering Unmasked Estep ConsiderDeletion Score: -101712720.000000 Penalty: 214845.046875 Iteration 159Q: 28 clusters Score -1.017127e+08 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10694 members Mstep: Class 4 contains 36739 members Mstep: Class 5 contains 10245 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84428 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13309 members Mstep: Class 12 contains 852 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 24282 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20766 members Mstep: Class 20 contains 114994 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15432 members Mstep: Class 23 contains 8042 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 35286 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27433 members Entering Unmasked Estep ConsiderDeletion Score: -101712792.000000 Penalty: 214845.046875 Iteration 160F: 28 clusters Score -1.017128e+08 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 4688 members Mstep: Class 3 contains 10694 members Mstep: Class 4 contains 36777 members Mstep: Class 5 contains 10237 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84427 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13312 members Mstep: Class 12 contains 852 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 24610 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20766 members Mstep: Class 20 contains 115010 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15432 members Mstep: Class 23 contains 8040 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 34911 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27433 members Entering Unmasked Estep ConsiderDeletion Score: -101712784.000000 Penalty: 214845.046875 Iteration 161Q: 28 clusters Score -1.017128e+08 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 4690 members Mstep: Class 3 contains 10697 members Mstep: Class 4 contains 36812 members Mstep: Class 5 contains 10236 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13321 members Mstep: Class 12 contains 851 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 24968 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20766 members Mstep: Class 20 contains 115053 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15427 members Mstep: Class 23 contains 8033 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 34476 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27431 members Entering Unmasked Estep ConsiderDeletion Score: -101713040.000000 Penalty: 214845.046875 Iteration 162Q: 28 clusters Score -1.01713e+08 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10237 members Mstep: Class 2 contains 4691 members Mstep: Class 3 contains 10708 members Mstep: Class 4 contains 36852 members Mstep: Class 5 contains 10240 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13329 members Mstep: Class 12 contains 851 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 25289 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20768 members Mstep: Class 20 contains 115082 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15430 members Mstep: Class 23 contains 8034 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 34064 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27423 members Entering Unmasked Estep ConsiderDeletion Score: -101713344.000000 Penalty: 214845.046875 Iteration 163Q: 28 clusters Score -1.017133e+08 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 4690 members Mstep: Class 3 contains 10733 members Mstep: Class 4 contains 36869 members Mstep: Class 5 contains 10242 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84428 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13330 members Mstep: Class 12 contains 850 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 25562 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20767 members Mstep: Class 20 contains 115095 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15423 members Mstep: Class 23 contains 8034 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 33748 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27417 members Entering Unmasked Estep ConsiderDeletion Score: -101713144.000000 Penalty: 214845.046875 Iteration 164Q: 28 clusters Score -1.017131e+08 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 4690 members Mstep: Class 3 contains 10758 members Mstep: Class 4 contains 36889 members Mstep: Class 5 contains 10237 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13341 members Mstep: Class 12 contains 849 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9557 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 25770 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20768 members Mstep: Class 20 contains 115096 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15426 members Mstep: Class 23 contains 8033 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 33498 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27410 members Entering Unmasked Estep ConsiderDeletion Score: -101713616.000000 Penalty: 214845.046875 Iteration 165Q: 28 clusters Score -1.017136e+08 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 4689 members Mstep: Class 3 contains 10777 members Mstep: Class 4 contains 36886 members Mstep: Class 5 contains 10241 members Mstep: Class 6 contains 1301 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84427 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13353 members Mstep: Class 12 contains 847 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 25962 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20769 members Mstep: Class 20 contains 115103 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15427 members Mstep: Class 23 contains 8030 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 33270 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27405 members Entering Unmasked Estep ConsiderDeletion Score: -101713632.000000 Penalty: 214845.046875 Iteration 166Q: 28 clusters Score -1.017136e+08 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 4688 members Mstep: Class 3 contains 10790 members Mstep: Class 4 contains 36878 members Mstep: Class 5 contains 10244 members Mstep: Class 6 contains 1302 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13361 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26151 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115111 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15423 members Mstep: Class 23 contains 8032 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 33056 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27405 members Entering Unmasked Estep ConsiderDeletion Score: -101713832.000000 Penalty: 214845.046875 Iteration 167Q: 28 clusters Score -1.017138e+08 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 4687 members Mstep: Class 3 contains 10808 members Mstep: Class 4 contains 36870 members Mstep: Class 5 contains 10245 members Mstep: Class 6 contains 1302 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13363 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26303 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20771 members Mstep: Class 20 contains 115121 members Mstep: Class 21 contains 3561 members Mstep: Class 22 contains 15420 members Mstep: Class 23 contains 8034 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32882 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27404 members Entering Unmasked Estep ConsiderDeletion Score: -101713928.000000 Penalty: 214845.046875 Iteration 168Q: 28 clusters Score -1.017139e+08 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 4686 members Mstep: Class 3 contains 10814 members Mstep: Class 4 contains 36884 members Mstep: Class 5 contains 10239 members Mstep: Class 6 contains 1302 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13369 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26445 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20771 members Mstep: Class 20 contains 115125 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15419 members Mstep: Class 23 contains 8035 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32717 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27404 members Entering Unmasked Estep ConsiderDeletion Score: -101713936.000000 Penalty: 214845.046875 Iteration 169Q: 28 clusters Score -1.017139e+08 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10245 members Mstep: Class 2 contains 4686 members Mstep: Class 3 contains 10822 members Mstep: Class 4 contains 36897 members Mstep: Class 5 contains 10233 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13372 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26541 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20771 members Mstep: Class 20 contains 115139 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15418 members Mstep: Class 23 contains 8035 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32590 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27400 members Entering Unmasked Estep ConsiderDeletion Score: -101713976.000000 Penalty: 214845.046875 Iteration 170Q: 28 clusters Score -1.01714e+08 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 4686 members Mstep: Class 3 contains 10829 members Mstep: Class 4 contains 36914 members Mstep: Class 5 contains 10227 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84421 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13374 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26625 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20772 members Mstep: Class 20 contains 115142 members Mstep: Class 21 contains 3564 members Mstep: Class 22 contains 15414 members Mstep: Class 23 contains 8039 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32477 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27400 members Entering Unmasked Estep ConsiderDeletion Score: -101713912.000000 Penalty: 214845.046875 Iteration 171Q: 28 clusters Score -1.017139e+08 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 4685 members Mstep: Class 3 contains 10834 members Mstep: Class 4 contains 36927 members Mstep: Class 5 contains 10222 members Mstep: Class 6 contains 1303 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84420 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13376 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26677 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20772 members Mstep: Class 20 contains 115152 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15416 members Mstep: Class 23 contains 8039 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32400 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27401 members Entering Unmasked Estep ConsiderDeletion Score: -101713912.000000 Penalty: 214845.046875 Iteration 172Q: 28 clusters Score -1.017139e+08 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 4685 members Mstep: Class 3 contains 10842 members Mstep: Class 4 contains 36937 members Mstep: Class 5 contains 10220 members Mstep: Class 6 contains 1304 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84420 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13375 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26715 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20772 members Mstep: Class 20 contains 115160 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15419 members Mstep: Class 23 contains 8039 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32333 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27402 members Entering Unmasked Estep ConsiderDeletion Score: -101713928.000000 Penalty: 214845.046875 Iteration 173Q: 28 clusters Score -1.017139e+08 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4685 members Mstep: Class 3 contains 10844 members Mstep: Class 4 contains 36954 members Mstep: Class 5 contains 10220 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84419 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13376 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26758 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20772 members Mstep: Class 20 contains 115163 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15420 members Mstep: Class 23 contains 8037 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32263 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27405 members Entering Unmasked Estep ConsiderDeletion Score: -101713952.000000 Penalty: 214845.046875 Iteration 174Q: 28 clusters Score -1.01714e+08 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4684 members Mstep: Class 3 contains 10851 members Mstep: Class 4 contains 36967 members Mstep: Class 5 contains 10220 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84420 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13378 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26793 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20772 members Mstep: Class 20 contains 115158 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15418 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32211 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27407 members Entering Unmasked Estep ConsiderDeletion Score: -101713992.000000 Penalty: 214845.046875 Iteration 175Q: 28 clusters Score -1.01714e+08 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10256 members Mstep: Class 2 contains 4684 members Mstep: Class 3 contains 10859 members Mstep: Class 4 contains 36984 members Mstep: Class 5 contains 10221 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84418 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13380 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26817 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20773 members Mstep: Class 20 contains 115168 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15418 members Mstep: Class 23 contains 8037 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32147 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27408 members Entering Unmasked Estep ConsiderDeletion Score: -101713944.000000 Penalty: 214845.046875 Iteration 176Q: 28 clusters Score -1.017139e+08 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10256 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10873 members Mstep: Class 4 contains 36989 members Mstep: Class 5 contains 10224 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84419 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13382 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26837 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20771 members Mstep: Class 20 contains 115176 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15418 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32098 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27408 members Entering Unmasked Estep ConsiderDeletion Score: -101714000.000000 Penalty: 214845.046875 Iteration 177Q: 28 clusters Score -1.01714e+08 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10875 members Mstep: Class 4 contains 36992 members Mstep: Class 5 contains 10224 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84421 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13382 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26862 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115181 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15416 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32066 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27408 members Entering Unmasked Estep ConsiderDeletion Score: -101714048.000000 Penalty: 214845.046875 Iteration 178Q: 28 clusters Score -1.01714e+08 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10880 members Mstep: Class 4 contains 36997 members Mstep: Class 5 contains 10227 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84422 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13384 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26889 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20769 members Mstep: Class 20 contains 115175 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15412 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32034 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27410 members Entering Unmasked Estep ConsiderDeletion Score: -101714064.000000 Penalty: 214845.046875 Iteration 179Q: 28 clusters Score -1.017141e+08 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10882 members Mstep: Class 4 contains 36995 members Mstep: Class 5 contains 10227 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84423 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13385 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26912 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20769 members Mstep: Class 20 contains 115178 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15412 members Mstep: Class 23 contains 8035 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 32008 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27409 members Entering Unmasked Estep ConsiderDeletion Score: -101714176.000000 Penalty: 214845.046875 Iteration 180F: 28 clusters Score -1.017142e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10883 members Mstep: Class 4 contains 37003 members Mstep: Class 5 contains 10229 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13384 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26922 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20769 members Mstep: Class 20 contains 115180 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15413 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31983 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27409 members Entering Unmasked Estep ConsiderDeletion Score: -101714128.000000 Penalty: 214845.046875 Iteration 181Q: 28 clusters Score -1.017141e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10891 members Mstep: Class 4 contains 37015 members Mstep: Class 5 contains 10229 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13384 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26928 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20769 members Mstep: Class 20 contains 115181 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15412 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31956 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27409 members Entering Unmasked Estep ConsiderDeletion Score: -101714064.000000 Penalty: 214845.046875 Iteration 182Q: 28 clusters Score -1.017141e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10894 members Mstep: Class 4 contains 37027 members Mstep: Class 5 contains 10230 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13384 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26934 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20769 members Mstep: Class 20 contains 115185 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15411 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31929 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27410 members Entering Unmasked Estep ConsiderDeletion Score: -101714128.000000 Penalty: 214845.046875 Iteration 183Q: 28 clusters Score -1.017141e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10897 members Mstep: Class 4 contains 37039 members Mstep: Class 5 contains 10230 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13384 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26942 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115189 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31899 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27412 members Entering Unmasked Estep ConsiderDeletion Score: -101714072.000000 Penalty: 214845.046875 Iteration 184Q: 28 clusters Score -1.017141e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10902 members Mstep: Class 4 contains 37046 members Mstep: Class 5 contains 10231 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13383 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26949 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115192 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15411 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31875 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27412 members Entering Unmasked Estep ConsiderDeletion Score: -101714128.000000 Penalty: 214845.046875 Iteration 185Q: 28 clusters Score -1.017141e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10911 members Mstep: Class 4 contains 37051 members Mstep: Class 5 contains 10231 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13382 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26962 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115188 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15411 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31855 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714112.000000 Penalty: 214845.046875 Iteration 186Q: 28 clusters Score -1.017141e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10917 members Mstep: Class 4 contains 37062 members Mstep: Class 5 contains 10231 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13383 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26966 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115181 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15411 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31841 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714144.000000 Penalty: 214845.046875 Iteration 187Q: 28 clusters Score -1.017141e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10922 members Mstep: Class 4 contains 37066 members Mstep: Class 5 contains 10231 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13382 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26971 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115182 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15411 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31830 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27408 members Entering Unmasked Estep ConsiderDeletion Score: -101714240.000000 Penalty: 214845.046875 Iteration 188Q: 28 clusters Score -1.017142e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10922 members Mstep: Class 4 contains 37068 members Mstep: Class 5 contains 10230 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84424 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26983 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115183 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15411 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31819 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27409 members Entering Unmasked Estep ConsiderDeletion Score: -101714192.000000 Penalty: 214845.046875 Iteration 189Q: 28 clusters Score -1.017142e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10921 members Mstep: Class 4 contains 37072 members Mstep: Class 5 contains 10230 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13378 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 26995 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115180 members Mstep: Class 21 contains 3563 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31806 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27410 members Entering Unmasked Estep ConsiderDeletion Score: -101714240.000000 Penalty: 214845.046875 Iteration 190Q: 28 clusters Score -1.017142e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10922 members Mstep: Class 4 contains 37077 members Mstep: Class 5 contains 10231 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13378 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27003 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115179 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15409 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31794 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27410 members Entering Unmasked Estep ConsiderDeletion Score: -101714256.000000 Penalty: 214845.046875 Iteration 191Q: 28 clusters Score -1.017143e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10922 members Mstep: Class 4 contains 37077 members Mstep: Class 5 contains 10230 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13378 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27009 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115183 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31784 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714272.000000 Penalty: 214845.046875 Iteration 192Q: 28 clusters Score -1.017143e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10921 members Mstep: Class 4 contains 37078 members Mstep: Class 5 contains 10227 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27011 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115185 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31782 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714240.000000 Penalty: 214845.046875 Iteration 193Q: 28 clusters Score -1.017142e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10920 members Mstep: Class 4 contains 37081 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27012 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115184 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31782 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714272.000000 Penalty: 214845.046875 Iteration 194Q: 28 clusters Score -1.017143e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10919 members Mstep: Class 4 contains 37083 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27015 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115184 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31778 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714240.000000 Penalty: 214845.046875 Iteration 195Q: 28 clusters Score -1.017142e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10919 members Mstep: Class 4 contains 37085 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115183 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31776 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714240.000000 Penalty: 214845.046875 Iteration 196Q: 28 clusters Score -1.017142e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10919 members Mstep: Class 4 contains 37089 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115182 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8036 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31773 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714248.000000 Penalty: 214845.046875 Iteration 197Q: 28 clusters Score -1.017142e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10919 members Mstep: Class 4 contains 37093 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115182 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8037 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31768 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714240.000000 Penalty: 214845.046875 Iteration 198Q: 28 clusters Score -1.017142e+08 nChanged 8 Entering ConstructFrom: Score: -101714240.000000 Penalty: 214845.046875 Entering ConstructFrom: Trying to split cluster 1 (10253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10253 members Entering Unmasked Estep Score: -2340047.250000 Penalty: 5656.637207 Iteration 0F: 2 clusters Score -2340047 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -2329595.750000 Penalty: 11313.274414 Iteration 0F: 3 clusters Score -2329596 nChanged 3815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -2331833.500000 Penalty: 11313.274414 Iteration 1F: 3 clusters Score -2331834 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -2332332.250000 Penalty: 11313.274414 Iteration 2F: 3 clusters Score -2332332 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -2332662.750000 Penalty: 11313.274414 Iteration 3F: 3 clusters Score -2332663 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -2332881.500000 Penalty: 11313.274414 Iteration 4Q: 3 clusters Score -2332882 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -2333056.750000 Penalty: 11313.274414 Iteration 5Q: 3 clusters Score -2333057 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -2333224.000000 Penalty: 11313.274414 Iteration 6Q: 3 clusters Score -2333224 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -2333364.750000 Penalty: 11313.274414 Iteration 7Q: 3 clusters Score -2333365 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -2333479.500000 Penalty: 11313.274414 Iteration 8Q: 3 clusters Score -2333480 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -2333584.500000 Penalty: 11313.274414 Iteration 9Q: 3 clusters Score -2333584 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -2333688.500000 Penalty: 11313.274414 Iteration 10Q: 3 clusters Score -2333688 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -2333799.250000 Penalty: 11313.274414 Iteration 11Q: 3 clusters Score -2333799 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -2333919.250000 Penalty: 11313.274414 Iteration 12Q: 3 clusters Score -2333919 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -2334029.000000 Penalty: 11313.274414 Iteration 13Q: 3 clusters Score -2334029 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -2334148.250000 Penalty: 11313.274414 Iteration 14Q: 3 clusters Score -2334148 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -2334254.500000 Penalty: 11313.274414 Iteration 15Q: 3 clusters Score -2334254 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -2334377.500000 Penalty: 11313.274414 Iteration 16Q: 3 clusters Score -2334378 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -2334489.500000 Penalty: 11313.274414 Iteration 17Q: 3 clusters Score -2334490 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -2334607.750000 Penalty: 11313.274414 Iteration 18Q: 3 clusters Score -2334608 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -2334717.500000 Penalty: 11313.274414 Iteration 19Q: 3 clusters Score -2334718 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -2334828.750000 Penalty: 11313.274414 Iteration 20F: 3 clusters Score -2334829 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -2334934.000000 Penalty: 11313.274414 Iteration 21Q: 3 clusters Score -2334934 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -2334996.750000 Penalty: 11313.274414 Iteration 22Q: 3 clusters Score -2334997 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -2335060.250000 Penalty: 11313.274414 Iteration 23Q: 3 clusters Score -2335060 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -2335116.500000 Penalty: 11313.274414 Iteration 24Q: 3 clusters Score -2335116 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -2335174.500000 Penalty: 11313.274414 Iteration 25Q: 3 clusters Score -2335174 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -2335230.750000 Penalty: 11313.274414 Iteration 26Q: 3 clusters Score -2335231 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -2335272.250000 Penalty: 11313.274414 Iteration 27Q: 3 clusters Score -2335272 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8799 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -2335298.000000 Penalty: 11313.274414 Iteration 28Q: 3 clusters Score -2335298 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -2335327.750000 Penalty: 11313.274414 Iteration 29Q: 3 clusters Score -2335328 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -2335356.750000 Penalty: 11313.274414 Iteration 30Q: 3 clusters Score -2335357 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8904 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -2335383.000000 Penalty: 11313.274414 Iteration 31Q: 3 clusters Score -2335383 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -2335400.250000 Penalty: 11313.274414 Iteration 32Q: 3 clusters Score -2335400 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -2335403.750000 Penalty: 11313.274414 Iteration 33Q: 3 clusters Score -2335404 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -2335413.500000 Penalty: 11313.274414 Iteration 34Q: 3 clusters Score -2335414 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -2335428.250000 Penalty: 11313.274414 Iteration 35Q: 3 clusters Score -2335428 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -2335435.500000 Penalty: 11313.274414 Iteration 36Q: 3 clusters Score -2335436 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -2335442.250000 Penalty: 11313.274414 Iteration 37Q: 3 clusters Score -2335442 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9013 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -2335451.250000 Penalty: 11313.274414 Iteration 38Q: 3 clusters Score -2335451 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -2335460.250000 Penalty: 11313.274414 Iteration 39Q: 3 clusters Score -2335460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -2335463.250000 Penalty: 11313.274414 Iteration 40F: 3 clusters Score -2335463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -2335458.500000 Penalty: 11313.274414 Iteration 41Q: 3 clusters Score -2335458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -2335463.500000 Penalty: 11313.274414 Iteration 42Q: 3 clusters Score -2335464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -2335463.250000 Penalty: 11313.274414 Iteration 43Q: 3 clusters Score -2335463 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -2335471.500000 Penalty: 11313.274414 Iteration 44Q: 3 clusters Score -2335472 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -2335474.750000 Penalty: 11313.274414 Iteration 45Q: 3 clusters Score -2335475 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -2335481.750000 Penalty: 11313.274414 Iteration 46Q: 3 clusters Score -2335482 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -2335484.000000 Penalty: 11313.274414 Iteration 47Q: 3 clusters Score -2335484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -2335489.250000 Penalty: 11313.274414 Iteration 48Q: 3 clusters Score -2335489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -2335492.250000 Penalty: 11313.274414 Iteration 49Q: 3 clusters Score -2335492 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -2335490.250000 Penalty: 11313.274414 Iteration 50Q: 3 clusters Score -2335490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -2335492.000000 Penalty: 11313.274414 Iteration 51Q: 3 clusters Score -2335492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -2335501.250000 Penalty: 11313.274414 Iteration 52Q: 3 clusters Score -2335501 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -2335504.250000 Penalty: 11313.274414 Iteration 53Q: 3 clusters Score -2335504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -2335504.250000 Penalty: 11313.274414 Iteration 54F: 3 clusters Score -2335504 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Entering Unmasked Estep Score: -1087179.875000 Penalty: 5176.663086 Iteration 0F: 2 clusters Score -1087180 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -1080328.875000 Penalty: 10353.326172 Iteration 0F: 3 clusters Score -1080329 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1081382.875000 Penalty: 10353.326172 Iteration 1F: 3 clusters Score -1081383 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -1081689.500000 Penalty: 10353.326172 Iteration 2F: 3 clusters Score -1081690 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1081939.875000 Penalty: 10353.326172 Iteration 3Q: 3 clusters Score -1081940 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -1082155.875000 Penalty: 10353.326172 Iteration 4Q: 3 clusters Score -1082156 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1082383.500000 Penalty: 10353.326172 Iteration 5Q: 3 clusters Score -1082384 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1082619.625000 Penalty: 10353.326172 Iteration 6Q: 3 clusters Score -1082620 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1082830.875000 Penalty: 10353.326172 Iteration 7Q: 3 clusters Score -1082831 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1083015.000000 Penalty: 10353.326172 Iteration 8Q: 3 clusters Score -1083015 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1083193.375000 Penalty: 10353.326172 Iteration 9Q: 3 clusters Score -1083193 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1083333.875000 Penalty: 10353.326172 Iteration 10Q: 3 clusters Score -1083334 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -1083434.125000 Penalty: 10353.326172 Iteration 11Q: 3 clusters Score -1083434 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -1083520.750000 Penalty: 10353.326172 Iteration 12Q: 3 clusters Score -1083521 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1083574.250000 Penalty: 10353.326172 Iteration 13Q: 3 clusters Score -1083574 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1083615.125000 Penalty: 10353.326172 Iteration 14Q: 3 clusters Score -1083615 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1083651.500000 Penalty: 10353.326172 Iteration 15Q: 3 clusters Score -1083652 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1083680.250000 Penalty: 10353.326172 Iteration 16Q: 3 clusters Score -1083680 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -1083716.875000 Penalty: 10353.326172 Iteration 17Q: 3 clusters Score -1083717 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1083757.000000 Penalty: 10353.326172 Iteration 18Q: 3 clusters Score -1083757 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -1083792.875000 Penalty: 10353.326172 Iteration 19Q: 3 clusters Score -1083793 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1083835.625000 Penalty: 10353.326172 Iteration 20F: 3 clusters Score -1083836 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -1083868.500000 Penalty: 10353.326172 Iteration 21Q: 3 clusters Score -1083868 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1083904.875000 Penalty: 10353.326172 Iteration 22Q: 3 clusters Score -1083905 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -1083940.375000 Penalty: 10353.326172 Iteration 23Q: 3 clusters Score -1083940 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -1083975.125000 Penalty: 10353.326172 Iteration 24Q: 3 clusters Score -1083975 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -1084002.250000 Penalty: 10353.326172 Iteration 25Q: 3 clusters Score -1084002 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1084020.000000 Penalty: 10353.326172 Iteration 26Q: 3 clusters Score -1084020 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -1084033.375000 Penalty: 10353.326172 Iteration 27Q: 3 clusters Score -1084033 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1084047.625000 Penalty: 10353.326172 Iteration 28Q: 3 clusters Score -1084048 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -1084053.625000 Penalty: 10353.326172 Iteration 29Q: 3 clusters Score -1084054 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -1084064.625000 Penalty: 10353.326172 Iteration 30Q: 3 clusters Score -1084065 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -1084069.125000 Penalty: 10353.326172 Iteration 31Q: 3 clusters Score -1084069 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1084078.250000 Penalty: 10353.326172 Iteration 32Q: 3 clusters Score -1084078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1084083.500000 Penalty: 10353.326172 Iteration 33Q: 3 clusters Score -1084084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1084087.375000 Penalty: 10353.326172 Iteration 34Q: 3 clusters Score -1084087 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -1084087.875000 Penalty: 10353.326172 Iteration 35Q: 3 clusters Score -1084088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -1084089.375000 Penalty: 10353.326172 Iteration 36Q: 3 clusters Score -1084089 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1084091.250000 Penalty: 10353.326172 Iteration 37Q: 3 clusters Score -1084091 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1084092.875000 Penalty: 10353.326172 Iteration 38Q: 3 clusters Score -1084093 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1084092.875000 Penalty: 10353.326172 Iteration 39F: 3 clusters Score -1084093 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Entering Unmasked Estep Score: -2427780.250000 Penalty: 5695.184082 Iteration 0F: 2 clusters Score -2427780 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -2416943.750000 Penalty: 11390.368164 Iteration 0F: 3 clusters Score -2416944 nChanged 4118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -2419465.500000 Penalty: 11390.368164 Iteration 1F: 3 clusters Score -2419466 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -2419927.250000 Penalty: 11390.368164 Iteration 2F: 3 clusters Score -2419927 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -2420205.000000 Penalty: 11390.368164 Iteration 3Q: 3 clusters Score -2420205 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -2420384.000000 Penalty: 11390.368164 Iteration 4Q: 3 clusters Score -2420384 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -2420513.750000 Penalty: 11390.368164 Iteration 5Q: 3 clusters Score -2420514 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -2420621.000000 Penalty: 11390.368164 Iteration 6Q: 3 clusters Score -2420621 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -2420711.750000 Penalty: 11390.368164 Iteration 7Q: 3 clusters Score -2420712 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -2420775.500000 Penalty: 11390.368164 Iteration 8Q: 3 clusters Score -2420776 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -2420826.250000 Penalty: 11390.368164 Iteration 9Q: 3 clusters Score -2420826 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -2420876.750000 Penalty: 11390.368164 Iteration 10Q: 3 clusters Score -2420877 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -2420924.250000 Penalty: 11390.368164 Iteration 11Q: 3 clusters Score -2420924 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -2420975.750000 Penalty: 11390.368164 Iteration 12Q: 3 clusters Score -2420976 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -2421012.750000 Penalty: 11390.368164 Iteration 13Q: 3 clusters Score -2421013 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -2421060.750000 Penalty: 11390.368164 Iteration 14Q: 3 clusters Score -2421061 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -2421092.000000 Penalty: 11390.368164 Iteration 15Q: 3 clusters Score -2421092 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -2421107.500000 Penalty: 11390.368164 Iteration 16Q: 3 clusters Score -2421108 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -2421130.500000 Penalty: 11390.368164 Iteration 17Q: 3 clusters Score -2421130 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -2421153.750000 Penalty: 11390.368164 Iteration 18Q: 3 clusters Score -2421154 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -2421169.750000 Penalty: 11390.368164 Iteration 19Q: 3 clusters Score -2421170 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -2421192.750000 Penalty: 11390.368164 Iteration 20F: 3 clusters Score -2421193 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -2421217.250000 Penalty: 11390.368164 Iteration 21Q: 3 clusters Score -2421217 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -2421240.750000 Penalty: 11390.368164 Iteration 22Q: 3 clusters Score -2421241 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -2421264.000000 Penalty: 11390.368164 Iteration 23Q: 3 clusters Score -2421264 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -2421288.750000 Penalty: 11390.368164 Iteration 24Q: 3 clusters Score -2421289 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -2421320.500000 Penalty: 11390.368164 Iteration 25Q: 3 clusters Score -2421320 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -2421339.750000 Penalty: 11390.368164 Iteration 26Q: 3 clusters Score -2421340 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -2421360.750000 Penalty: 11390.368164 Iteration 27Q: 3 clusters Score -2421361 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -2421377.250000 Penalty: 11390.368164 Iteration 28Q: 3 clusters Score -2421377 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -2421401.500000 Penalty: 11390.368164 Iteration 29Q: 3 clusters Score -2421402 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -2421437.000000 Penalty: 11390.368164 Iteration 30Q: 3 clusters Score -2421437 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -2421466.000000 Penalty: 11390.368164 Iteration 31Q: 3 clusters Score -2421466 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -2421491.750000 Penalty: 11390.368164 Iteration 32Q: 3 clusters Score -2421492 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -2421514.500000 Penalty: 11390.368164 Iteration 33Q: 3 clusters Score -2421514 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -2421538.250000 Penalty: 11390.368164 Iteration 34Q: 3 clusters Score -2421538 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -2421566.250000 Penalty: 11390.368164 Iteration 35Q: 3 clusters Score -2421566 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -2421585.750000 Penalty: 11390.368164 Iteration 36Q: 3 clusters Score -2421586 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -2421605.750000 Penalty: 11390.368164 Iteration 37Q: 3 clusters Score -2421606 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -2421629.000000 Penalty: 11390.368164 Iteration 38Q: 3 clusters Score -2421629 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -2421645.250000 Penalty: 11390.368164 Iteration 39Q: 3 clusters Score -2421645 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -2421662.500000 Penalty: 11390.368164 Iteration 40F: 3 clusters Score -2421662 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -2421674.000000 Penalty: 11390.368164 Iteration 41Q: 3 clusters Score -2421674 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -2421690.500000 Penalty: 11390.368164 Iteration 42Q: 3 clusters Score -2421690 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -2421701.500000 Penalty: 11390.368164 Iteration 43Q: 3 clusters Score -2421702 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -2421720.250000 Penalty: 11390.368164 Iteration 44Q: 3 clusters Score -2421720 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -2421738.750000 Penalty: 11390.368164 Iteration 45Q: 3 clusters Score -2421739 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -2421751.750000 Penalty: 11390.368164 Iteration 46Q: 3 clusters Score -2421752 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -2421779.500000 Penalty: 11390.368164 Iteration 47Q: 3 clusters Score -2421780 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -2421794.000000 Penalty: 11390.368164 Iteration 48Q: 3 clusters Score -2421794 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -2421810.250000 Penalty: 11390.368164 Iteration 49Q: 3 clusters Score -2421810 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -2421830.250000 Penalty: 11390.368164 Iteration 50Q: 3 clusters Score -2421830 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -2421846.750000 Penalty: 11390.368164 Iteration 51Q: 3 clusters Score -2421847 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -2421867.000000 Penalty: 11390.368164 Iteration 52Q: 3 clusters Score -2421867 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -2421889.750000 Penalty: 11390.368164 Iteration 53Q: 3 clusters Score -2421890 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -2421911.250000 Penalty: 11390.368164 Iteration 54Q: 3 clusters Score -2421911 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -2421938.000000 Penalty: 11390.368164 Iteration 55Q: 3 clusters Score -2421938 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -2421957.250000 Penalty: 11390.368164 Iteration 56Q: 3 clusters Score -2421957 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -2421979.250000 Penalty: 11390.368164 Iteration 57Q: 3 clusters Score -2421979 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -2421989.250000 Penalty: 11390.368164 Iteration 58Q: 3 clusters Score -2421989 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -2422005.250000 Penalty: 11390.368164 Iteration 59Q: 3 clusters Score -2422005 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -2422013.500000 Penalty: 11390.368164 Iteration 60F: 3 clusters Score -2422014 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -2422023.750000 Penalty: 11390.368164 Iteration 61Q: 3 clusters Score -2422024 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -2422033.000000 Penalty: 11390.368164 Iteration 62Q: 3 clusters Score -2422033 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -2422036.250000 Penalty: 11390.368164 Iteration 63Q: 3 clusters Score -2422036 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -2422046.000000 Penalty: 11390.368164 Iteration 64Q: 3 clusters Score -2422046 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -2422052.000000 Penalty: 11390.368164 Iteration 65Q: 3 clusters Score -2422052 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -2422065.000000 Penalty: 11390.368164 Iteration 66Q: 3 clusters Score -2422065 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -2422064.750000 Penalty: 11390.368164 Iteration 67Q: 3 clusters Score -2422065 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -2422080.500000 Penalty: 11390.368164 Iteration 68Q: 3 clusters Score -2422080 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -2422089.250000 Penalty: 11390.368164 Iteration 69Q: 3 clusters Score -2422089 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2422122.750000 Penalty: 11390.368164 Iteration 74Q: 3 clusters Score -2422123 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -2422129.000000 Penalty: 11390.368164 Iteration 75Q: 3 clusters Score -2422129 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -2422140.500000 Penalty: 11390.368164 Iteration 76Q: 3 clusters Score -2422140 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -2422149.000000 Penalty: 11390.368164 Iteration 77Q: 3 clusters Score -2422149 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -2422154.000000 Penalty: 11390.368164 Iteration 78Q: 3 clusters Score -2422154 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -2422165.500000 Penalty: 11390.368164 Iteration 79Q: 3 clusters Score -2422166 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -2422169.250000 Penalty: 11390.368164 Iteration 80F: 3 clusters Score -2422169 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -2422174.000000 Penalty: 11390.368164 Iteration 81Q: 3 clusters Score -2422174 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -2422176.750000 Penalty: 11390.368164 Iteration 82Q: 3 clusters Score -2422177 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -2422199.500000 Penalty: 11390.368164 Iteration 83Q: 3 clusters Score -2422200 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -2422209.250000 Penalty: 11390.368164 Iteration 84Q: 3 clusters Score -2422209 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -2422212.500000 Penalty: 11390.368164 Iteration 85Q: 3 clusters Score -2422212 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -2422216.000000 Penalty: 11390.368164 Iteration 86Q: 3 clusters Score -2422216 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -2422227.750000 Penalty: 11390.368164 Iteration 87Q: 3 clusters Score -2422228 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -2422243.250000 Penalty: 11390.368164 Iteration 88Q: 3 clusters Score -2422243 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -2422264.750000 Penalty: 11390.368164 Iteration 89Q: 3 clusters Score -2422265 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 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Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -2422353.750000 Penalty: 11390.368164 Iteration 98Q: 3 clusters Score -2422354 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -2422368.500000 Penalty: 11390.368164 Iteration 99Q: 3 clusters Score -2422368 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -2422385.250000 Penalty: 11390.368164 Iteration 100F: 3 clusters Score -2422385 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -2422401.250000 Penalty: 11390.368164 Iteration 101Q: 3 clusters Score -2422401 nChanged 27 Entering 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nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -2422466.250000 Penalty: 11390.368164 Iteration 106Q: 3 clusters Score -2422466 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -2422479.750000 Penalty: 11390.368164 Iteration 107Q: 3 clusters Score -2422480 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -2422492.750000 Penalty: 11390.368164 Iteration 108Q: 3 clusters Score -2422493 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -2422507.250000 Penalty: 11390.368164 Iteration 109Q: 3 clusters Score -2422507 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 8136 members Entering Unmasked Estep Score: -2422525.250000 Penalty: 11390.368164 Iteration 110Q: 3 clusters Score -2422525 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -2422540.500000 Penalty: 11390.368164 Iteration 111Q: 3 clusters Score -2422540 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -2422557.000000 Penalty: 11390.368164 Iteration 112Q: 3 clusters Score -2422557 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 8246 members Entering Unmasked Estep Score: -2422570.500000 Penalty: 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Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -2422882.000000 Penalty: 11390.368164 Iteration 141Q: 3 clusters Score -2422882 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -2422889.750000 Penalty: 11390.368164 Iteration 142Q: 3 clusters Score -2422890 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -2422900.000000 Penalty: 11390.368164 Iteration 143Q: 3 clusters Score -2422900 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -2422901.250000 Penalty: 11390.368164 Iteration 144Q: 3 clusters Score -2422901 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 8927 members Entering Unmasked Estep Score: -2422914.250000 Penalty: 11390.368164 Iteration 145Q: 3 clusters Score -2422914 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -2422918.000000 Penalty: 11390.368164 Iteration 146Q: 3 clusters Score -2422918 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -2422919.250000 Penalty: 11390.368164 Iteration 147Q: 3 clusters Score -2422919 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -2422922.250000 Penalty: 11390.368164 Iteration 148Q: 3 clusters Score -2422922 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -2422924.000000 Penalty: 11390.368164 Iteration 149Q: 3 clusters Score -2422924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -2422928.500000 Penalty: 11390.368164 Iteration 150Q: 3 clusters Score -2422928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -2422931.500000 Penalty: 11390.368164 Iteration 151Q: 3 clusters Score -2422932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -2422929.750000 Penalty: 11390.368164 Iteration 152Q: 3 clusters Score -2422930 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -2422928.000000 Penalty: 11390.368164 Iteration 153Q: 3 clusters Score -2422928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -2422931.750000 Penalty: 11390.368164 Iteration 154Q: 3 clusters Score -2422932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -2422932.250000 Penalty: 11390.368164 Iteration 155Q: 3 clusters Score -2422932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -2422929.750000 Penalty: 11390.368164 Iteration 156Q: 3 clusters Score -2422930 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -2422929.750000 Penalty: 11390.368164 Iteration 157F: 3 clusters Score -2422930 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (37098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37098 members Entering Unmasked Estep Score: -8847923.000000 Penalty: 6444.307617 Iteration 0F: 2 clusters Score -8847923 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18610 members Mstep: Class 2 contains 18488 members Entering Unmasked Estep Score: -8820585.000000 Penalty: 12888.615234 Iteration 0F: 3 clusters Score -8820585 nChanged 15913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18725 members Mstep: Class 2 contains 18373 members Entering Unmasked Estep Score: -8829048.000000 Penalty: 12888.615234 Iteration 1F: 3 clusters Score -8829048 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18802 members Mstep: Class 2 contains 18296 members Entering Unmasked Estep Score: -8829994.000000 Penalty: 12888.615234 Iteration 2F: 3 clusters Score -8829994 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18811 members Mstep: Class 2 contains 18287 members Entering Unmasked Estep Score: -8830750.000000 Penalty: 12888.615234 Iteration 3Q: 3 clusters Score -8830750 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18700 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -8831381.000000 Penalty: 12888.615234 Iteration 4Q: 3 clusters Score -8831381 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18412 members Mstep: Class 2 contains 18686 members Entering Unmasked Estep Score: -8831959.000000 Penalty: 12888.615234 Iteration 5Q: 3 clusters Score -8831959 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18035 members Mstep: Class 2 contains 19063 members Entering Unmasked Estep Score: -8832559.000000 Penalty: 12888.615234 Iteration 6Q: 3 clusters Score -8832559 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17432 members Mstep: Class 2 contains 19666 members Entering Unmasked Estep Score: -8833254.000000 Penalty: 12888.615234 Iteration 7Q: 3 clusters Score -8833254 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16692 members Mstep: Class 2 contains 20406 members Entering Unmasked Estep Score: -8834134.000000 Penalty: 12888.615234 Iteration 8Q: 3 clusters Score -8834134 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15733 members Mstep: Class 2 contains 21365 members Entering Unmasked Estep Score: -8835172.000000 Penalty: 12888.615234 Iteration 9Q: 3 clusters Score -8835172 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14565 members Mstep: Class 2 contains 22533 members Entering Unmasked Estep Score: -8836367.000000 Penalty: 12888.615234 Iteration 10F: 3 clusters Score -8836367 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13043 members Mstep: Class 2 contains 24055 members Entering Unmasked Estep Score: -8837833.000000 Penalty: 12888.615234 Iteration 11F: 3 clusters Score -8837833 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 25774 members Entering Unmasked Estep Score: -8839578.000000 Penalty: 12888.615234 Iteration 12F: 3 clusters Score -8839578 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 27554 members Entering Unmasked Estep Score: -8841246.000000 Penalty: 12888.615234 Iteration 13F: 3 clusters Score -8841246 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Mstep: Class 2 contains 29215 members Entering Unmasked Estep Score: -8842825.000000 Penalty: 12888.615234 Iteration 14F: 3 clusters Score -8842825 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 30625 members Entering Unmasked Estep Score: -8844210.000000 Penalty: 12888.615234 Iteration 15Q: 3 clusters Score -8844210 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 31704 members Entering Unmasked Estep Score: -8845330.000000 Penalty: 12888.615234 Iteration 16Q: 3 clusters Score -8845330 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 32388 members Entering Unmasked Estep Score: -8845911.000000 Penalty: 12888.615234 Iteration 17Q: 3 clusters Score -8845911 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 32787 members Entering Unmasked Estep Score: -8846165.000000 Penalty: 12888.615234 Iteration 18Q: 3 clusters Score -8846165 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 33064 members Entering Unmasked Estep Score: -8846301.000000 Penalty: 12888.615234 Iteration 19Q: 3 clusters Score -8846301 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 33258 members Entering Unmasked Estep Score: -8846374.000000 Penalty: 12888.615234 Iteration 20F: 3 clusters Score -8846374 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 33409 members Entering Unmasked Estep Score: -8846420.000000 Penalty: 12888.615234 Iteration 21Q: 3 clusters Score -8846420 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 33515 members Entering Unmasked Estep Score: -8846457.000000 Penalty: 12888.615234 Iteration 22Q: 3 clusters Score -8846457 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 33586 members Entering Unmasked Estep Score: -8846483.000000 Penalty: 12888.615234 Iteration 23Q: 3 clusters Score -8846483 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 33645 members Entering Unmasked Estep Score: -8846492.000000 Penalty: 12888.615234 Iteration 24Q: 3 clusters Score -8846492 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 33700 members Entering Unmasked Estep Score: -8846488.000000 Penalty: 12888.615234 Iteration 25Q: 3 clusters Score -8846488 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 33747 members Entering Unmasked Estep Score: -8846503.000000 Penalty: 12888.615234 Iteration 26Q: 3 clusters Score -8846503 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 33783 members Entering Unmasked Estep Score: -8846520.000000 Penalty: 12888.615234 Iteration 27Q: 3 clusters Score -8846520 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 33807 members Entering Unmasked Estep Score: -8846522.000000 Penalty: 12888.615234 Iteration 28Q: 3 clusters Score -8846522 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 33831 members Entering Unmasked Estep Score: -8846536.000000 Penalty: 12888.615234 Iteration 29Q: 3 clusters Score -8846536 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 33846 members Entering Unmasked Estep Score: -8846538.000000 Penalty: 12888.615234 Iteration 30Q: 3 clusters Score -8846538 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 33859 members Entering Unmasked Estep Score: -8846546.000000 Penalty: 12888.615234 Iteration 31Q: 3 clusters Score -8846546 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 33869 members Entering Unmasked Estep Score: -8846544.000000 Penalty: 12888.615234 Iteration 32Q: 3 clusters Score -8846544 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 33876 members Entering Unmasked Estep Score: -8846544.000000 Penalty: 12888.615234 Iteration 33Q: 3 clusters Score -8846544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 33879 members Entering Unmasked Estep Score: -8846555.000000 Penalty: 12888.615234 Iteration 34Q: 3 clusters Score -8846555 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 33881 members Entering Unmasked Estep Score: -8846558.000000 Penalty: 12888.615234 Iteration 35Q: 3 clusters Score -8846558 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 33882 members Entering Unmasked Estep Score: -8846555.000000 Penalty: 12888.615234 Iteration 36Q: 3 clusters Score -8846555 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 33883 members Entering Unmasked Estep Score: -8846555.000000 Penalty: 12888.615234 Iteration 37Q: 3 clusters Score -8846555 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 33883 members Entering Unmasked Estep Score: -8846555.000000 Penalty: 12888.615234 Iteration 38F: 3 clusters Score -8846555 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Entering Unmasked Estep Score: -2390210.750000 Penalty: 5654.961914 Iteration 0F: 2 clusters Score -2390211 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -2379898.500000 Penalty: 11309.923828 Iteration 0F: 3 clusters Score -2379898 nChanged 3808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -2382207.750000 Penalty: 11309.923828 Iteration 1F: 3 clusters Score -2382208 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -2382799.750000 Penalty: 11309.923828 Iteration 2F: 3 clusters Score -2382800 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -2383147.000000 Penalty: 11309.923828 Iteration 3F: 3 clusters Score -2383147 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -2383446.000000 Penalty: 11309.923828 Iteration 4Q: 3 clusters Score -2383446 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -2383774.000000 Penalty: 11309.923828 Iteration 5Q: 3 clusters Score -2383774 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -2384196.500000 Penalty: 11309.923828 Iteration 6Q: 3 clusters Score -2384196 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -2384739.500000 Penalty: 11309.923828 Iteration 7Q: 3 clusters Score -2384740 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -2385509.500000 Penalty: 11309.923828 Iteration 8F: 3 clusters Score -2385510 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -2386262.750000 Penalty: 11309.923828 Iteration 9F: 3 clusters Score -2386263 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -2386725.000000 Penalty: 11309.923828 Iteration 10Q: 3 clusters Score -2386725 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -2387043.750000 Penalty: 11309.923828 Iteration 11Q: 3 clusters Score -2387044 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -2387265.500000 Penalty: 11309.923828 Iteration 12Q: 3 clusters Score -2387266 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -2387423.250000 Penalty: 11309.923828 Iteration 13Q: 3 clusters Score -2387423 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -2387547.500000 Penalty: 11309.923828 Iteration 14Q: 3 clusters Score -2387548 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -2387664.500000 Penalty: 11309.923828 Iteration 15Q: 3 clusters Score -2387664 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -2387765.500000 Penalty: 11309.923828 Iteration 16Q: 3 clusters Score -2387766 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -2387848.000000 Penalty: 11309.923828 Iteration 17Q: 3 clusters Score -2387848 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -2387942.000000 Penalty: 11309.923828 Iteration 18Q: 3 clusters Score -2387942 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -2388015.250000 Penalty: 11309.923828 Iteration 19Q: 3 clusters Score -2388015 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -2388109.250000 Penalty: 11309.923828 Iteration 20F: 3 clusters Score -2388109 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -2388209.250000 Penalty: 11309.923828 Iteration 21Q: 3 clusters Score -2388209 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -2388318.750000 Penalty: 11309.923828 Iteration 22Q: 3 clusters Score -2388319 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -2388440.750000 Penalty: 11309.923828 Iteration 23Q: 3 clusters Score -2388441 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -2388583.250000 Penalty: 11309.923828 Iteration 24Q: 3 clusters Score -2388583 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -2388777.250000 Penalty: 11309.923828 Iteration 25Q: 3 clusters Score -2388777 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -2389000.750000 Penalty: 11309.923828 Iteration 26Q: 3 clusters Score -2389001 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -2389142.500000 Penalty: 11309.923828 Iteration 27Q: 3 clusters Score -2389142 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -2389214.000000 Penalty: 11309.923828 Iteration 28Q: 3 clusters Score -2389214 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -2389258.750000 Penalty: 11309.923828 Iteration 29Q: 3 clusters Score -2389259 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -2389302.000000 Penalty: 11309.923828 Iteration 30Q: 3 clusters Score -2389302 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -2389326.250000 Penalty: 11309.923828 Iteration 31Q: 3 clusters Score -2389326 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -2389346.500000 Penalty: 11309.923828 Iteration 32Q: 3 clusters Score -2389346 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -2389370.000000 Penalty: 11309.923828 Iteration 33Q: 3 clusters Score -2389370 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -2389381.500000 Penalty: 11309.923828 Iteration 34Q: 3 clusters Score -2389382 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -2389391.750000 Penalty: 11309.923828 Iteration 35Q: 3 clusters Score -2389392 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -2389413.250000 Penalty: 11309.923828 Iteration 36Q: 3 clusters Score -2389413 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -2389417.750000 Penalty: 11309.923828 Iteration 37Q: 3 clusters Score -2389418 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -2389429.250000 Penalty: 11309.923828 Iteration 38Q: 3 clusters Score -2389429 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -2389439.000000 Penalty: 11309.923828 Iteration 39Q: 3 clusters Score -2389439 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -2389443.500000 Penalty: 11309.923828 Iteration 40F: 3 clusters Score -2389444 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -2389448.000000 Penalty: 11309.923828 Iteration 41Q: 3 clusters Score -2389448 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -2389452.000000 Penalty: 11309.923828 Iteration 42Q: 3 clusters Score -2389452 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -2389453.250000 Penalty: 11309.923828 Iteration 43Q: 3 clusters Score -2389453 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -2389451.750000 Penalty: 11309.923828 Iteration 44Q: 3 clusters Score -2389452 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -2389458.250000 Penalty: 11309.923828 Iteration 45Q: 3 clusters Score -2389458 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -2389467.250000 Penalty: 11309.923828 Iteration 46Q: 3 clusters Score -2389467 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -2389472.250000 Penalty: 11309.923828 Iteration 47Q: 3 clusters Score -2389472 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -2389472.250000 Penalty: 11309.923828 Iteration 48Q: 3 clusters Score -2389472 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -2389474.000000 Penalty: 11309.923828 Iteration 49Q: 3 clusters Score -2389474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -2389475.750000 Penalty: 11309.923828 Iteration 50Q: 3 clusters Score -2389476 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -2389471.250000 Penalty: 11309.923828 Iteration 51Q: 3 clusters Score -2389471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -2389473.500000 Penalty: 11309.923828 Iteration 52Q: 3 clusters Score -2389474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -2389474.250000 Penalty: 11309.923828 Iteration 53Q: 3 clusters Score -2389474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -2389481.250000 Penalty: 11309.923828 Iteration 54Q: 3 clusters Score -2389481 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -2389479.500000 Penalty: 11309.923828 Iteration 55Q: 3 clusters Score -2389480 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -2389482.000000 Penalty: 11309.923828 Iteration 56Q: 3 clusters Score -2389482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -2389484.500000 Penalty: 11309.923828 Iteration 57Q: 3 clusters Score -2389484 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -2389486.500000 Penalty: 11309.923828 Iteration 58Q: 3 clusters Score -2389486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -2389486.750000 Penalty: 11309.923828 Iteration 59Q: 3 clusters Score -2389487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -2389485.500000 Penalty: 11309.923828 Iteration 60F: 3 clusters Score -2389486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -2389485.750000 Penalty: 11309.923828 Iteration 61Q: 3 clusters Score -2389486 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -2389487.000000 Penalty: 11309.923828 Iteration 62Q: 3 clusters Score -2389487 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -2389487.000000 Penalty: 11309.923828 Iteration 63F: 3 clusters Score -2389487 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Entering Unmasked Estep Score: -294865.312500 Penalty: 4394.049316 Iteration 0F: 2 clusters Score -294865.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -290825.156250 Penalty: 8788.098633 Iteration 0F: 3 clusters Score -290825.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -291578.281250 Penalty: 8788.098633 Iteration 1F: 3 clusters Score -291578.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -291870.406250 Penalty: 8788.098633 Iteration 2F: 3 clusters Score -291870.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -292060.625000 Penalty: 8788.098633 Iteration 3F: 3 clusters Score -292060.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -292196.500000 Penalty: 8788.098633 Iteration 4Q: 3 clusters Score -292196.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -292283.062500 Penalty: 8788.098633 Iteration 5Q: 3 clusters Score -292283.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -292356.281250 Penalty: 8788.098633 Iteration 6Q: 3 clusters Score -292356.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -292415.468750 Penalty: 8788.098633 Iteration 7Q: 3 clusters Score -292415.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -292469.531250 Penalty: 8788.098633 Iteration 8Q: 3 clusters Score -292469.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -292507.562500 Penalty: 8788.098633 Iteration 9Q: 3 clusters Score -292507.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -292550.218750 Penalty: 8788.098633 Iteration 10Q: 3 clusters Score -292550.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -292568.812500 Penalty: 8788.098633 Iteration 11Q: 3 clusters Score -292568.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -292579.500000 Penalty: 8788.098633 Iteration 12Q: 3 clusters Score -292579.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -292595.562500 Penalty: 8788.098633 Iteration 13Q: 3 clusters Score -292595.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -292610.843750 Penalty: 8788.098633 Iteration 14Q: 3 clusters Score -292610.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -292616.031250 Penalty: 8788.098633 Iteration 15Q: 3 clusters Score -292616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -292632.593750 Penalty: 8788.098633 Iteration 16Q: 3 clusters Score -292632.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -292640.843750 Penalty: 8788.098633 Iteration 17Q: 3 clusters Score -292640.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -292643.906250 Penalty: 8788.098633 Iteration 18Q: 3 clusters Score -292643.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -292643.906250 Penalty: 8788.098633 Iteration 19F: 3 clusters Score -292643.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Entering Unmasked Estep Score: -279523.843750 Penalty: 4385.066406 Iteration 0F: 2 clusters Score -279523.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -275191.718750 Penalty: 8770.132812 Iteration 0F: 3 clusters Score -275191.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -275696.281250 Penalty: 8770.132812 Iteration 1F: 3 clusters Score -275696.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -275911.031250 Penalty: 8770.132812 Iteration 2F: 3 clusters Score -275911 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -276062.156250 Penalty: 8770.132812 Iteration 3Q: 3 clusters Score -276062.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -276185.500000 Penalty: 8770.132812 Iteration 4Q: 3 clusters Score -276185.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -276355.968750 Penalty: 8770.132812 Iteration 5Q: 3 clusters Score -276356 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -276709.000000 Penalty: 8770.132812 Iteration 6Q: 3 clusters Score -276709 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -277031.000000 Penalty: 8770.132812 Iteration 7Q: 3 clusters Score -277031 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -277131.812500 Penalty: 8770.132812 Iteration 8Q: 3 clusters Score -277131.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -277249.781250 Penalty: 8770.132812 Iteration 9Q: 3 clusters Score -277249.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -277491.687500 Penalty: 8770.132812 Iteration 10Q: 3 clusters Score -277491.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -277847.250000 Penalty: 8770.132812 Iteration 11Q: 3 clusters Score -277847.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -278058.718750 Penalty: 8770.132812 Iteration 12Q: 3 clusters Score -278058.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -278190.812500 Penalty: 8770.132812 Iteration 13Q: 3 clusters Score -278190.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -278295.781250 Penalty: 8770.132812 Iteration 14Q: 3 clusters Score -278295.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -278362.656250 Penalty: 8770.132812 Iteration 15Q: 3 clusters Score -278362.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -278421.156250 Penalty: 8770.132812 Iteration 16Q: 3 clusters Score -278421.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -278501.718750 Penalty: 8770.132812 Iteration 17Q: 3 clusters Score -278501.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -278573.093750 Penalty: 8770.132812 Iteration 18Q: 3 clusters Score -278573.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -278654.000000 Penalty: 8770.132812 Iteration 19Q: 3 clusters Score -278654 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -278682.218750 Penalty: 8770.132812 Iteration 20F: 3 clusters Score -278682.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -278716.750000 Penalty: 8770.132812 Iteration 21Q: 3 clusters Score -278716.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -278726.937500 Penalty: 8770.132812 Iteration 22Q: 3 clusters Score -278726.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -278737.687500 Penalty: 8770.132812 Iteration 23Q: 3 clusters Score -278737.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -278744.156250 Penalty: 8770.132812 Iteration 24Q: 3 clusters Score -278744.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -278752.406250 Penalty: 8770.132812 Iteration 25Q: 3 clusters Score -278752.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -278756.343750 Penalty: 8770.132812 Iteration 26Q: 3 clusters Score -278756.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -278759.500000 Penalty: 8770.132812 Iteration 27Q: 3 clusters Score -278759.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -278759.500000 Penalty: 8770.132812 Iteration 28F: 3 clusters Score -278759.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Entering Unmasked Estep Score: -219520.515625 Penalty: 4226.080566 Iteration 0F: 2 clusters Score -219520.5 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 499 members Entering Unmasked Estep Score: -215455.171875 Penalty: 8452.161133 Iteration 0F: 3 clusters Score -215455.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -215815.328125 Penalty: 8452.161133 Iteration 1F: 3 clusters Score -215815.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -215969.859375 Penalty: 8452.161133 Iteration 2Q: 3 clusters Score -215969.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -216047.312500 Penalty: 8452.161133 Iteration 3Q: 3 clusters Score -216047.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -216072.125000 Penalty: 8452.161133 Iteration 4Q: 3 clusters Score -216072.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -216091.890625 Penalty: 8452.161133 Iteration 5Q: 3 clusters Score -216091.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -216102.187500 Penalty: 8452.161133 Iteration 6Q: 3 clusters Score -216102.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -216107.984375 Penalty: 8452.161133 Iteration 7Q: 3 clusters Score -216108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -216119.250000 Penalty: 8452.161133 Iteration 8Q: 3 clusters Score -216119.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -216125.562500 Penalty: 8452.161133 Iteration 9Q: 3 clusters Score -216125.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -216130.921875 Penalty: 8452.161133 Iteration 10Q: 3 clusters Score -216130.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -216133.625000 Penalty: 8452.161133 Iteration 11Q: 3 clusters Score -216133.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -216136.562500 Penalty: 8452.161133 Iteration 12Q: 3 clusters Score -216136.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -216136.562500 Penalty: 8452.161133 Iteration 13F: 3 clusters Score -216136.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (84425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84425 members Entering Unmasked Estep Score: -20061534.000000 Penalty: 6947.966309 Iteration 0F: 2 clusters Score -2.006153e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42203 members Mstep: Class 2 contains 42222 members Entering Unmasked Estep Score: -20007506.000000 Penalty: 13895.932617 Iteration 0F: 3 clusters Score -2.000751e+07 nChanged 38122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41937 members Mstep: Class 2 contains 42488 members Entering Unmasked Estep Score: -20028130.000000 Penalty: 13895.932617 Iteration 1F: 3 clusters Score -2.002813e+07 nChanged 3683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41670 members Mstep: Class 2 contains 42755 members Entering Unmasked Estep Score: -20029172.000000 Penalty: 13895.932617 Iteration 2Q: 3 clusters Score -2.002917e+07 nChanged 3393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41265 members Mstep: Class 2 contains 43160 members Entering Unmasked Estep Score: -20030284.000000 Penalty: 13895.932617 Iteration 3Q: 3 clusters Score -2.003028e+07 nChanged 3260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40709 members Mstep: Class 2 contains 43716 members Entering Unmasked Estep Score: -20031302.000000 Penalty: 13895.932617 Iteration 4Q: 3 clusters Score -2.00313e+07 nChanged 3308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39979 members Mstep: Class 2 contains 44446 members Entering Unmasked Estep Score: -20032512.000000 Penalty: 13895.932617 Iteration 5Q: 3 clusters Score -2.003251e+07 nChanged 3529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38980 members Mstep: Class 2 contains 45445 members Entering Unmasked Estep Score: -20034046.000000 Penalty: 13895.932617 Iteration 6Q: 3 clusters Score -2.003405e+07 nChanged 3802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37510 members Mstep: Class 2 contains 46915 members Entering Unmasked Estep Score: -20035926.000000 Penalty: 13895.932617 Iteration 7Q: 3 clusters Score -2.003593e+07 nChanged 3997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35669 members Mstep: Class 2 contains 48756 members Entering Unmasked Estep Score: -20037828.000000 Penalty: 13895.932617 Iteration 8Q: 3 clusters Score -2.003783e+07 nChanged 4103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33530 members Mstep: Class 2 contains 50895 members Entering Unmasked Estep Score: -20039620.000000 Penalty: 13895.932617 Iteration 9Q: 3 clusters Score -2.003962e+07 nChanged 3992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31142 members Mstep: Class 2 contains 53283 members Entering Unmasked Estep Score: -20041694.000000 Penalty: 13895.932617 Iteration 10Q: 3 clusters Score -2.004169e+07 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28539 members Mstep: Class 2 contains 55886 members Entering Unmasked Estep Score: -20043796.000000 Penalty: 13895.932617 Iteration 11Q: 3 clusters Score -2.00438e+07 nChanged 3590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25923 members Mstep: Class 2 contains 58502 members Entering Unmasked Estep Score: -20045780.000000 Penalty: 13895.932617 Iteration 12Q: 3 clusters Score -2.004578e+07 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23395 members Mstep: Class 2 contains 61030 members Entering Unmasked Estep Score: -20047734.000000 Penalty: 13895.932617 Iteration 13Q: 3 clusters Score -2.004773e+07 nChanged 3058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20999 members Mstep: Class 2 contains 63426 members Entering Unmasked Estep Score: -20049602.000000 Penalty: 13895.932617 Iteration 14Q: 3 clusters Score -2.00496e+07 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18953 members Mstep: Class 2 contains 65472 members Entering Unmasked Estep Score: -20051282.000000 Penalty: 13895.932617 Iteration 15Q: 3 clusters Score -2.005128e+07 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 67204 members Entering Unmasked Estep Score: -20052538.000000 Penalty: 13895.932617 Iteration 16Q: 3 clusters Score -2.005254e+07 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15748 members Mstep: Class 2 contains 68677 members Entering Unmasked Estep Score: -20053412.000000 Penalty: 13895.932617 Iteration 17Q: 3 clusters Score -2.005341e+07 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14436 members Mstep: Class 2 contains 69989 members Entering Unmasked Estep Score: -20054192.000000 Penalty: 13895.932617 Iteration 18Q: 3 clusters Score -2.005419e+07 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13264 members Mstep: Class 2 contains 71161 members Entering Unmasked Estep Score: -20054780.000000 Penalty: 13895.932617 Iteration 19Q: 3 clusters Score -2.005478e+07 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 72240 members Entering Unmasked Estep Score: -20055278.000000 Penalty: 13895.932617 Iteration 20F: 3 clusters Score -2.005528e+07 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 73250 members Entering Unmasked Estep Score: -20055780.000000 Penalty: 13895.932617 Iteration 21Q: 3 clusters Score -2.005578e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 74203 members Entering Unmasked Estep Score: -20056174.000000 Penalty: 13895.932617 Iteration 22Q: 3 clusters Score -2.005617e+07 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Mstep: Class 2 contains 75066 members Entering Unmasked Estep Score: -20056496.000000 Penalty: 13895.932617 Iteration 23Q: 3 clusters Score -2.00565e+07 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 75798 members Entering Unmasked Estep Score: -20056668.000000 Penalty: 13895.932617 Iteration 24Q: 3 clusters Score -2.005667e+07 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 76435 members Entering Unmasked Estep Score: -20056872.000000 Penalty: 13895.932617 Iteration 25Q: 3 clusters Score -2.005687e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 77051 members Entering Unmasked Estep Score: -20057002.000000 Penalty: 13895.932617 Iteration 26Q: 3 clusters Score -2.0057e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 77564 members Entering Unmasked Estep Score: -20057042.000000 Penalty: 13895.932617 Iteration 27Q: 3 clusters Score -2.005704e+07 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 77998 members Entering Unmasked Estep Score: -20057110.000000 Penalty: 13895.932617 Iteration 28Q: 3 clusters Score -2.005711e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 78384 members Entering Unmasked Estep Score: -20057220.000000 Penalty: 13895.932617 Iteration 29Q: 3 clusters Score -2.005722e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 78708 members Entering Unmasked Estep Score: -20057268.000000 Penalty: 13895.932617 Iteration 30Q: 3 clusters Score -2.005727e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 79011 members Entering Unmasked Estep Score: -20057296.000000 Penalty: 13895.932617 Iteration 31Q: 3 clusters Score -2.00573e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 79268 members Entering Unmasked Estep Score: -20057244.000000 Penalty: 13895.932617 Iteration 32Q: 3 clusters Score -2.005724e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 79471 members Entering Unmasked Estep Score: -20057268.000000 Penalty: 13895.932617 Iteration 33Q: 3 clusters Score -2.005727e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 79645 members Entering Unmasked Estep Score: -20057270.000000 Penalty: 13895.932617 Iteration 34Q: 3 clusters Score -2.005727e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 79771 members Entering Unmasked Estep Score: -20057258.000000 Penalty: 13895.932617 Iteration 35Q: 3 clusters Score -2.005726e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 79871 members Entering Unmasked Estep Score: -20057202.000000 Penalty: 13895.932617 Iteration 36Q: 3 clusters Score -2.00572e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 79954 members Entering Unmasked Estep Score: -20057232.000000 Penalty: 13895.932617 Iteration 37Q: 3 clusters Score -2.005723e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 80034 members Entering Unmasked Estep Score: -20057242.000000 Penalty: 13895.932617 Iteration 38Q: 3 clusters Score -2.005724e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 80119 members Entering Unmasked Estep Score: -20057232.000000 Penalty: 13895.932617 Iteration 39Q: 3 clusters Score -2.005723e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 80213 members Entering Unmasked Estep Score: -20057256.000000 Penalty: 13895.932617 Iteration 40F: 3 clusters Score -2.005726e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 80302 members Entering Unmasked Estep Score: -20057268.000000 Penalty: 13895.932617 Iteration 41Q: 3 clusters Score -2.005727e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 80393 members Entering Unmasked Estep Score: -20057262.000000 Penalty: 13895.932617 Iteration 42Q: 3 clusters Score -2.005726e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 80485 members Entering Unmasked Estep Score: -20057218.000000 Penalty: 13895.932617 Iteration 43Q: 3 clusters Score -2.005722e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 80553 members Entering Unmasked Estep Score: -20057188.000000 Penalty: 13895.932617 Iteration 44Q: 3 clusters Score -2.005719e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 80611 members Entering Unmasked Estep Score: -20057228.000000 Penalty: 13895.932617 Iteration 45Q: 3 clusters Score -2.005723e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 80672 members Entering Unmasked Estep Score: -20057214.000000 Penalty: 13895.932617 Iteration 46Q: 3 clusters Score -2.005721e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 80731 members Entering Unmasked Estep Score: -20057228.000000 Penalty: 13895.932617 Iteration 47Q: 3 clusters Score -2.005723e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 80796 members Entering Unmasked Estep Score: -20057192.000000 Penalty: 13895.932617 Iteration 48Q: 3 clusters Score -2.005719e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 80857 members Entering Unmasked Estep Score: -20057206.000000 Penalty: 13895.932617 Iteration 49Q: 3 clusters Score -2.005721e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 80919 members Entering Unmasked Estep Score: -20057198.000000 Penalty: 13895.932617 Iteration 50Q: 3 clusters Score -2.00572e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 80977 members Entering Unmasked Estep Score: -20057196.000000 Penalty: 13895.932617 Iteration 51Q: 3 clusters Score -2.00572e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 81044 members Entering Unmasked Estep Score: -20057176.000000 Penalty: 13895.932617 Iteration 52Q: 3 clusters Score -2.005718e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 81102 members Entering Unmasked Estep Score: -20057168.000000 Penalty: 13895.932617 Iteration 53Q: 3 clusters Score -2.005717e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 81142 members Entering Unmasked Estep Score: -20057172.000000 Penalty: 13895.932617 Iteration 54Q: 3 clusters Score -2.005717e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 81168 members Entering Unmasked Estep Score: -20057226.000000 Penalty: 13895.932617 Iteration 55Q: 3 clusters Score -2.005723e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 81196 members Entering Unmasked Estep Score: -20057220.000000 Penalty: 13895.932617 Iteration 56Q: 3 clusters Score -2.005722e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 81216 members Entering Unmasked Estep Score: -20057216.000000 Penalty: 13895.932617 Iteration 57Q: 3 clusters Score -2.005722e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 81237 members Entering Unmasked Estep Score: -20057212.000000 Penalty: 13895.932617 Iteration 58Q: 3 clusters Score -2.005721e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 81257 members Entering Unmasked Estep Score: -20057210.000000 Penalty: 13895.932617 Iteration 59Q: 3 clusters Score -2.005721e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 81279 members Entering Unmasked Estep Score: -20057206.000000 Penalty: 13895.932617 Iteration 60F: 3 clusters Score -2.005721e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 81302 members Entering Unmasked Estep Score: -20057228.000000 Penalty: 13895.932617 Iteration 61Q: 3 clusters Score -2.005723e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 81318 members Entering Unmasked Estep Score: -20057202.000000 Penalty: 13895.932617 Iteration 62Q: 3 clusters Score -2.00572e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 81339 members Entering Unmasked Estep Score: -20057210.000000 Penalty: 13895.932617 Iteration 63Q: 3 clusters Score -2.005721e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 81353 members Entering Unmasked Estep Score: -20057210.000000 Penalty: 13895.932617 Iteration 64Q: 3 clusters Score -2.005721e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 81366 members Entering Unmasked Estep Score: -20057220.000000 Penalty: 13895.932617 Iteration 65Q: 3 clusters Score -2.005722e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 81383 members Entering Unmasked Estep Score: -20057224.000000 Penalty: 13895.932617 Iteration 66Q: 3 clusters Score -2.005722e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 81398 members Entering Unmasked Estep Score: -20057258.000000 Penalty: 13895.932617 Iteration 67Q: 3 clusters Score -2.005726e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 81417 members Entering Unmasked Estep Score: -20057254.000000 Penalty: 13895.932617 Iteration 68Q: 3 clusters Score -2.005725e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 81437 members Entering Unmasked Estep Score: -20057264.000000 Penalty: 13895.932617 Iteration 69Q: 3 clusters Score -2.005726e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 81454 members Entering Unmasked Estep Score: -20057248.000000 Penalty: 13895.932617 Iteration 70Q: 3 clusters Score -2.005725e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 81473 members Entering Unmasked Estep Score: -20057242.000000 Penalty: 13895.932617 Iteration 71Q: 3 clusters Score -2.005724e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 81490 members Entering Unmasked Estep Score: -20057246.000000 Penalty: 13895.932617 Iteration 72Q: 3 clusters Score -2.005725e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 81505 members Entering Unmasked Estep Score: -20057234.000000 Penalty: 13895.932617 Iteration 73Q: 3 clusters Score -2.005723e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 81520 members Entering Unmasked Estep Score: -20057246.000000 Penalty: 13895.932617 Iteration 74Q: 3 clusters Score -2.005725e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 81537 members Entering Unmasked Estep Score: -20057256.000000 Penalty: 13895.932617 Iteration 75Q: 3 clusters Score -2.005726e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 81547 members Entering Unmasked Estep Score: -20057250.000000 Penalty: 13895.932617 Iteration 76Q: 3 clusters Score -2.005725e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 81555 members Entering Unmasked Estep Score: -20057242.000000 Penalty: 13895.932617 Iteration 77Q: 3 clusters Score -2.005724e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 81561 members Entering Unmasked Estep Score: -20057254.000000 Penalty: 13895.932617 Iteration 78Q: 3 clusters Score -2.005725e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 81568 members Entering Unmasked Estep Score: -20057240.000000 Penalty: 13895.932617 Iteration 79Q: 3 clusters Score -2.005724e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 81574 members Entering Unmasked Estep Score: -20057256.000000 Penalty: 13895.932617 Iteration 80F: 3 clusters Score -2.005726e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 81585 members Entering Unmasked Estep Score: -20057256.000000 Penalty: 13895.932617 Iteration 81Q: 3 clusters Score -2.005726e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 81599 members Entering Unmasked Estep Score: -20057262.000000 Penalty: 13895.932617 Iteration 82Q: 3 clusters Score -2.005726e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 81608 members Entering Unmasked Estep Score: -20057246.000000 Penalty: 13895.932617 Iteration 83Q: 3 clusters Score -2.005725e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 81620 members Entering Unmasked Estep Score: -20057226.000000 Penalty: 13895.932617 Iteration 84Q: 3 clusters Score -2.005723e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 81629 members Entering Unmasked Estep Score: -20057244.000000 Penalty: 13895.932617 Iteration 85Q: 3 clusters Score -2.005724e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 81635 members Entering Unmasked Estep Score: -20057208.000000 Penalty: 13895.932617 Iteration 86Q: 3 clusters Score -2.005721e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 81641 members Entering Unmasked Estep Score: -20057234.000000 Penalty: 13895.932617 Iteration 87Q: 3 clusters Score -2.005723e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 81648 members Entering Unmasked Estep Score: -20057230.000000 Penalty: 13895.932617 Iteration 88Q: 3 clusters Score -2.005723e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 81652 members Entering Unmasked Estep Score: -20057254.000000 Penalty: 13895.932617 Iteration 89Q: 3 clusters Score -2.005725e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 81654 members Entering Unmasked Estep Score: -20057252.000000 Penalty: 13895.932617 Iteration 90Q: 3 clusters Score -2.005725e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 81657 members Entering Unmasked Estep Score: -20057244.000000 Penalty: 13895.932617 Iteration 91Q: 3 clusters Score -2.005724e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 81659 members Entering Unmasked Estep Score: -20057246.000000 Penalty: 13895.932617 Iteration 92Q: 3 clusters Score -2.005725e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 81660 members Entering Unmasked Estep Score: -20057238.000000 Penalty: 13895.932617 Iteration 93Q: 3 clusters Score -2.005724e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 81662 members Entering Unmasked Estep Score: -20057248.000000 Penalty: 13895.932617 Iteration 94Q: 3 clusters Score -2.005725e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 81664 members Entering Unmasked Estep Score: -20057258.000000 Penalty: 13895.932617 Iteration 95Q: 3 clusters Score -2.005726e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 81669 members Entering Unmasked Estep Score: -20057248.000000 Penalty: 13895.932617 Iteration 96Q: 3 clusters Score -2.005725e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 81673 members Entering Unmasked Estep Score: -20057254.000000 Penalty: 13895.932617 Iteration 97Q: 3 clusters Score -2.005725e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 81677 members Entering Unmasked Estep Score: -20057250.000000 Penalty: 13895.932617 Iteration 98Q: 3 clusters Score -2.005725e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 81679 members Entering Unmasked Estep Score: -20057262.000000 Penalty: 13895.932617 Iteration 99Q: 3 clusters Score -2.005726e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 81680 members Entering Unmasked Estep Score: -20057260.000000 Penalty: 13895.932617 Iteration 100F: 3 clusters Score -2.005726e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Entering Unmasked Estep Score: -114659.101562 Penalty: 3842.137207 Iteration 0F: 2 clusters Score -114659.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -111175.585938 Penalty: 7684.274414 Iteration 0F: 3 clusters Score -111175.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -111303.320312 Penalty: 7684.274414 Iteration 1F: 3 clusters Score -111303.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -111362.546875 Penalty: 7684.274414 Iteration 2Q: 3 clusters Score -111362.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -111372.031250 Penalty: 7684.274414 Iteration 3Q: 3 clusters Score -111372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -111374.781250 Penalty: 7684.274414 Iteration 4Q: 3 clusters Score -111374.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -111374.781250 Penalty: 7684.274414 Iteration 5F: 3 clusters Score -111374.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13379 members Entering Unmasked Estep Score: -3066668.750000 Penalty: 5819.633301 Iteration 0F: 2 clusters Score -3066669 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -3054312.500000 Penalty: 11639.266602 Iteration 0F: 3 clusters Score -3054312 nChanged 5113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -3057167.000000 Penalty: 11639.266602 Iteration 1F: 3 clusters Score -3057167 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -3057749.750000 Penalty: 11639.266602 Iteration 2F: 3 clusters Score -3057750 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -3058167.500000 Penalty: 11639.266602 Iteration 3F: 3 clusters Score -3058168 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -3058552.750000 Penalty: 11639.266602 Iteration 4Q: 3 clusters Score -3058553 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -3058925.500000 Penalty: 11639.266602 Iteration 5Q: 3 clusters Score -3058926 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -3059274.250000 Penalty: 11639.266602 Iteration 6Q: 3 clusters Score -3059274 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -3059607.750000 Penalty: 11639.266602 Iteration 7Q: 3 clusters Score -3059608 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -3059907.250000 Penalty: 11639.266602 Iteration 8Q: 3 clusters Score -3059907 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -3060203.500000 Penalty: 11639.266602 Iteration 9Q: 3 clusters Score -3060204 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -3060477.500000 Penalty: 11639.266602 Iteration 10Q: 3 clusters Score -3060478 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -3060739.000000 Penalty: 11639.266602 Iteration 11Q: 3 clusters Score -3060739 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -3061003.500000 Penalty: 11639.266602 Iteration 12Q: 3 clusters Score -3061004 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -3061235.250000 Penalty: 11639.266602 Iteration 13Q: 3 clusters Score -3061235 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -3061436.500000 Penalty: 11639.266602 Iteration 14Q: 3 clusters Score -3061436 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -3061616.250000 Penalty: 11639.266602 Iteration 15Q: 3 clusters Score -3061616 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -3061766.250000 Penalty: 11639.266602 Iteration 16Q: 3 clusters Score -3061766 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -3061935.500000 Penalty: 11639.266602 Iteration 17Q: 3 clusters Score -3061936 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -3062098.750000 Penalty: 11639.266602 Iteration 18Q: 3 clusters Score -3062099 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -3062245.250000 Penalty: 11639.266602 Iteration 19Q: 3 clusters Score -3062245 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9919 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -3062386.750000 Penalty: 11639.266602 Iteration 20F: 3 clusters Score -3062387 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -3062471.250000 Penalty: 11639.266602 Iteration 21Q: 3 clusters Score -3062471 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10064 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -3062546.000000 Penalty: 11639.266602 Iteration 22Q: 3 clusters Score -3062546 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -3062600.750000 Penalty: 11639.266602 Iteration 23Q: 3 clusters Score -3062601 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10150 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -3062654.250000 Penalty: 11639.266602 Iteration 24Q: 3 clusters Score -3062654 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -3062678.000000 Penalty: 11639.266602 Iteration 25Q: 3 clusters Score -3062678 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -3062710.500000 Penalty: 11639.266602 Iteration 26Q: 3 clusters Score -3062710 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -3062728.500000 Penalty: 11639.266602 Iteration 27Q: 3 clusters Score -3062728 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10274 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -3062747.750000 Penalty: 11639.266602 Iteration 28Q: 3 clusters Score -3062748 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10285 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -3062762.000000 Penalty: 11639.266602 Iteration 29Q: 3 clusters Score -3062762 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10296 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -3062757.500000 Penalty: 11639.266602 Iteration 30Q: 3 clusters Score -3062758 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -3062760.750000 Penalty: 11639.266602 Iteration 31Q: 3 clusters Score -3062761 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -3062761.500000 Penalty: 11639.266602 Iteration 32Q: 3 clusters Score -3062762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -3062760.250000 Penalty: 11639.266602 Iteration 33Q: 3 clusters Score -3062760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -3062763.500000 Penalty: 11639.266602 Iteration 34Q: 3 clusters Score -3062764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -3062769.250000 Penalty: 11639.266602 Iteration 35Q: 3 clusters Score -3062769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -3062771.250000 Penalty: 11639.266602 Iteration 36Q: 3 clusters Score -3062771 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -3062772.500000 Penalty: 11639.266602 Iteration 37Q: 3 clusters Score -3062772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10333 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -3062773.000000 Penalty: 11639.266602 Iteration 38Q: 3 clusters Score -3062773 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -3062775.750000 Penalty: 11639.266602 Iteration 39Q: 3 clusters Score -3062776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -3062769.250000 Penalty: 11639.266602 Iteration 40F: 3 clusters Score -3062769 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -3062777.000000 Penalty: 11639.266602 Iteration 41Q: 3 clusters Score -3062777 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -3062790.000000 Penalty: 11639.266602 Iteration 42Q: 3 clusters Score -3062790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10351 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -3062798.250000 Penalty: 11639.266602 Iteration 43Q: 3 clusters Score -3062798 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -3062803.750000 Penalty: 11639.266602 Iteration 44Q: 3 clusters Score -3062804 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -3062809.500000 Penalty: 11639.266602 Iteration 45Q: 3 clusters Score -3062810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -3062807.000000 Penalty: 11639.266602 Iteration 46Q: 3 clusters Score -3062807 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -3062807.000000 Penalty: 11639.266602 Iteration 47Q: 3 clusters Score -3062807 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10384 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -3062807.500000 Penalty: 11639.266602 Iteration 48Q: 3 clusters Score -3062808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -3062809.750000 Penalty: 11639.266602 Iteration 49Q: 3 clusters Score -3062810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -3062809.750000 Penalty: 11639.266602 Iteration 50F: 3 clusters Score -3062810 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Entering Unmasked Estep Score: -180886.203125 Penalty: 4128.568359 Iteration 0F: 2 clusters Score -180886.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -176926.718750 Penalty: 8257.136719 Iteration 0F: 3 clusters Score -176926.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -177255.203125 Penalty: 8257.136719 Iteration 1F: 3 clusters Score -177255.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -177382.046875 Penalty: 8257.136719 Iteration 2Q: 3 clusters Score -177382 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -177434.484375 Penalty: 8257.136719 Iteration 3Q: 3 clusters Score -177434.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -177458.906250 Penalty: 8257.136719 Iteration 4Q: 3 clusters Score -177458.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -177460.843750 Penalty: 8257.136719 Iteration 5Q: 3 clusters Score -177460.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -177468.156250 Penalty: 8257.136719 Iteration 6Q: 3 clusters Score -177468.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -177468.156250 Penalty: 8257.136719 Iteration 7F: 3 clusters Score -177468.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Entering Unmasked Estep Score: -284061.093750 Penalty: 4351.288086 Iteration 0F: 2 clusters Score -284061.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -279738.906250 Penalty: 8702.576172 Iteration 0F: 3 clusters Score -279738.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -280109.937500 Penalty: 8702.576172 Iteration 1F: 3 clusters Score -280109.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -280207.406250 Penalty: 8702.576172 Iteration 2Q: 3 clusters Score -280207.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -280257.125000 Penalty: 8702.576172 Iteration 3Q: 3 clusters Score -280257.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -280291.500000 Penalty: 8702.576172 Iteration 4Q: 3 clusters Score -280291.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -280307.406250 Penalty: 8702.576172 Iteration 5Q: 3 clusters Score -280307.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -280317.937500 Penalty: 8702.576172 Iteration 6Q: 3 clusters Score -280317.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -280328.156250 Penalty: 8702.576172 Iteration 7Q: 3 clusters Score -280328.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -280340.875000 Penalty: 8702.576172 Iteration 8Q: 3 clusters Score -280340.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -280340.875000 Penalty: 8702.576172 Iteration 9F: 3 clusters Score -280340.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Entering Unmasked Estep Score: -2253105.250000 Penalty: 5613.644043 Iteration 0F: 2 clusters Score -2253105 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -2243183.000000 Penalty: 11227.288086 Iteration 0F: 3 clusters Score -2243183 nChanged 3433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -2245196.000000 Penalty: 11227.288086 Iteration 1F: 3 clusters Score -2245196 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -2245606.250000 Penalty: 11227.288086 Iteration 2F: 3 clusters Score -2245606 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -2245835.500000 Penalty: 11227.288086 Iteration 3Q: 3 clusters Score -2245836 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -2245986.250000 Penalty: 11227.288086 Iteration 4Q: 3 clusters Score -2245986 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -2246111.000000 Penalty: 11227.288086 Iteration 5Q: 3 clusters Score -2246111 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -2246217.500000 Penalty: 11227.288086 Iteration 6Q: 3 clusters Score -2246218 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -2246309.500000 Penalty: 11227.288086 Iteration 7Q: 3 clusters Score -2246310 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -2246371.750000 Penalty: 11227.288086 Iteration 8Q: 3 clusters Score -2246372 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -2246443.000000 Penalty: 11227.288086 Iteration 9Q: 3 clusters Score -2246443 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -2246495.250000 Penalty: 11227.288086 Iteration 10Q: 3 clusters Score -2246495 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -2246552.750000 Penalty: 11227.288086 Iteration 11Q: 3 clusters Score -2246553 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -2246610.500000 Penalty: 11227.288086 Iteration 12Q: 3 clusters Score -2246610 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -2246671.750000 Penalty: 11227.288086 Iteration 13Q: 3 clusters Score -2246672 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -2246733.250000 Penalty: 11227.288086 Iteration 14Q: 3 clusters Score -2246733 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -2246828.250000 Penalty: 11227.288086 Iteration 15Q: 3 clusters Score -2246828 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -2246917.750000 Penalty: 11227.288086 Iteration 16Q: 3 clusters Score -2246918 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -2247037.250000 Penalty: 11227.288086 Iteration 17Q: 3 clusters Score -2247037 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -2247178.750000 Penalty: 11227.288086 Iteration 18Q: 3 clusters Score -2247179 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -2247344.500000 Penalty: 11227.288086 Iteration 19Q: 3 clusters Score -2247344 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -2247552.250000 Penalty: 11227.288086 Iteration 20F: 3 clusters Score -2247552 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -2247764.250000 Penalty: 11227.288086 Iteration 21Q: 3 clusters Score -2247764 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -2247981.750000 Penalty: 11227.288086 Iteration 22Q: 3 clusters Score -2247982 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -2248185.000000 Penalty: 11227.288086 Iteration 23Q: 3 clusters Score -2248185 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -2248348.000000 Penalty: 11227.288086 Iteration 24Q: 3 clusters Score -2248348 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -2248478.750000 Penalty: 11227.288086 Iteration 25Q: 3 clusters Score -2248479 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -2248582.250000 Penalty: 11227.288086 Iteration 26Q: 3 clusters Score -2248582 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -2248675.500000 Penalty: 11227.288086 Iteration 27Q: 3 clusters Score -2248676 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -2248750.750000 Penalty: 11227.288086 Iteration 28Q: 3 clusters Score -2248751 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -2248797.250000 Penalty: 11227.288086 Iteration 29Q: 3 clusters Score -2248797 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -2248834.500000 Penalty: 11227.288086 Iteration 30Q: 3 clusters Score -2248834 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -2248855.500000 Penalty: 11227.288086 Iteration 31Q: 3 clusters Score -2248856 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -2248872.000000 Penalty: 11227.288086 Iteration 32Q: 3 clusters Score -2248872 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -2248873.500000 Penalty: 11227.288086 Iteration 33Q: 3 clusters Score -2248874 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -2248882.750000 Penalty: 11227.288086 Iteration 34Q: 3 clusters Score -2248883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -2248884.500000 Penalty: 11227.288086 Iteration 35Q: 3 clusters Score -2248884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -2248889.000000 Penalty: 11227.288086 Iteration 36Q: 3 clusters Score -2248889 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -2248887.250000 Penalty: 11227.288086 Iteration 37Q: 3 clusters Score -2248887 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -2248888.000000 Penalty: 11227.288086 Iteration 38Q: 3 clusters Score -2248888 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -2248893.000000 Penalty: 11227.288086 Iteration 39Q: 3 clusters Score -2248893 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -2248894.500000 Penalty: 11227.288086 Iteration 40F: 3 clusters Score -2248894 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -2248904.750000 Penalty: 11227.288086 Iteration 41Q: 3 clusters Score -2248905 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -2248906.500000 Penalty: 11227.288086 Iteration 42Q: 3 clusters Score -2248906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -2248913.250000 Penalty: 11227.288086 Iteration 43Q: 3 clusters Score -2248913 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -2248913.500000 Penalty: 11227.288086 Iteration 44Q: 3 clusters Score -2248914 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -2248921.250000 Penalty: 11227.288086 Iteration 45Q: 3 clusters Score -2248921 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -2248922.750000 Penalty: 11227.288086 Iteration 46Q: 3 clusters Score -2248923 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -2248928.000000 Penalty: 11227.288086 Iteration 47Q: 3 clusters Score -2248928 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -2248930.000000 Penalty: 11227.288086 Iteration 48Q: 3 clusters Score -2248930 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -2248929.500000 Penalty: 11227.288086 Iteration 49Q: 3 clusters Score -2248930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -2248931.000000 Penalty: 11227.288086 Iteration 50Q: 3 clusters Score -2248931 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -2248935.750000 Penalty: 11227.288086 Iteration 51Q: 3 clusters Score -2248936 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -2248941.250000 Penalty: 11227.288086 Iteration 52Q: 3 clusters Score -2248941 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -2248944.750000 Penalty: 11227.288086 Iteration 53Q: 3 clusters Score -2248945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -2248942.000000 Penalty: 11227.288086 Iteration 54Q: 3 clusters Score -2248942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -2248941.750000 Penalty: 11227.288086 Iteration 55Q: 3 clusters Score -2248942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -2248946.000000 Penalty: 11227.288086 Iteration 56Q: 3 clusters Score -2248946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -2248947.250000 Penalty: 11227.288086 Iteration 57Q: 3 clusters Score -2248947 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -2248946.250000 Penalty: 11227.288086 Iteration 58Q: 3 clusters Score -2248946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -2248947.500000 Penalty: 11227.288086 Iteration 59Q: 3 clusters Score -2248948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -2248947.750000 Penalty: 11227.288086 Iteration 60F: 3 clusters Score -2248948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -2248949.250000 Penalty: 11227.288086 Iteration 61Q: 3 clusters Score -2248949 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -2248954.250000 Penalty: 11227.288086 Iteration 62Q: 3 clusters Score -2248954 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -2248952.750000 Penalty: 11227.288086 Iteration 63Q: 3 clusters Score -2248953 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -2248952.500000 Penalty: 11227.288086 Iteration 64Q: 3 clusters Score -2248952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -2248953.750000 Penalty: 11227.288086 Iteration 65Q: 3 clusters Score -2248954 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -2248952.250000 Penalty: 11227.288086 Iteration 66Q: 3 clusters Score -2248952 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -2248952.250000 Penalty: 11227.288086 Iteration 67F: 3 clusters Score -2248952 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -100746.617188 Penalty: 3832.821289 Iteration 0F: 2 clusters Score -100746.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -97711.578125 Penalty: 7665.642578 Iteration 0F: 3 clusters Score -97711.58 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -98157.851562 Penalty: 7665.642578 Iteration 1F: 3 clusters Score -98157.85 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -98280.250000 Penalty: 7665.642578 Iteration 2Q: 3 clusters Score -98280.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -98348.773438 Penalty: 7665.642578 Iteration 3Q: 3 clusters Score -98348.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -98378.187500 Penalty: 7665.642578 Iteration 4Q: 3 clusters Score -98378.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -98395.031250 Penalty: 7665.642578 Iteration 5Q: 3 clusters Score -98395.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -98406.828125 Penalty: 7665.642578 Iteration 6Q: 3 clusters Score -98406.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -98411.890625 Penalty: 7665.642578 Iteration 7Q: 3 clusters Score -98411.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -98411.890625 Penalty: 7665.642578 Iteration 8F: 3 clusters Score -98411.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Entering Unmasked Estep Score: -74655.750000 Penalty: 3633.500244 Iteration 0F: 2 clusters Score -74655.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -71715.882812 Penalty: 7267.000488 Iteration 0F: 3 clusters Score -71715.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -71858.460938 Penalty: 7267.000488 Iteration 1F: 3 clusters Score -71858.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -71867.710938 Penalty: 7267.000488 Iteration 2Q: 3 clusters Score -71867.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -71871.078125 Penalty: 7267.000488 Iteration 3Q: 3 clusters Score -71871.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -71875.593750 Penalty: 7267.000488 Iteration 4Q: 3 clusters Score -71875.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -71875.593750 Penalty: 7267.000488 Iteration 5F: 3 clusters Score -71875.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (27016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27016 members Entering Unmasked Estep Score: -6319195.500000 Penalty: 6250.062988 Iteration 0F: 2 clusters Score -6319196 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13685 members Mstep: Class 2 contains 13331 members Entering Unmasked Estep Score: -6298242.000000 Penalty: 12500.125977 Iteration 0F: 3 clusters Score -6298242 nChanged 11269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -6304405.500000 Penalty: 12500.125977 Iteration 1F: 3 clusters Score -6304406 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14730 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -6305454.000000 Penalty: 12500.125977 Iteration 2F: 3 clusters Score -6305454 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15211 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -6306463.000000 Penalty: 12500.125977 Iteration 3F: 3 clusters Score -6306463 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -6307331.000000 Penalty: 12500.125977 Iteration 4F: 3 clusters Score -6307331 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 10278 members Entering Unmasked Estep Score: -6308156.500000 Penalty: 12500.125977 Iteration 5F: 3 clusters Score -6308156 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17728 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -6308979.500000 Penalty: 12500.125977 Iteration 6F: 3 clusters Score -6308980 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18819 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -6309859.000000 Penalty: 12500.125977 Iteration 7Q: 3 clusters Score -6309859 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19942 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -6310765.500000 Penalty: 12500.125977 Iteration 8Q: 3 clusters Score -6310766 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21048 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -6311791.500000 Penalty: 12500.125977 Iteration 9Q: 3 clusters Score -6311792 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22049 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -6312900.000000 Penalty: 12500.125977 Iteration 10Q: 3 clusters Score -6312900 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22764 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -6313707.500000 Penalty: 12500.125977 Iteration 11Q: 3 clusters Score -6313708 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23207 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -6314435.500000 Penalty: 12500.125977 Iteration 12Q: 3 clusters Score -6314436 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23483 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -6315071.000000 Penalty: 12500.125977 Iteration 13Q: 3 clusters Score -6315071 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23599 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -6315525.500000 Penalty: 12500.125977 Iteration 14Q: 3 clusters Score -6315526 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23614 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -6315805.000000 Penalty: 12500.125977 Iteration 15Q: 3 clusters Score -6315805 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23569 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -6315965.000000 Penalty: 12500.125977 Iteration 16Q: 3 clusters Score -6315965 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23511 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -6316028.000000 Penalty: 12500.125977 Iteration 17Q: 3 clusters Score -6316028 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23437 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -6316091.000000 Penalty: 12500.125977 Iteration 18Q: 3 clusters Score -6316091 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23348 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -6316157.000000 Penalty: 12500.125977 Iteration 19Q: 3 clusters Score -6316157 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23263 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -6316191.000000 Penalty: 12500.125977 Iteration 20F: 3 clusters Score -6316191 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23202 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -6316223.500000 Penalty: 12500.125977 Iteration 21Q: 3 clusters Score -6316224 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23146 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -6316263.000000 Penalty: 12500.125977 Iteration 22Q: 3 clusters Score -6316263 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23090 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -6316272.500000 Penalty: 12500.125977 Iteration 23Q: 3 clusters Score -6316272 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23053 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -6316283.000000 Penalty: 12500.125977 Iteration 24Q: 3 clusters Score -6316283 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23015 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -6316319.000000 Penalty: 12500.125977 Iteration 25Q: 3 clusters Score -6316319 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22977 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -6316319.000000 Penalty: 12500.125977 Iteration 26Q: 3 clusters Score -6316319 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22943 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -6316346.500000 Penalty: 12500.125977 Iteration 27Q: 3 clusters Score -6316346 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22919 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -6316348.000000 Penalty: 12500.125977 Iteration 28Q: 3 clusters Score -6316348 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22891 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -6316347.000000 Penalty: 12500.125977 Iteration 29Q: 3 clusters Score -6316347 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22868 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -6316347.500000 Penalty: 12500.125977 Iteration 30Q: 3 clusters Score -6316348 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22849 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -6316358.500000 Penalty: 12500.125977 Iteration 31Q: 3 clusters Score -6316358 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22834 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -6316366.000000 Penalty: 12500.125977 Iteration 32Q: 3 clusters Score -6316366 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22812 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -6316372.000000 Penalty: 12500.125977 Iteration 33Q: 3 clusters Score -6316372 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -6316370.000000 Penalty: 12500.125977 Iteration 34Q: 3 clusters Score -6316370 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22771 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -6316356.500000 Penalty: 12500.125977 Iteration 35Q: 3 clusters Score -6316356 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22749 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -6316381.500000 Penalty: 12500.125977 Iteration 36Q: 3 clusters Score -6316382 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22732 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -6316380.000000 Penalty: 12500.125977 Iteration 37Q: 3 clusters Score -6316380 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22722 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -6316390.000000 Penalty: 12500.125977 Iteration 38Q: 3 clusters Score -6316390 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22713 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -6316386.000000 Penalty: 12500.125977 Iteration 39Q: 3 clusters Score -6316386 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22700 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -6316391.000000 Penalty: 12500.125977 Iteration 40F: 3 clusters Score -6316391 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -6316399.500000 Penalty: 12500.125977 Iteration 41Q: 3 clusters Score -6316400 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22675 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -6316399.500000 Penalty: 12500.125977 Iteration 42Q: 3 clusters Score -6316400 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22661 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -6316402.500000 Penalty: 12500.125977 Iteration 43Q: 3 clusters Score -6316402 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22644 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -6316391.500000 Penalty: 12500.125977 Iteration 44Q: 3 clusters Score -6316392 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22633 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -6316406.500000 Penalty: 12500.125977 Iteration 45Q: 3 clusters Score -6316406 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22624 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -6316413.000000 Penalty: 12500.125977 Iteration 46Q: 3 clusters Score -6316413 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22617 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -6316420.500000 Penalty: 12500.125977 Iteration 47Q: 3 clusters Score -6316420 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22609 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -6316399.000000 Penalty: 12500.125977 Iteration 48Q: 3 clusters Score -6316399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22606 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -6316407.000000 Penalty: 12500.125977 Iteration 49Q: 3 clusters Score -6316407 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22603 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -6316406.500000 Penalty: 12500.125977 Iteration 50Q: 3 clusters Score -6316406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22602 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -6316409.000000 Penalty: 12500.125977 Iteration 51Q: 3 clusters Score -6316409 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22602 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -6316409.000000 Penalty: 12500.125977 Iteration 52F: 3 clusters Score -6316409 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -45053.726562 Penalty: 3367.015381 Iteration 0F: 2 clusters Score -45053.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -42490.074219 Penalty: 6734.030762 Iteration 0F: 3 clusters Score -42490.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -42577.023438 Penalty: 6734.030762 Iteration 1Q: 3 clusters Score -42577.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -42640.070312 Penalty: 6734.030762 Iteration 2Q: 3 clusters Score -42640.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -42689.082031 Penalty: 6734.030762 Iteration 3Q: 3 clusters Score -42689.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -42702.519531 Penalty: 6734.030762 Iteration 4Q: 3 clusters Score -42702.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -42702.519531 Penalty: 6734.030762 Iteration 5F: 3 clusters Score -42702.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (20770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20770 members Entering Unmasked Estep Score: -4835324.000000 Penalty: 6089.024902 Iteration 0F: 2 clusters Score -4835324 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -4818308.500000 Penalty: 12178.049805 Iteration 0F: 3 clusters Score -4818308 nChanged 8421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -4822834.000000 Penalty: 12178.049805 Iteration 1F: 3 clusters Score -4822834 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -4823721.000000 Penalty: 12178.049805 Iteration 2F: 3 clusters Score -4823721 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -4824665.500000 Penalty: 12178.049805 Iteration 3F: 3 clusters Score -4824666 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 8839 members Entering Unmasked Estep Score: -4825693.500000 Penalty: 12178.049805 Iteration 4F: 3 clusters Score -4825694 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12698 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -4826699.500000 Penalty: 12178.049805 Iteration 5F: 3 clusters Score -4826700 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13578 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -4827703.000000 Penalty: 12178.049805 Iteration 6F: 3 clusters Score -4827703 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14454 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -4828574.000000 Penalty: 12178.049805 Iteration 7F: 3 clusters Score -4828574 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15239 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -4829296.000000 Penalty: 12178.049805 Iteration 8Q: 3 clusters Score -4829296 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15900 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -4829819.500000 Penalty: 12178.049805 Iteration 9Q: 3 clusters Score -4829820 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -4830239.500000 Penalty: 12178.049805 Iteration 10Q: 3 clusters Score -4830240 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16972 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -4830628.500000 Penalty: 12178.049805 Iteration 11Q: 3 clusters Score -4830628 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17361 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -4830885.500000 Penalty: 12178.049805 Iteration 12Q: 3 clusters Score -4830886 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17676 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -4831089.000000 Penalty: 12178.049805 Iteration 13Q: 3 clusters Score -4831089 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17911 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -4831242.500000 Penalty: 12178.049805 Iteration 14Q: 3 clusters Score -4831242 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18106 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -4831347.000000 Penalty: 12178.049805 Iteration 15Q: 3 clusters Score -4831347 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18266 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -4831430.500000 Penalty: 12178.049805 Iteration 16Q: 3 clusters Score -4831430 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18383 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -4831510.500000 Penalty: 12178.049805 Iteration 17Q: 3 clusters Score -4831510 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18488 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -4831564.000000 Penalty: 12178.049805 Iteration 18Q: 3 clusters Score -4831564 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18579 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -4831608.500000 Penalty: 12178.049805 Iteration 19Q: 3 clusters Score -4831608 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18642 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -4831642.500000 Penalty: 12178.049805 Iteration 20F: 3 clusters Score -4831642 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18706 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -4831664.000000 Penalty: 12178.049805 Iteration 21Q: 3 clusters Score -4831664 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18756 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -4831701.500000 Penalty: 12178.049805 Iteration 22Q: 3 clusters Score -4831702 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18782 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -4831714.000000 Penalty: 12178.049805 Iteration 23Q: 3 clusters Score -4831714 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18801 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -4831716.500000 Penalty: 12178.049805 Iteration 24Q: 3 clusters Score -4831716 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18820 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -4831717.000000 Penalty: 12178.049805 Iteration 25Q: 3 clusters Score -4831717 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18836 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -4831724.500000 Penalty: 12178.049805 Iteration 26Q: 3 clusters Score -4831724 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18846 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -4831725.500000 Penalty: 12178.049805 Iteration 27Q: 3 clusters Score -4831726 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18856 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -4831737.000000 Penalty: 12178.049805 Iteration 28Q: 3 clusters Score -4831737 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18867 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -4831745.500000 Penalty: 12178.049805 Iteration 29Q: 3 clusters Score -4831746 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18873 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -4831745.500000 Penalty: 12178.049805 Iteration 30Q: 3 clusters Score -4831746 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18884 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -4831753.000000 Penalty: 12178.049805 Iteration 31Q: 3 clusters Score -4831753 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18896 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -4831764.000000 Penalty: 12178.049805 Iteration 32Q: 3 clusters Score -4831764 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18904 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -4831763.000000 Penalty: 12178.049805 Iteration 33Q: 3 clusters Score -4831763 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18910 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -4831770.500000 Penalty: 12178.049805 Iteration 34Q: 3 clusters Score -4831770 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18912 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -4831765.000000 Penalty: 12178.049805 Iteration 35Q: 3 clusters Score -4831765 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18914 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -4831765.500000 Penalty: 12178.049805 Iteration 36Q: 3 clusters Score -4831766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18915 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -4831767.000000 Penalty: 12178.049805 Iteration 37Q: 3 clusters Score -4831767 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18915 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -4831767.000000 Penalty: 12178.049805 Iteration 38F: 3 clusters Score -4831767 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (115181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115181 members Entering Unmasked Estep Score: -27145450.000000 Penalty: 7138.233887 Iteration 0F: 2 clusters Score -2.714545e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57606 members Mstep: Class 2 contains 57575 members Entering Unmasked Estep Score: -27068252.000000 Penalty: 14276.467773 Iteration 0F: 3 clusters Score -2.706825e+07 nChanged 52948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57742 members Mstep: Class 2 contains 57439 members Entering Unmasked Estep Score: -27097136.000000 Penalty: 14276.467773 Iteration 1F: 3 clusters Score -2.709714e+07 nChanged 4308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57870 members Mstep: Class 2 contains 57311 members Entering Unmasked Estep Score: -27098262.000000 Penalty: 14276.467773 Iteration 2Q: 3 clusters Score -2.709826e+07 nChanged 3900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58042 members Mstep: Class 2 contains 57139 members Entering Unmasked Estep Score: -27099108.000000 Penalty: 14276.467773 Iteration 3Q: 3 clusters Score -2.709911e+07 nChanged 3497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58277 members Mstep: Class 2 contains 56904 members Entering Unmasked Estep Score: -27099742.000000 Penalty: 14276.467773 Iteration 4Q: 3 clusters Score -2.709974e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58565 members Mstep: Class 2 contains 56616 members Entering Unmasked Estep Score: -27100428.000000 Penalty: 14276.467773 Iteration 5Q: 3 clusters Score -2.710043e+07 nChanged 2977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58984 members Mstep: Class 2 contains 56197 members Entering Unmasked Estep Score: -27100964.000000 Penalty: 14276.467773 Iteration 6Q: 3 clusters Score -2.710096e+07 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59574 members Mstep: Class 2 contains 55607 members Entering Unmasked Estep Score: -27101550.000000 Penalty: 14276.467773 Iteration 7Q: 3 clusters Score -2.710155e+07 nChanged 2848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60394 members Mstep: Class 2 contains 54787 members Entering Unmasked Estep Score: -27102174.000000 Penalty: 14276.467773 Iteration 8Q: 3 clusters Score -2.710217e+07 nChanged 2905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61447 members Mstep: Class 2 contains 53734 members Entering Unmasked Estep Score: -27102930.000000 Penalty: 14276.467773 Iteration 9Q: 3 clusters Score -2.710293e+07 nChanged 2920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62817 members Mstep: Class 2 contains 52364 members Entering Unmasked Estep Score: -27103830.000000 Penalty: 14276.467773 Iteration 10Q: 3 clusters Score -2.710383e+07 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64642 members Mstep: Class 2 contains 50539 members Entering Unmasked Estep Score: -27104674.000000 Penalty: 14276.467773 Iteration 11Q: 3 clusters Score -2.710467e+07 nChanged 3508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67026 members Mstep: Class 2 contains 48155 members Entering Unmasked Estep Score: -27105734.000000 Penalty: 14276.467773 Iteration 12Q: 3 clusters Score -2.710573e+07 nChanged 4125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70211 members Mstep: Class 2 contains 44970 members Entering Unmasked Estep Score: -27107428.000000 Penalty: 14276.467773 Iteration 13Q: 3 clusters Score -2.710743e+07 nChanged 4754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74301 members Mstep: Class 2 contains 40880 members Entering Unmasked Estep Score: -27109822.000000 Penalty: 14276.467773 Iteration 14Q: 3 clusters Score -2.710982e+07 nChanged 5406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79263 members Mstep: Class 2 contains 35918 members Entering Unmasked Estep Score: -27113034.000000 Penalty: 14276.467773 Iteration 15Q: 3 clusters Score -2.711303e+07 nChanged 5932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84867 members Mstep: Class 2 contains 30314 members Entering Unmasked Estep Score: -27116848.000000 Penalty: 14276.467773 Iteration 16F: 3 clusters Score -2.711685e+07 nChanged 6166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90839 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -27121282.000000 Penalty: 14276.467773 Iteration 17F: 3 clusters Score -2.712128e+07 nChanged 5767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96478 members Mstep: Class 2 contains 18703 members Entering Unmasked Estep Score: -27125282.000000 Penalty: 14276.467773 Iteration 18F: 3 clusters Score -2.712528e+07 nChanged 4917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101303 members Mstep: Class 2 contains 13878 members Entering Unmasked Estep Score: -27128936.000000 Penalty: 14276.467773 Iteration 19Q: 3 clusters Score -2.712894e+07 nChanged 3900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105163 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -27131754.000000 Penalty: 14276.467773 Iteration 20F: 3 clusters Score -2.713175e+07 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108210 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -27134070.000000 Penalty: 14276.467773 Iteration 21Q: 3 clusters Score -2.713407e+07 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110511 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -27135722.000000 Penalty: 14276.467773 Iteration 22Q: 3 clusters Score -2.713572e+07 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112078 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -27136986.000000 Penalty: 14276.467773 Iteration 23Q: 3 clusters Score -2.713699e+07 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113020 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -27137604.000000 Penalty: 14276.467773 Iteration 24Q: 3 clusters Score -2.71376e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113585 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -27138080.000000 Penalty: 14276.467773 Iteration 25Q: 3 clusters Score -2.713808e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113902 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -27138488.000000 Penalty: 14276.467773 Iteration 26Q: 3 clusters Score -2.713849e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114102 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -27138722.000000 Penalty: 14276.467773 Iteration 27Q: 3 clusters Score -2.713872e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114231 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -27138804.000000 Penalty: 14276.467773 Iteration 28Q: 3 clusters Score -2.71388e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114323 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -27138926.000000 Penalty: 14276.467773 Iteration 29Q: 3 clusters Score -2.713893e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114379 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -27138980.000000 Penalty: 14276.467773 Iteration 30Q: 3 clusters Score -2.713898e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114410 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -27139078.000000 Penalty: 14276.467773 Iteration 31Q: 3 clusters Score -2.713908e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114430 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -27139120.000000 Penalty: 14276.467773 Iteration 32Q: 3 clusters Score -2.713912e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114450 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -27139142.000000 Penalty: 14276.467773 Iteration 33Q: 3 clusters Score -2.713914e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114466 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -27139182.000000 Penalty: 14276.467773 Iteration 34Q: 3 clusters Score -2.713918e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114473 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -27139178.000000 Penalty: 14276.467773 Iteration 35Q: 3 clusters Score -2.713918e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114475 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -27139160.000000 Penalty: 14276.467773 Iteration 36Q: 3 clusters Score -2.713916e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114479 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -27139170.000000 Penalty: 14276.467773 Iteration 37Q: 3 clusters Score -2.713917e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114482 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -27139194.000000 Penalty: 14276.467773 Iteration 38Q: 3 clusters Score -2.713919e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114484 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -27139192.000000 Penalty: 14276.467773 Iteration 39Q: 3 clusters Score -2.713919e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114485 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -27139204.000000 Penalty: 14276.467773 Iteration 40F: 3 clusters Score -2.71392e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114487 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -27139200.000000 Penalty: 14276.467773 Iteration 41Q: 3 clusters Score -2.71392e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114489 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -27139204.000000 Penalty: 14276.467773 Iteration 42Q: 3 clusters Score -2.71392e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114490 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -27139206.000000 Penalty: 14276.467773 Iteration 43Q: 3 clusters Score -2.713921e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114491 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -27139198.000000 Penalty: 14276.467773 Iteration 44Q: 3 clusters Score -2.71392e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114491 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -27139198.000000 Penalty: 14276.467773 Iteration 45F: 3 clusters Score -2.71392e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Entering Unmasked Estep Score: -808510.875000 Penalty: 5009.072754 Iteration 0F: 2 clusters Score -808510.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -802434.812500 Penalty: 10018.145508 Iteration 0F: 3 clusters Score -802434.8 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -803326.250000 Penalty: 10018.145508 Iteration 1F: 3 clusters Score -803326.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -803549.750000 Penalty: 10018.145508 Iteration 2F: 3 clusters Score -803549.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -803666.375000 Penalty: 10018.145508 Iteration 3Q: 3 clusters Score -803666.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -803749.750000 Penalty: 10018.145508 Iteration 4Q: 3 clusters Score -803749.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -803818.625000 Penalty: 10018.145508 Iteration 5Q: 3 clusters Score -803818.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -803871.250000 Penalty: 10018.145508 Iteration 6Q: 3 clusters Score -803871.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -803919.375000 Penalty: 10018.145508 Iteration 7Q: 3 clusters Score -803919.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -803961.437500 Penalty: 10018.145508 Iteration 8Q: 3 clusters Score -803961.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -804002.750000 Penalty: 10018.145508 Iteration 9Q: 3 clusters Score -804002.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -804044.000000 Penalty: 10018.145508 Iteration 10Q: 3 clusters Score -804044 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -804069.812500 Penalty: 10018.145508 Iteration 11Q: 3 clusters Score -804069.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -804095.250000 Penalty: 10018.145508 Iteration 12Q: 3 clusters Score -804095.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -804130.250000 Penalty: 10018.145508 Iteration 13Q: 3 clusters Score -804130.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -804169.125000 Penalty: 10018.145508 Iteration 14Q: 3 clusters Score -804169.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -804203.500000 Penalty: 10018.145508 Iteration 15Q: 3 clusters Score -804203.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -804236.187500 Penalty: 10018.145508 Iteration 16Q: 3 clusters Score -804236.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -804267.750000 Penalty: 10018.145508 Iteration 17Q: 3 clusters Score -804267.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -804295.812500 Penalty: 10018.145508 Iteration 18Q: 3 clusters Score -804295.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -804323.625000 Penalty: 10018.145508 Iteration 19Q: 3 clusters Score -804323.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -804344.562500 Penalty: 10018.145508 Iteration 20F: 3 clusters Score -804344.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -804364.812500 Penalty: 10018.145508 Iteration 21Q: 3 clusters Score -804364.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -804386.500000 Penalty: 10018.145508 Iteration 22Q: 3 clusters Score -804386.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -804414.625000 Penalty: 10018.145508 Iteration 23Q: 3 clusters Score -804414.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -804435.437500 Penalty: 10018.145508 Iteration 24Q: 3 clusters Score -804435.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -804454.812500 Penalty: 10018.145508 Iteration 25Q: 3 clusters Score -804454.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -804468.250000 Penalty: 10018.145508 Iteration 26Q: 3 clusters Score -804468.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -804478.500000 Penalty: 10018.145508 Iteration 27Q: 3 clusters Score -804478.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -804486.375000 Penalty: 10018.145508 Iteration 28Q: 3 clusters Score -804486.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -804491.750000 Penalty: 10018.145508 Iteration 29Q: 3 clusters Score -804491.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -804496.312500 Penalty: 10018.145508 Iteration 30Q: 3 clusters Score -804496.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -804498.437500 Penalty: 10018.145508 Iteration 31Q: 3 clusters Score -804498.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -804504.125000 Penalty: 10018.145508 Iteration 32Q: 3 clusters Score -804504.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -804515.750000 Penalty: 10018.145508 Iteration 33Q: 3 clusters Score -804515.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -804520.250000 Penalty: 10018.145508 Iteration 34Q: 3 clusters Score -804520.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -804526.500000 Penalty: 10018.145508 Iteration 35Q: 3 clusters Score -804526.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -804534.062500 Penalty: 10018.145508 Iteration 36Q: 3 clusters Score -804534.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -804547.125000 Penalty: 10018.145508 Iteration 37Q: 3 clusters Score -804547.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -804564.812500 Penalty: 10018.145508 Iteration 38Q: 3 clusters Score -804564.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -804577.937500 Penalty: 10018.145508 Iteration 39Q: 3 clusters Score -804577.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -804598.000000 Penalty: 10018.145508 Iteration 40F: 3 clusters Score -804598 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -804616.312500 Penalty: 10018.145508 Iteration 41Q: 3 clusters Score -804616.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -804637.437500 Penalty: 10018.145508 Iteration 42Q: 3 clusters Score -804637.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -804665.375000 Penalty: 10018.145508 Iteration 43Q: 3 clusters Score -804665.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -804690.062500 Penalty: 10018.145508 Iteration 44Q: 3 clusters Score -804690.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -804705.562500 Penalty: 10018.145508 Iteration 45Q: 3 clusters Score -804705.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -804722.125000 Penalty: 10018.145508 Iteration 46Q: 3 clusters Score -804722.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -804739.187500 Penalty: 10018.145508 Iteration 47Q: 3 clusters Score -804739.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -804751.812500 Penalty: 10018.145508 Iteration 48Q: 3 clusters Score -804751.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -804763.000000 Penalty: 10018.145508 Iteration 49Q: 3 clusters Score -804763 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -804774.437500 Penalty: 10018.145508 Iteration 50Q: 3 clusters Score -804774.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -804785.250000 Penalty: 10018.145508 Iteration 51Q: 3 clusters Score -804785.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -804794.000000 Penalty: 10018.145508 Iteration 52Q: 3 clusters Score -804794 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -804807.750000 Penalty: 10018.145508 Iteration 53Q: 3 clusters Score -804807.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -804821.687500 Penalty: 10018.145508 Iteration 54Q: 3 clusters Score -804821.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -804832.000000 Penalty: 10018.145508 Iteration 55Q: 3 clusters Score -804832 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -804842.187500 Penalty: 10018.145508 Iteration 56Q: 3 clusters Score -804842.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -804858.062500 Penalty: 10018.145508 Iteration 57Q: 3 clusters Score -804858.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -804866.687500 Penalty: 10018.145508 Iteration 58Q: 3 clusters Score -804866.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -804882.875000 Penalty: 10018.145508 Iteration 59Q: 3 clusters Score -804882.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -804891.562500 Penalty: 10018.145508 Iteration 60F: 3 clusters Score -804891.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -804895.437500 Penalty: 10018.145508 Iteration 61Q: 3 clusters Score -804895.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -804895.437500 Penalty: 10018.145508 Iteration 62F: 3 clusters Score -804895.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (15410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15410 members Entering Unmasked Estep Score: -3624594.250000 Penalty: 5906.197754 Iteration 0F: 2 clusters Score -3624594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -3610934.250000 Penalty: 11812.395508 Iteration 0F: 3 clusters Score -3610934 nChanged 6114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -3614270.750000 Penalty: 11812.395508 Iteration 1F: 3 clusters Score -3614271 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -3614787.000000 Penalty: 11812.395508 Iteration 2F: 3 clusters Score -3614787 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -3615119.750000 Penalty: 11812.395508 Iteration 3Q: 3 clusters Score -3615120 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -3615365.250000 Penalty: 11812.395508 Iteration 4Q: 3 clusters Score -3615365 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -3615563.500000 Penalty: 11812.395508 Iteration 5Q: 3 clusters Score -3615564 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -3615737.500000 Penalty: 11812.395508 Iteration 6Q: 3 clusters Score -3615738 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -3615910.250000 Penalty: 11812.395508 Iteration 7Q: 3 clusters Score -3615910 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -3616102.250000 Penalty: 11812.395508 Iteration 8Q: 3 clusters Score -3616102 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -3616265.500000 Penalty: 11812.395508 Iteration 9Q: 3 clusters Score -3616266 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -3616410.500000 Penalty: 11812.395508 Iteration 10Q: 3 clusters Score -3616410 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -3616561.500000 Penalty: 11812.395508 Iteration 11Q: 3 clusters Score -3616562 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -3616692.750000 Penalty: 11812.395508 Iteration 12Q: 3 clusters Score -3616693 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -3616814.250000 Penalty: 11812.395508 Iteration 13Q: 3 clusters Score -3616814 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -3616963.750000 Penalty: 11812.395508 Iteration 14Q: 3 clusters Score -3616964 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -3617119.750000 Penalty: 11812.395508 Iteration 15Q: 3 clusters Score -3617120 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -3617238.500000 Penalty: 11812.395508 Iteration 16Q: 3 clusters Score -3617238 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -3617366.750000 Penalty: 11812.395508 Iteration 17Q: 3 clusters Score -3617367 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -3617480.750000 Penalty: 11812.395508 Iteration 18Q: 3 clusters Score -3617481 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -3617597.750000 Penalty: 11812.395508 Iteration 19Q: 3 clusters Score -3617598 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8085 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -3617695.750000 Penalty: 11812.395508 Iteration 20F: 3 clusters Score -3617696 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -3617805.750000 Penalty: 11812.395508 Iteration 21Q: 3 clusters Score -3617806 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -3617895.250000 Penalty: 11812.395508 Iteration 22Q: 3 clusters Score -3617895 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -3618007.750000 Penalty: 11812.395508 Iteration 23Q: 3 clusters Score -3618008 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -3618108.000000 Penalty: 11812.395508 Iteration 24Q: 3 clusters Score -3618108 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -3618187.750000 Penalty: 11812.395508 Iteration 25Q: 3 clusters Score -3618188 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -3618287.500000 Penalty: 11812.395508 Iteration 26Q: 3 clusters Score -3618288 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -3618368.750000 Penalty: 11812.395508 Iteration 27Q: 3 clusters Score -3618369 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -3618442.000000 Penalty: 11812.395508 Iteration 28Q: 3 clusters Score -3618442 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -3618489.750000 Penalty: 11812.395508 Iteration 29Q: 3 clusters Score -3618490 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -3618543.250000 Penalty: 11812.395508 Iteration 30Q: 3 clusters Score -3618543 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -3618573.750000 Penalty: 11812.395508 Iteration 31Q: 3 clusters Score -3618574 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -3618605.250000 Penalty: 11812.395508 Iteration 32Q: 3 clusters Score -3618605 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -3618638.000000 Penalty: 11812.395508 Iteration 33Q: 3 clusters Score -3618638 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -3618673.500000 Penalty: 11812.395508 Iteration 34Q: 3 clusters Score -3618674 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -3618699.500000 Penalty: 11812.395508 Iteration 35Q: 3 clusters Score -3618700 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -3618730.250000 Penalty: 11812.395508 Iteration 36Q: 3 clusters Score -3618730 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -3618756.250000 Penalty: 11812.395508 Iteration 37Q: 3 clusters Score -3618756 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 8557 members Entering Unmasked Estep Score: -3618780.750000 Penalty: 11812.395508 Iteration 38Q: 3 clusters Score -3618781 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -3618804.250000 Penalty: 11812.395508 Iteration 39Q: 3 clusters Score -3618804 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -3618821.500000 Penalty: 11812.395508 Iteration 40F: 3 clusters Score -3618822 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -3618839.500000 Penalty: 11812.395508 Iteration 41Q: 3 clusters Score -3618840 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 8826 members Entering Unmasked Estep Score: -3618863.500000 Penalty: 11812.395508 Iteration 42Q: 3 clusters Score -3618864 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -3618873.000000 Penalty: 11812.395508 Iteration 43Q: 3 clusters Score -3618873 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 8927 members Entering Unmasked Estep Score: -3618890.250000 Penalty: 11812.395508 Iteration 44Q: 3 clusters Score -3618890 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -3618896.250000 Penalty: 11812.395508 Iteration 45Q: 3 clusters Score -3618896 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -3618916.000000 Penalty: 11812.395508 Iteration 46Q: 3 clusters Score -3618916 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -3618941.500000 Penalty: 11812.395508 Iteration 47Q: 3 clusters Score -3618942 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -3618969.500000 Penalty: 11812.395508 Iteration 48Q: 3 clusters Score -3618970 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -3618987.250000 Penalty: 11812.395508 Iteration 49Q: 3 clusters Score -3618987 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -3619004.500000 Penalty: 11812.395508 Iteration 50Q: 3 clusters Score -3619004 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -3619029.750000 Penalty: 11812.395508 Iteration 51Q: 3 clusters Score -3619030 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 9460 members Entering Unmasked Estep Score: -3619063.750000 Penalty: 11812.395508 Iteration 52Q: 3 clusters Score -3619064 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -3619081.500000 Penalty: 11812.395508 Iteration 53Q: 3 clusters Score -3619082 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -3619125.500000 Penalty: 11812.395508 Iteration 54Q: 3 clusters Score -3619126 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -3619146.750000 Penalty: 11812.395508 Iteration 55Q: 3 clusters Score -3619147 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -3619190.250000 Penalty: 11812.395508 Iteration 56Q: 3 clusters Score -3619190 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 9988 members Entering Unmasked Estep Score: -3619222.750000 Penalty: 11812.395508 Iteration 57Q: 3 clusters Score -3619223 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -3619246.750000 Penalty: 11812.395508 Iteration 58Q: 3 clusters Score -3619247 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 10215 members Entering Unmasked Estep Score: -3619283.000000 Penalty: 11812.395508 Iteration 59Q: 3 clusters Score -3619283 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -3619319.250000 Penalty: 11812.395508 Iteration 60F: 3 clusters Score -3619319 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -3619373.500000 Penalty: 11812.395508 Iteration 61Q: 3 clusters Score -3619374 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -3619422.500000 Penalty: 11812.395508 Iteration 62Q: 3 clusters Score -3619422 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 10656 members Entering Unmasked Estep Score: -3619470.250000 Penalty: 11812.395508 Iteration 63Q: 3 clusters Score -3619470 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -3619528.750000 Penalty: 11812.395508 Iteration 64Q: 3 clusters Score -3619529 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -3619577.250000 Penalty: 11812.395508 Iteration 65Q: 3 clusters Score -3619577 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 11043 members Entering Unmasked Estep Score: -3619657.500000 Penalty: 11812.395508 Iteration 66Q: 3 clusters Score -3619658 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 11181 members Entering Unmasked Estep Score: -3619729.750000 Penalty: 11812.395508 Iteration 67Q: 3 clusters Score -3619730 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -3619786.250000 Penalty: 11812.395508 Iteration 68Q: 3 clusters Score -3619786 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -3619860.000000 Penalty: 11812.395508 Iteration 69Q: 3 clusters Score -3619860 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 11589 members Entering Unmasked Estep Score: -3619918.750000 Penalty: 11812.395508 Iteration 70Q: 3 clusters Score -3619919 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -3619974.250000 Penalty: 11812.395508 Iteration 71Q: 3 clusters Score -3619974 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -3620038.500000 Penalty: 11812.395508 Iteration 72Q: 3 clusters Score -3620038 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -3620107.750000 Penalty: 11812.395508 Iteration 73Q: 3 clusters Score -3620108 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -3620154.000000 Penalty: 11812.395508 Iteration 74Q: 3 clusters Score -3620154 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 12128 members Entering Unmasked Estep Score: -3620201.750000 Penalty: 11812.395508 Iteration 75Q: 3 clusters Score -3620202 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -3620254.750000 Penalty: 11812.395508 Iteration 76Q: 3 clusters Score -3620255 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -3620308.250000 Penalty: 11812.395508 Iteration 77Q: 3 clusters Score -3620308 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -3620360.750000 Penalty: 11812.395508 Iteration 78Q: 3 clusters Score -3620361 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 12459 members Entering Unmasked Estep Score: -3620402.000000 Penalty: 11812.395508 Iteration 79Q: 3 clusters Score -3620402 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 12516 members Entering Unmasked Estep Score: -3620441.500000 Penalty: 11812.395508 Iteration 80F: 3 clusters Score -3620442 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -3620467.000000 Penalty: 11812.395508 Iteration 81Q: 3 clusters Score -3620467 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -3620484.250000 Penalty: 11812.395508 Iteration 82Q: 3 clusters Score -3620484 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -3620500.000000 Penalty: 11812.395508 Iteration 83Q: 3 clusters Score -3620500 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -3620513.750000 Penalty: 11812.395508 Iteration 84Q: 3 clusters Score -3620514 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 12721 members Entering Unmasked Estep Score: -3620529.000000 Penalty: 11812.395508 Iteration 85Q: 3 clusters Score -3620529 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 12742 members Entering Unmasked Estep Score: -3620542.250000 Penalty: 11812.395508 Iteration 86Q: 3 clusters Score -3620542 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -3620556.500000 Penalty: 11812.395508 Iteration 87Q: 3 clusters Score -3620556 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -3620563.750000 Penalty: 11812.395508 Iteration 88Q: 3 clusters Score -3620564 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -3620564.250000 Penalty: 11812.395508 Iteration 89Q: 3 clusters Score -3620564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -3620562.250000 Penalty: 11812.395508 Iteration 90Q: 3 clusters Score -3620562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 12782 members Entering Unmasked Estep Score: -3620562.500000 Penalty: 11812.395508 Iteration 91Q: 3 clusters Score -3620562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 12789 members Entering Unmasked Estep Score: -3620568.250000 Penalty: 11812.395508 Iteration 92Q: 3 clusters Score -3620568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -3620566.750000 Penalty: 11812.395508 Iteration 93Q: 3 clusters Score -3620567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 12793 members Entering Unmasked Estep Score: -3620570.500000 Penalty: 11812.395508 Iteration 94Q: 3 clusters Score -3620570 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 12793 members Entering Unmasked Estep Score: -3620570.500000 Penalty: 11812.395508 Iteration 95F: 3 clusters Score -3620570 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Entering Unmasked Estep Score: -1886337.000000 Penalty: 5507.560547 Iteration 0F: 2 clusters Score -1886337 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1877349.875000 Penalty: 11015.121094 Iteration 0F: 3 clusters Score -1877350 nChanged 2805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1879086.750000 Penalty: 11015.121094 Iteration 1F: 3 clusters Score -1879087 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1879584.625000 Penalty: 11015.121094 Iteration 2F: 3 clusters Score -1879585 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -1879978.250000 Penalty: 11015.121094 Iteration 3F: 3 clusters Score -1879978 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1880575.250000 Penalty: 11015.121094 Iteration 4F: 3 clusters Score -1880575 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -1881497.625000 Penalty: 11015.121094 Iteration 5F: 3 clusters Score -1881498 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1882422.500000 Penalty: 11015.121094 Iteration 6F: 3 clusters Score -1882422 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1883146.750000 Penalty: 11015.121094 Iteration 7F: 3 clusters Score -1883147 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1883633.125000 Penalty: 11015.121094 Iteration 8F: 3 clusters Score -1883633 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -1883928.500000 Penalty: 11015.121094 Iteration 9Q: 3 clusters Score -1883928 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1884105.750000 Penalty: 11015.121094 Iteration 10Q: 3 clusters Score -1884106 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1884199.000000 Penalty: 11015.121094 Iteration 11Q: 3 clusters Score -1884199 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1884262.000000 Penalty: 11015.121094 Iteration 12Q: 3 clusters Score -1884262 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1884296.750000 Penalty: 11015.121094 Iteration 13Q: 3 clusters Score -1884297 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -1884325.250000 Penalty: 11015.121094 Iteration 14Q: 3 clusters Score -1884325 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -1884344.500000 Penalty: 11015.121094 Iteration 15Q: 3 clusters Score -1884344 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1884359.250000 Penalty: 11015.121094 Iteration 16Q: 3 clusters Score -1884359 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1884361.125000 Penalty: 11015.121094 Iteration 17Q: 3 clusters Score -1884361 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1884370.250000 Penalty: 11015.121094 Iteration 18Q: 3 clusters Score -1884370 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -1884374.875000 Penalty: 11015.121094 Iteration 19Q: 3 clusters Score -1884375 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1884377.625000 Penalty: 11015.121094 Iteration 20F: 3 clusters Score -1884378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -1884380.625000 Penalty: 11015.121094 Iteration 21Q: 3 clusters Score -1884381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1884379.750000 Penalty: 11015.121094 Iteration 22Q: 3 clusters Score -1884380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1884384.000000 Penalty: 11015.121094 Iteration 23Q: 3 clusters Score -1884384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1884382.375000 Penalty: 11015.121094 Iteration 24Q: 3 clusters Score -1884382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1884382.125000 Penalty: 11015.121094 Iteration 25Q: 3 clusters Score -1884382 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1884382.125000 Penalty: 11015.121094 Iteration 26F: 3 clusters Score -1884382 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Entering Unmasked Estep Score: -140727.468750 Penalty: 4002.835205 Iteration 0F: 2 clusters Score -140727.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -137021.390625 Penalty: 8005.670410 Iteration 0F: 3 clusters Score -137021.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -137355.000000 Penalty: 8005.670410 Iteration 1F: 3 clusters Score -137355 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -137570.031250 Penalty: 8005.670410 Iteration 2Q: 3 clusters Score -137570 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -137770.281250 Penalty: 8005.670410 Iteration 3Q: 3 clusters Score -137770.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -137827.687500 Penalty: 8005.670410 Iteration 4Q: 3 clusters Score -137827.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -137856.000000 Penalty: 8005.670410 Iteration 5Q: 3 clusters Score -137856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -137863.062500 Penalty: 8005.670410 Iteration 6Q: 3 clusters Score -137863.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -137872.625000 Penalty: 8005.670410 Iteration 7Q: 3 clusters Score -137872.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -137884.437500 Penalty: 8005.670410 Iteration 8Q: 3 clusters Score -137884.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -137898.265625 Penalty: 8005.670410 Iteration 9Q: 3 clusters Score -137898.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -137900.500000 Penalty: 8005.670410 Iteration 10Q: 3 clusters Score -137900.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -137900.500000 Penalty: 8005.670410 Iteration 11F: 3 clusters Score -137900.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (31763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31763 members Entering Unmasked Estep Score: -7381512.000000 Penalty: 6349.209961 Iteration 0F: 2 clusters Score -7381512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 15679 members Entering Unmasked Estep Score: -7357511.500000 Penalty: 12698.419922 Iteration 0F: 3 clusters Score -7357512 nChanged 13474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 14787 members Entering Unmasked Estep Score: -7364763.000000 Penalty: 12698.419922 Iteration 1F: 3 clusters Score -7364763 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17539 members Mstep: Class 2 contains 14224 members Entering Unmasked Estep Score: -7365680.000000 Penalty: 12698.419922 Iteration 2F: 3 clusters Score -7365680 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18203 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -7366461.000000 Penalty: 12698.419922 Iteration 3F: 3 clusters Score -7366461 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19049 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -7367218.500000 Penalty: 12698.419922 Iteration 4Q: 3 clusters Score -7367218 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20050 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -7368073.000000 Penalty: 12698.419922 Iteration 5Q: 3 clusters Score -7368073 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21249 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -7369080.000000 Penalty: 12698.419922 Iteration 6F: 3 clusters Score -7369080 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22601 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -7370263.500000 Penalty: 12698.419922 Iteration 7F: 3 clusters Score -7370264 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24030 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -7371594.500000 Penalty: 12698.419922 Iteration 8F: 3 clusters Score -7371594 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25364 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -7372795.500000 Penalty: 12698.419922 Iteration 9Q: 3 clusters Score -7372796 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26483 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -7373742.000000 Penalty: 12698.419922 Iteration 10Q: 3 clusters Score -7373742 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27371 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -7374465.500000 Penalty: 12698.419922 Iteration 11Q: 3 clusters Score -7374466 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28014 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -7375021.000000 Penalty: 12698.419922 Iteration 12Q: 3 clusters Score -7375021 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28475 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -7375443.000000 Penalty: 12698.419922 Iteration 13Q: 3 clusters Score -7375443 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28811 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -7375704.500000 Penalty: 12698.419922 Iteration 14Q: 3 clusters Score -7375704 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29074 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -7375941.000000 Penalty: 12698.419922 Iteration 15Q: 3 clusters Score -7375941 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29254 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -7376129.000000 Penalty: 12698.419922 Iteration 16Q: 3 clusters Score -7376129 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29386 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -7376333.500000 Penalty: 12698.419922 Iteration 17Q: 3 clusters Score -7376334 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29496 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -7376487.500000 Penalty: 12698.419922 Iteration 18Q: 3 clusters Score -7376488 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29576 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -7376617.000000 Penalty: 12698.419922 Iteration 19Q: 3 clusters Score -7376617 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29623 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -7376723.000000 Penalty: 12698.419922 Iteration 20F: 3 clusters Score -7376723 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29648 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -7376763.500000 Penalty: 12698.419922 Iteration 21Q: 3 clusters Score -7376764 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29666 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -7376813.000000 Penalty: 12698.419922 Iteration 22Q: 3 clusters Score -7376813 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29679 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -7376864.000000 Penalty: 12698.419922 Iteration 23Q: 3 clusters Score -7376864 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29702 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -7376876.000000 Penalty: 12698.419922 Iteration 24Q: 3 clusters Score -7376876 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29719 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -7376889.500000 Penalty: 12698.419922 Iteration 25Q: 3 clusters Score -7376890 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29733 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -7376923.000000 Penalty: 12698.419922 Iteration 26Q: 3 clusters Score -7376923 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29745 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -7376920.000000 Penalty: 12698.419922 Iteration 27Q: 3 clusters Score -7376920 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29749 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -7376925.500000 Penalty: 12698.419922 Iteration 28Q: 3 clusters Score -7376926 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29758 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -7376931.000000 Penalty: 12698.419922 Iteration 29Q: 3 clusters Score -7376931 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29765 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -7376937.500000 Penalty: 12698.419922 Iteration 30Q: 3 clusters Score -7376938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29765 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -7376933.500000 Penalty: 12698.419922 Iteration 31Q: 3 clusters Score -7376934 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29761 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -7376944.000000 Penalty: 12698.419922 Iteration 32Q: 3 clusters Score -7376944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29763 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -7376940.000000 Penalty: 12698.419922 Iteration 33Q: 3 clusters Score -7376940 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29768 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -7376946.000000 Penalty: 12698.419922 Iteration 34Q: 3 clusters Score -7376946 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29772 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -7376946.000000 Penalty: 12698.419922 Iteration 35Q: 3 clusters Score -7376946 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29775 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -7376942.500000 Penalty: 12698.419922 Iteration 36Q: 3 clusters Score -7376942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29780 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -7376950.500000 Penalty: 12698.419922 Iteration 37Q: 3 clusters Score -7376950 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29781 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -7376948.500000 Penalty: 12698.419922 Iteration 38Q: 3 clusters Score -7376948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29782 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -7376950.000000 Penalty: 12698.419922 Iteration 39Q: 3 clusters Score -7376950 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29783 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -7376940.000000 Penalty: 12698.419922 Iteration 40F: 3 clusters Score -7376940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29785 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -7376948.500000 Penalty: 12698.419922 Iteration 41Q: 3 clusters Score -7376948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29788 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -7376954.500000 Penalty: 12698.419922 Iteration 42Q: 3 clusters Score -7376954 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29793 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -7376958.000000 Penalty: 12698.419922 Iteration 43Q: 3 clusters Score -7376958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29794 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -7376955.500000 Penalty: 12698.419922 Iteration 44Q: 3 clusters Score -7376956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29796 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -7376951.500000 Penalty: 12698.419922 Iteration 45Q: 3 clusters Score -7376952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29797 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -7376953.000000 Penalty: 12698.419922 Iteration 46Q: 3 clusters Score -7376953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29797 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -7376960.500000 Penalty: 12698.419922 Iteration 47Q: 3 clusters Score -7376960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29795 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -7376956.500000 Penalty: 12698.419922 Iteration 48Q: 3 clusters Score -7376956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29795 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -7376956.000000 Penalty: 12698.419922 Iteration 49Q: 3 clusters Score -7376956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29795 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -7376961.000000 Penalty: 12698.419922 Iteration 50Q: 3 clusters Score -7376961 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29795 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -7376961.000000 Penalty: 12698.419922 Iteration 51F: 3 clusters Score -7376961 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Entering Unmasked Estep Score: -188624.765625 Penalty: 4171.887207 Iteration 0F: 2 clusters Score -188624.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -184636.781250 Penalty: 8343.774414 Iteration 0F: 3 clusters Score -184636.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -184985.296875 Penalty: 8343.774414 Iteration 1F: 3 clusters Score -184985.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -185172.687500 Penalty: 8343.774414 Iteration 2Q: 3 clusters Score -185172.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -185411.484375 Penalty: 8343.774414 Iteration 3Q: 3 clusters Score -185411.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -185655.578125 Penalty: 8343.774414 Iteration 4Q: 3 clusters Score -185655.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -185825.718750 Penalty: 8343.774414 Iteration 5Q: 3 clusters Score -185825.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -186063.187500 Penalty: 8343.774414 Iteration 6Q: 3 clusters Score -186063.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -186204.515625 Penalty: 8343.774414 Iteration 7Q: 3 clusters Score -186204.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -186283.859375 Penalty: 8343.774414 Iteration 8Q: 3 clusters Score -186283.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -186305.687500 Penalty: 8343.774414 Iteration 9Q: 3 clusters Score -186305.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -186342.968750 Penalty: 8343.774414 Iteration 10Q: 3 clusters Score -186343 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -186385.468750 Penalty: 8343.774414 Iteration 11Q: 3 clusters Score -186385.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -186448.093750 Penalty: 8343.774414 Iteration 12Q: 3 clusters Score -186448.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -186494.703125 Penalty: 8343.774414 Iteration 13Q: 3 clusters Score -186494.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -186537.109375 Penalty: 8343.774414 Iteration 14Q: 3 clusters Score -186537.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -186575.296875 Penalty: 8343.774414 Iteration 15Q: 3 clusters Score -186575.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -186605.093750 Penalty: 8343.774414 Iteration 16Q: 3 clusters Score -186605.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -186611.531250 Penalty: 8343.774414 Iteration 17Q: 3 clusters Score -186611.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -186623.296875 Penalty: 8343.774414 Iteration 18Q: 3 clusters Score -186623.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -186632.875000 Penalty: 8343.774414 Iteration 19Q: 3 clusters Score -186632.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -186638.406250 Penalty: 8343.774414 Iteration 20F: 3 clusters Score -186638.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (27411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27411 members Entering Unmasked Estep Score: -6451308.000000 Penalty: 6258.953613 Iteration 0F: 2 clusters Score -6451308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13612 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -6430224.000000 Penalty: 12517.907227 Iteration 0F: 3 clusters Score -6430224 nChanged 11400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13636 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -6436267.000000 Penalty: 12517.907227 Iteration 1F: 3 clusters Score -6436267 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13790 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -6437222.000000 Penalty: 12517.907227 Iteration 2F: 3 clusters Score -6437222 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14070 members Mstep: Class 2 contains 13341 members Entering Unmasked Estep Score: -6438107.500000 Penalty: 12517.907227 Iteration 3F: 3 clusters Score -6438108 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14430 members Mstep: Class 2 contains 12981 members Entering Unmasked Estep Score: -6439235.500000 Penalty: 12517.907227 Iteration 4F: 3 clusters Score -6439236 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14829 members Mstep: Class 2 contains 12582 members Entering Unmasked Estep Score: -6440642.000000 Penalty: 12517.907227 Iteration 5F: 3 clusters Score -6440642 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15139 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -6442048.500000 Penalty: 12517.907227 Iteration 6F: 3 clusters Score -6442048 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 12184 members Entering Unmasked Estep Score: -6443310.000000 Penalty: 12517.907227 Iteration 7F: 3 clusters Score -6443310 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15080 members Mstep: Class 2 contains 12331 members Entering Unmasked Estep Score: -6444175.500000 Penalty: 12517.907227 Iteration 8F: 3 clusters Score -6444176 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14838 members Mstep: Class 2 contains 12573 members Entering Unmasked Estep Score: -6444735.000000 Penalty: 12517.907227 Iteration 9Q: 3 clusters Score -6444735 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 12947 members Entering Unmasked Estep Score: -6445090.500000 Penalty: 12517.907227 Iteration 10Q: 3 clusters Score -6445090 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -6445294.000000 Penalty: 12517.907227 Iteration 11Q: 3 clusters Score -6445294 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13774 members Mstep: Class 2 contains 13637 members Entering Unmasked Estep Score: -6445428.000000 Penalty: 12517.907227 Iteration 12Q: 3 clusters Score -6445428 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 13949 members Entering Unmasked Estep Score: -6445579.500000 Penalty: 12517.907227 Iteration 13Q: 3 clusters Score -6445580 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -6445672.500000 Penalty: 12517.907227 Iteration 14Q: 3 clusters Score -6445672 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12946 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -6445757.500000 Penalty: 12517.907227 Iteration 15Q: 3 clusters Score -6445758 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12699 members Mstep: Class 2 contains 14712 members Entering Unmasked Estep Score: -6445789.000000 Penalty: 12517.907227 Iteration 16Q: 3 clusters Score -6445789 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 14929 members Entering Unmasked Estep Score: -6445850.000000 Penalty: 12517.907227 Iteration 17Q: 3 clusters Score -6445850 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 15157 members Entering Unmasked Estep Score: -6445903.500000 Penalty: 12517.907227 Iteration 18Q: 3 clusters Score -6445904 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Mstep: Class 2 contains 15385 members Entering Unmasked Estep Score: -6445956.500000 Penalty: 12517.907227 Iteration 19Q: 3 clusters Score -6445956 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -6446029.000000 Penalty: 12517.907227 Iteration 20F: 3 clusters Score -6446029 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11569 members Mstep: Class 2 contains 15842 members Entering Unmasked Estep Score: -6446075.000000 Penalty: 12517.907227 Iteration 21Q: 3 clusters Score -6446075 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -6446131.000000 Penalty: 12517.907227 Iteration 22Q: 3 clusters Score -6446131 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 16215 members Entering Unmasked Estep Score: -6446150.000000 Penalty: 12517.907227 Iteration 23Q: 3 clusters Score -6446150 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 16378 members Entering Unmasked Estep Score: -6446179.500000 Penalty: 12517.907227 Iteration 24Q: 3 clusters Score -6446180 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 16535 members Entering Unmasked Estep Score: -6446213.000000 Penalty: 12517.907227 Iteration 25Q: 3 clusters Score -6446213 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10683 members Mstep: Class 2 contains 16728 members Entering Unmasked Estep Score: -6446288.500000 Penalty: 12517.907227 Iteration 26Q: 3 clusters Score -6446288 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 16910 members Entering Unmasked Estep Score: -6446330.500000 Penalty: 12517.907227 Iteration 27Q: 3 clusters Score -6446330 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 17094 members Entering Unmasked Estep Score: -6446373.500000 Penalty: 12517.907227 Iteration 28Q: 3 clusters Score -6446374 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10143 members Mstep: Class 2 contains 17268 members Entering Unmasked Estep Score: -6446432.500000 Penalty: 12517.907227 Iteration 29Q: 3 clusters Score -6446432 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 17443 members Entering Unmasked Estep Score: -6446465.000000 Penalty: 12517.907227 Iteration 30Q: 3 clusters Score -6446465 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 17588 members Entering Unmasked Estep Score: -6446504.000000 Penalty: 12517.907227 Iteration 31Q: 3 clusters Score -6446504 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 17733 members Entering Unmasked Estep Score: -6446539.000000 Penalty: 12517.907227 Iteration 32Q: 3 clusters Score -6446539 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 17880 members Entering Unmasked Estep Score: -6446575.000000 Penalty: 12517.907227 Iteration 33Q: 3 clusters Score -6446575 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 18021 members Entering Unmasked Estep Score: -6446610.500000 Penalty: 12517.907227 Iteration 34Q: 3 clusters Score -6446610 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 18151 members Entering Unmasked Estep Score: -6446643.500000 Penalty: 12517.907227 Iteration 35Q: 3 clusters Score -6446644 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 18299 members Entering Unmasked Estep Score: -6446664.000000 Penalty: 12517.907227 Iteration 36Q: 3 clusters Score -6446664 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -6446685.500000 Penalty: 12517.907227 Iteration 37Q: 3 clusters Score -6446686 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 18566 members Entering Unmasked Estep Score: -6446693.000000 Penalty: 12517.907227 Iteration 38Q: 3 clusters Score -6446693 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 18707 members Entering Unmasked Estep Score: -6446740.500000 Penalty: 12517.907227 Iteration 39Q: 3 clusters Score -6446740 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 18839 members Entering Unmasked Estep Score: -6446781.500000 Penalty: 12517.907227 Iteration 40F: 3 clusters Score -6446782 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Mstep: Class 2 contains 18976 members Entering Unmasked Estep Score: -6446821.500000 Penalty: 12517.907227 Iteration 41Q: 3 clusters Score -6446822 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8287 members Mstep: Class 2 contains 19124 members Entering Unmasked Estep Score: -6446857.500000 Penalty: 12517.907227 Iteration 42Q: 3 clusters Score -6446858 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8157 members Mstep: Class 2 contains 19254 members Entering Unmasked Estep Score: -6446908.500000 Penalty: 12517.907227 Iteration 43Q: 3 clusters Score -6446908 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 19379 members Entering Unmasked Estep Score: -6446945.500000 Penalty: 12517.907227 Iteration 44Q: 3 clusters Score -6446946 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 19513 members Entering Unmasked Estep Score: -6446989.000000 Penalty: 12517.907227 Iteration 45Q: 3 clusters Score -6446989 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 19631 members Entering Unmasked Estep Score: -6447008.000000 Penalty: 12517.907227 Iteration 46Q: 3 clusters Score -6447008 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 19743 members Entering Unmasked Estep Score: -6447034.500000 Penalty: 12517.907227 Iteration 47Q: 3 clusters Score -6447034 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7565 members Mstep: Class 2 contains 19846 members Entering Unmasked Estep Score: -6447057.500000 Penalty: 12517.907227 Iteration 48Q: 3 clusters Score -6447058 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 19926 members Entering Unmasked Estep Score: -6447084.000000 Penalty: 12517.907227 Iteration 49Q: 3 clusters Score -6447084 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 19989 members Entering Unmasked Estep Score: -6447090.000000 Penalty: 12517.907227 Iteration 50Q: 3 clusters Score -6447090 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 20049 members Entering Unmasked Estep Score: -6447103.000000 Penalty: 12517.907227 Iteration 51Q: 3 clusters Score -6447103 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 20120 members Entering Unmasked Estep Score: -6447121.000000 Penalty: 12517.907227 Iteration 52Q: 3 clusters Score -6447121 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 20181 members Entering Unmasked Estep Score: -6447143.500000 Penalty: 12517.907227 Iteration 53Q: 3 clusters Score -6447144 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 20256 members Entering Unmasked Estep Score: -6447147.000000 Penalty: 12517.907227 Iteration 54Q: 3 clusters Score -6447147 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 20328 members Entering Unmasked Estep Score: -6447154.000000 Penalty: 12517.907227 Iteration 55Q: 3 clusters Score -6447154 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 20386 members Entering Unmasked Estep Score: -6447159.500000 Penalty: 12517.907227 Iteration 56Q: 3 clusters Score -6447160 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 20442 members Entering Unmasked Estep Score: -6447159.000000 Penalty: 12517.907227 Iteration 57Q: 3 clusters Score -6447159 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 20484 members Entering Unmasked Estep Score: -6447155.000000 Penalty: 12517.907227 Iteration 58Q: 3 clusters Score -6447155 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 20516 members Entering Unmasked Estep Score: -6447180.000000 Penalty: 12517.907227 Iteration 59Q: 3 clusters Score -6447180 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 20548 members Entering Unmasked Estep Score: -6447185.500000 Penalty: 12517.907227 Iteration 60F: 3 clusters Score -6447186 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 20571 members Entering Unmasked Estep Score: -6447197.000000 Penalty: 12517.907227 Iteration 61Q: 3 clusters Score -6447197 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 20595 members Entering Unmasked Estep Score: -6447195.500000 Penalty: 12517.907227 Iteration 62Q: 3 clusters Score -6447196 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 20616 members Entering Unmasked Estep Score: -6447188.500000 Penalty: 12517.907227 Iteration 63Q: 3 clusters Score -6447188 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 20632 members Entering Unmasked Estep Score: -6447212.500000 Penalty: 12517.907227 Iteration 64Q: 3 clusters Score -6447212 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 20649 members Entering Unmasked Estep Score: -6447204.000000 Penalty: 12517.907227 Iteration 65Q: 3 clusters Score -6447204 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 20671 members Entering Unmasked Estep Score: -6447208.500000 Penalty: 12517.907227 Iteration 66Q: 3 clusters Score -6447208 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 20690 members Entering Unmasked Estep Score: -6447209.500000 Penalty: 12517.907227 Iteration 67Q: 3 clusters Score -6447210 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 20698 members Entering Unmasked Estep Score: -6447201.500000 Penalty: 12517.907227 Iteration 68Q: 3 clusters Score -6447202 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 20704 members Entering Unmasked Estep Score: -6447199.000000 Penalty: 12517.907227 Iteration 69Q: 3 clusters Score -6447199 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 20712 members Entering Unmasked Estep Score: -6447218.500000 Penalty: 12517.907227 Iteration 70Q: 3 clusters Score -6447218 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 20720 members Entering Unmasked Estep Score: -6447222.000000 Penalty: 12517.907227 Iteration 71Q: 3 clusters Score -6447222 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 20728 members Entering Unmasked Estep Score: -6447221.000000 Penalty: 12517.907227 Iteration 72Q: 3 clusters Score -6447221 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 20732 members Entering Unmasked Estep Score: -6447220.000000 Penalty: 12517.907227 Iteration 73Q: 3 clusters Score -6447220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 20736 members Entering Unmasked Estep Score: -6447227.500000 Penalty: 12517.907227 Iteration 74Q: 3 clusters Score -6447228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -6447220.000000 Penalty: 12517.907227 Iteration 75Q: 3 clusters Score -6447220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 20743 members Entering Unmasked Estep Score: -6447228.000000 Penalty: 12517.907227 Iteration 76Q: 3 clusters Score -6447228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 20746 members Entering Unmasked Estep Score: -6447231.000000 Penalty: 12517.907227 Iteration 77Q: 3 clusters Score -6447231 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -6447227.000000 Penalty: 12517.907227 Iteration 78Q: 3 clusters Score -6447227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 20748 members Entering Unmasked Estep Score: -6447234.500000 Penalty: 12517.907227 Iteration 79Q: 3 clusters Score -6447234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 20750 members Entering Unmasked Estep Score: -6447234.000000 Penalty: 12517.907227 Iteration 80F: 3 clusters Score -6447234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 20751 members Entering Unmasked Estep Score: -6447234.500000 Penalty: 12517.907227 Iteration 81Q: 3 clusters Score -6447234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 20753 members Entering Unmasked Estep Score: -6447231.000000 Penalty: 12517.907227 Iteration 82Q: 3 clusters Score -6447231 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 20754 members Entering Unmasked Estep Score: -6447231.000000 Penalty: 12517.907227 Iteration 83Q: 3 clusters Score -6447231 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 20755 members Entering Unmasked Estep Score: -6447233.000000 Penalty: 12517.907227 Iteration 84Q: 3 clusters Score -6447233 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 20756 members Entering Unmasked Estep Score: -6447233.500000 Penalty: 12517.907227 Iteration 85Q: 3 clusters Score -6447234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 20758 members Entering Unmasked Estep Score: -6447240.000000 Penalty: 12517.907227 Iteration 86Q: 3 clusters Score -6447240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 20761 members Entering Unmasked Estep Score: -6447234.000000 Penalty: 12517.907227 Iteration 87Q: 3 clusters Score -6447234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 20761 members Entering Unmasked Estep Score: -6447231.500000 Penalty: 12517.907227 Iteration 88Q: 3 clusters Score -6447232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 20763 members Entering Unmasked Estep Score: -6447239.000000 Penalty: 12517.907227 Iteration 89Q: 3 clusters Score -6447239 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 20767 members Entering Unmasked Estep Score: -6447233.500000 Penalty: 12517.907227 Iteration 90Q: 3 clusters Score -6447234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -6447234.500000 Penalty: 12517.907227 Iteration 91Q: 3 clusters Score -6447234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 20773 members Entering Unmasked Estep Score: -6447236.000000 Penalty: 12517.907227 Iteration 92Q: 3 clusters Score -6447236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 20775 members Entering Unmasked Estep Score: -6447232.000000 Penalty: 12517.907227 Iteration 93Q: 3 clusters Score -6447232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 20779 members Entering Unmasked Estep Score: -6447240.000000 Penalty: 12517.907227 Iteration 94Q: 3 clusters Score -6447240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 20781 members Entering Unmasked Estep Score: -6447237.500000 Penalty: 12517.907227 Iteration 95Q: 3 clusters Score -6447238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 20784 members Entering Unmasked Estep Score: -6447235.500000 Penalty: 12517.907227 Iteration 96Q: 3 clusters Score -6447236 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 20792 members Entering Unmasked Estep Score: -6447238.000000 Penalty: 12517.907227 Iteration 97Q: 3 clusters Score -6447238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 20794 members Entering Unmasked Estep Score: -6447236.000000 Penalty: 12517.907227 Iteration 98Q: 3 clusters Score -6447236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 20796 members Entering Unmasked Estep Score: -6447238.500000 Penalty: 12517.907227 Iteration 99Q: 3 clusters Score -6447238 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 20801 members Entering Unmasked Estep Score: -6447235.000000 Penalty: 12517.907227 Iteration 100F: 3 clusters Score -6447235 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 20806 members Entering Unmasked Estep Score: -6447235.500000 Penalty: 12517.907227 Iteration 101Q: 3 clusters Score -6447236 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 20811 members Entering Unmasked Estep Score: -6447237.000000 Penalty: 12517.907227 Iteration 102Q: 3 clusters Score -6447237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 20815 members Entering Unmasked Estep Score: -6447237.500000 Penalty: 12517.907227 Iteration 103Q: 3 clusters Score -6447238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 20819 members Entering Unmasked Estep Score: -6447231.000000 Penalty: 12517.907227 Iteration 104Q: 3 clusters Score -6447231 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 20825 members Entering Unmasked Estep Score: -6447231.000000 Penalty: 12517.907227 Iteration 105Q: 3 clusters Score -6447231 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 20830 members Entering Unmasked Estep Score: -6447227.000000 Penalty: 12517.907227 Iteration 106Q: 3 clusters Score -6447227 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 20835 members Entering Unmasked Estep Score: -6447233.000000 Penalty: 12517.907227 Iteration 107Q: 3 clusters Score -6447233 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 20838 members Entering Unmasked Estep Score: -6447235.500000 Penalty: 12517.907227 Iteration 108Q: 3 clusters Score -6447236 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 20844 members Entering Unmasked Estep Score: -6447241.500000 Penalty: 12517.907227 Iteration 109Q: 3 clusters Score -6447242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 20846 members Entering Unmasked Estep Score: -6447241.500000 Penalty: 12517.907227 Iteration 110Q: 3 clusters Score -6447242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 20848 members Entering Unmasked Estep Score: -6447239.000000 Penalty: 12517.907227 Iteration 111Q: 3 clusters Score -6447239 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 20850 members Entering Unmasked Estep Score: -6447245.000000 Penalty: 12517.907227 Iteration 112Q: 3 clusters Score -6447245 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 20854 members Entering Unmasked Estep Score: -6447238.000000 Penalty: 12517.907227 Iteration 113Q: 3 clusters Score -6447238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 20857 members Entering Unmasked Estep Score: -6447239.000000 Penalty: 12517.907227 Iteration 114Q: 3 clusters Score -6447239 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 20861 members Entering Unmasked Estep Score: -6447244.500000 Penalty: 12517.907227 Iteration 115Q: 3 clusters Score -6447244 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 20866 members Entering Unmasked Estep Score: -6447250.000000 Penalty: 12517.907227 Iteration 116Q: 3 clusters Score -6447250 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 20871 members Entering Unmasked Estep Score: -6447251.500000 Penalty: 12517.907227 Iteration 117Q: 3 clusters Score -6447252 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 20876 members Entering Unmasked Estep Score: -6447249.000000 Penalty: 12517.907227 Iteration 118Q: 3 clusters Score -6447249 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 20881 members Entering Unmasked Estep Score: -6447249.500000 Penalty: 12517.907227 Iteration 119Q: 3 clusters Score -6447250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 20884 members Entering Unmasked Estep Score: -6447255.000000 Penalty: 12517.907227 Iteration 120F: 3 clusters Score -6447255 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 20887 members Entering Unmasked Estep Score: -6447242.000000 Penalty: 12517.907227 Iteration 121Q: 3 clusters Score -6447242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 20891 members Entering Unmasked Estep Score: -6447249.000000 Penalty: 12517.907227 Iteration 122Q: 3 clusters Score -6447249 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 20894 members Entering Unmasked Estep Score: -6447246.000000 Penalty: 12517.907227 Iteration 123Q: 3 clusters Score -6447246 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 20895 members Entering Unmasked Estep Score: -6447245.500000 Penalty: 12517.907227 Iteration 124Q: 3 clusters Score -6447246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 20900 members Entering Unmasked Estep Score: -6447246.500000 Penalty: 12517.907227 Iteration 125Q: 3 clusters Score -6447246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 20904 members Entering Unmasked Estep Score: -6447244.500000 Penalty: 12517.907227 Iteration 126Q: 3 clusters Score -6447244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 20908 members Entering Unmasked Estep Score: -6447240.000000 Penalty: 12517.907227 Iteration 127Q: 3 clusters Score -6447240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 20910 members Entering Unmasked Estep Score: -6447237.500000 Penalty: 12517.907227 Iteration 128Q: 3 clusters Score -6447238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 20913 members Entering Unmasked Estep Score: -6447241.500000 Penalty: 12517.907227 Iteration 129Q: 3 clusters Score -6447242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 20913 members Entering Unmasked Estep Score: -6447241.500000 Penalty: 12517.907227 Iteration 130F: 3 clusters Score -6447242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10919 members Mstep: Class 4 contains 37098 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84425 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115181 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31763 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714192.000000 Penalty: 214845.046875 Iteration 199Q: 28 clusters Score -1.017142e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10920 members Mstep: Class 4 contains 37099 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115183 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31758 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714200.000000 Penalty: 214845.046875 Iteration 200F: 28 clusters Score -1.017142e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10920 members Mstep: Class 4 contains 37101 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115183 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31756 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714200.000000 Penalty: 214845.046875 Iteration 201Q: 28 clusters Score -1.017142e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10920 members Mstep: Class 4 contains 37100 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115183 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31757 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714208.000000 Penalty: 214845.046875 Iteration 202Q: 28 clusters Score -1.017142e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10920 members Mstep: Class 4 contains 37101 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115182 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31757 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714200.000000 Penalty: 214845.046875 Iteration 203Q: 28 clusters Score -1.017142e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4683 members Mstep: Class 3 contains 10920 members Mstep: Class 4 contains 37101 members Mstep: Class 5 contains 10225 members Mstep: Class 6 contains 1305 members Mstep: Class 7 contains 1286 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 84426 members Mstep: Class 10 contains 530 members Mstep: Class 11 contains 13379 members Mstep: Class 12 contains 846 members Mstep: Class 13 contains 1217 members Mstep: Class 14 contains 9558 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 27016 members Mstep: Class 18 contains 244 members Mstep: Class 19 contains 20770 members Mstep: Class 20 contains 115182 members Mstep: Class 21 contains 3562 members Mstep: Class 22 contains 15410 members Mstep: Class 23 contains 8038 members Mstep: Class 24 contains 689 members Mstep: Class 25 contains 31757 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 27411 members Entering Unmasked Estep ConsiderDeletion Score: -101714200.000000 Penalty: 214845.046875 Iteration 204F: 28 clusters Score -1.017142e+08 nChanged 0 Entering ConstructFrom: Score: -101714200.000000 Penalty: 214845.046875 Entering ConstructFrom: Trying to split cluster 1 (10253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10253 members Entering Unmasked Estep Score: -2340047.250000 Penalty: 5656.637207 Iteration 0F: 2 clusters Score -2340047 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -2329699.750000 Penalty: 11313.274414 Iteration 0F: 3 clusters Score -2329700 nChanged 3783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -2331885.500000 Penalty: 11313.274414 Iteration 1F: 3 clusters Score -2331886 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -2332349.000000 Penalty: 11313.274414 Iteration 2F: 3 clusters Score -2332349 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -2332633.750000 Penalty: 11313.274414 Iteration 3Q: 3 clusters Score -2332634 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -2332853.500000 Penalty: 11313.274414 Iteration 4Q: 3 clusters Score -2332854 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -2333003.000000 Penalty: 11313.274414 Iteration 5Q: 3 clusters Score -2333003 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -2333145.750000 Penalty: 11313.274414 Iteration 6Q: 3 clusters Score -2333146 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -2333285.500000 Penalty: 11313.274414 Iteration 7Q: 3 clusters Score -2333286 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -2333397.750000 Penalty: 11313.274414 Iteration 8Q: 3 clusters Score -2333398 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -2333511.250000 Penalty: 11313.274414 Iteration 9Q: 3 clusters Score -2333511 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -2333619.250000 Penalty: 11313.274414 Iteration 10Q: 3 clusters Score -2333619 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -2333694.750000 Penalty: 11313.274414 Iteration 11Q: 3 clusters Score -2333695 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -2333757.500000 Penalty: 11313.274414 Iteration 12Q: 3 clusters Score -2333758 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -2333816.250000 Penalty: 11313.274414 Iteration 13Q: 3 clusters Score -2333816 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -2333874.750000 Penalty: 11313.274414 Iteration 14Q: 3 clusters Score -2333875 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -2333937.500000 Penalty: 11313.274414 Iteration 15Q: 3 clusters Score -2333938 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -2333996.000000 Penalty: 11313.274414 Iteration 16Q: 3 clusters Score -2333996 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -2334056.750000 Penalty: 11313.274414 Iteration 17Q: 3 clusters Score -2334057 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -2334104.750000 Penalty: 11313.274414 Iteration 18Q: 3 clusters Score -2334105 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -2334155.500000 Penalty: 11313.274414 Iteration 19Q: 3 clusters Score -2334156 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -2334200.000000 Penalty: 11313.274414 Iteration 20F: 3 clusters Score -2334200 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -2334243.750000 Penalty: 11313.274414 Iteration 21Q: 3 clusters Score -2334244 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -2334289.000000 Penalty: 11313.274414 Iteration 22Q: 3 clusters Score -2334289 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -2334342.750000 Penalty: 11313.274414 Iteration 23Q: 3 clusters Score -2334343 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -2334399.500000 Penalty: 11313.274414 Iteration 24Q: 3 clusters Score -2334400 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -2334438.000000 Penalty: 11313.274414 Iteration 25Q: 3 clusters Score -2334438 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -2334485.000000 Penalty: 11313.274414 Iteration 26Q: 3 clusters Score -2334485 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -2334526.750000 Penalty: 11313.274414 Iteration 27Q: 3 clusters Score -2334527 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -2334563.250000 Penalty: 11313.274414 Iteration 28Q: 3 clusters Score -2334563 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -2334583.250000 Penalty: 11313.274414 Iteration 29Q: 3 clusters Score -2334583 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -2334605.250000 Penalty: 11313.274414 Iteration 30Q: 3 clusters Score -2334605 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -2334628.250000 Penalty: 11313.274414 Iteration 31Q: 3 clusters Score -2334628 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -2334648.250000 Penalty: 11313.274414 Iteration 32Q: 3 clusters Score -2334648 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -2334685.750000 Penalty: 11313.274414 Iteration 33Q: 3 clusters Score -2334686 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -2334719.500000 Penalty: 11313.274414 Iteration 34Q: 3 clusters Score -2334720 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -2334747.000000 Penalty: 11313.274414 Iteration 35Q: 3 clusters Score -2334747 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -2334782.750000 Penalty: 11313.274414 Iteration 36Q: 3 clusters Score -2334783 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -2334810.750000 Penalty: 11313.274414 Iteration 37Q: 3 clusters Score -2334811 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -2334844.250000 Penalty: 11313.274414 Iteration 38Q: 3 clusters Score -2334844 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -2334873.000000 Penalty: 11313.274414 Iteration 39Q: 3 clusters Score -2334873 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -2334894.500000 Penalty: 11313.274414 Iteration 40F: 3 clusters Score -2334894 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -2334921.000000 Penalty: 11313.274414 Iteration 41Q: 3 clusters Score -2334921 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -2334960.750000 Penalty: 11313.274414 Iteration 42Q: 3 clusters Score -2334961 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -2335001.000000 Penalty: 11313.274414 Iteration 43Q: 3 clusters Score -2335001 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -2335039.500000 Penalty: 11313.274414 Iteration 44Q: 3 clusters Score -2335040 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -2335087.500000 Penalty: 11313.274414 Iteration 45Q: 3 clusters Score -2335088 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -2335123.500000 Penalty: 11313.274414 Iteration 46Q: 3 clusters Score -2335124 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -2335167.500000 Penalty: 11313.274414 Iteration 47Q: 3 clusters Score -2335168 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -2335215.000000 Penalty: 11313.274414 Iteration 48Q: 3 clusters Score -2335215 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -2335266.500000 Penalty: 11313.274414 Iteration 49Q: 3 clusters Score -2335266 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -2335319.750000 Penalty: 11313.274414 Iteration 50Q: 3 clusters Score -2335320 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -2335364.250000 Penalty: 11313.274414 Iteration 51Q: 3 clusters Score -2335364 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -2335401.250000 Penalty: 11313.274414 Iteration 52Q: 3 clusters Score -2335401 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -2335429.250000 Penalty: 11313.274414 Iteration 53Q: 3 clusters Score -2335429 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8684 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -2335450.000000 Penalty: 11313.274414 Iteration 54Q: 3 clusters Score -2335450 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -2335465.750000 Penalty: 11313.274414 Iteration 55Q: 3 clusters Score -2335466 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -2335477.000000 Penalty: 11313.274414 Iteration 56Q: 3 clusters Score -2335477 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -2335477.750000 Penalty: 11313.274414 Iteration 57Q: 3 clusters Score -2335478 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -2335490.750000 Penalty: 11313.274414 Iteration 58Q: 3 clusters Score -2335491 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -2335495.000000 Penalty: 11313.274414 Iteration 59Q: 3 clusters Score -2335495 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -2335497.000000 Penalty: 11313.274414 Iteration 60F: 3 clusters Score -2335497 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -2335498.750000 Penalty: 11313.274414 Iteration 61Q: 3 clusters Score -2335499 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -2335503.750000 Penalty: 11313.274414 Iteration 62Q: 3 clusters Score -2335504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -2335506.250000 Penalty: 11313.274414 Iteration 63Q: 3 clusters Score -2335506 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -2335510.250000 Penalty: 11313.274414 Iteration 64Q: 3 clusters Score -2335510 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -2335509.500000 Penalty: 11313.274414 Iteration 65Q: 3 clusters Score -2335510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8764 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -2335510.750000 Penalty: 11313.274414 Iteration 66Q: 3 clusters Score -2335511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -2335515.000000 Penalty: 11313.274414 Iteration 67Q: 3 clusters Score -2335515 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -2335522.000000 Penalty: 11313.274414 Iteration 68Q: 3 clusters Score -2335522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -2335522.750000 Penalty: 11313.274414 Iteration 69Q: 3 clusters Score -2335523 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -2335522.750000 Penalty: 11313.274414 Iteration 70F: 3 clusters Score -2335523 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Entering Unmasked Estep Score: -1087179.875000 Penalty: 5176.663086 Iteration 0F: 2 clusters Score -1087180 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1080410.125000 Penalty: 10353.326172 Iteration 0F: 3 clusters Score -1080410 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -1081559.375000 Penalty: 10353.326172 Iteration 1F: 3 clusters Score -1081559 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1081898.375000 Penalty: 10353.326172 Iteration 2F: 3 clusters Score -1081898 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1082177.125000 Penalty: 10353.326172 Iteration 3Q: 3 clusters Score -1082177 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1082474.250000 Penalty: 10353.326172 Iteration 4Q: 3 clusters Score -1082474 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1082765.875000 Penalty: 10353.326172 Iteration 5Q: 3 clusters Score -1082766 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1083014.375000 Penalty: 10353.326172 Iteration 6Q: 3 clusters Score -1083014 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1083244.500000 Penalty: 10353.326172 Iteration 7Q: 3 clusters Score -1083244 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1083399.375000 Penalty: 10353.326172 Iteration 8Q: 3 clusters Score -1083399 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1083540.625000 Penalty: 10353.326172 Iteration 9Q: 3 clusters Score -1083541 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1083656.875000 Penalty: 10353.326172 Iteration 10Q: 3 clusters Score -1083657 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1083735.000000 Penalty: 10353.326172 Iteration 11Q: 3 clusters Score -1083735 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1083799.625000 Penalty: 10353.326172 Iteration 12Q: 3 clusters Score -1083800 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1083846.750000 Penalty: 10353.326172 Iteration 13Q: 3 clusters Score -1083847 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1083887.875000 Penalty: 10353.326172 Iteration 14Q: 3 clusters Score -1083888 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -1083927.000000 Penalty: 10353.326172 Iteration 15Q: 3 clusters Score -1083927 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1083954.875000 Penalty: 10353.326172 Iteration 16Q: 3 clusters Score -1083955 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1083980.375000 Penalty: 10353.326172 Iteration 17Q: 3 clusters Score -1083980 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1083996.000000 Penalty: 10353.326172 Iteration 18Q: 3 clusters Score -1083996 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -1084010.375000 Penalty: 10353.326172 Iteration 19Q: 3 clusters Score -1084010 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1084022.250000 Penalty: 10353.326172 Iteration 20F: 3 clusters Score -1084022 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1084028.000000 Penalty: 10353.326172 Iteration 21Q: 3 clusters Score -1084028 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1084031.000000 Penalty: 10353.326172 Iteration 22Q: 3 clusters Score -1084031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1084034.000000 Penalty: 10353.326172 Iteration 23Q: 3 clusters Score -1084034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1084035.125000 Penalty: 10353.326172 Iteration 24Q: 3 clusters Score -1084035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1084037.875000 Penalty: 10353.326172 Iteration 25Q: 3 clusters Score -1084038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1084038.250000 Penalty: 10353.326172 Iteration 26Q: 3 clusters Score -1084038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1084037.875000 Penalty: 10353.326172 Iteration 27Q: 3 clusters Score -1084038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1084039.500000 Penalty: 10353.326172 Iteration 28Q: 3 clusters Score -1084040 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1084039.500000 Penalty: 10353.326172 Iteration 29F: 3 clusters Score -1084040 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (10920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Entering Unmasked Estep Score: -2428010.250000 Penalty: 5695.240234 Iteration 0F: 2 clusters Score -2428010 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -2417241.750000 Penalty: 11390.480469 Iteration 0F: 3 clusters Score -2417242 nChanged 4005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -2419560.500000 Penalty: 11390.480469 Iteration 1F: 3 clusters Score -2419560 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -2420039.000000 Penalty: 11390.480469 Iteration 2F: 3 clusters Score -2420039 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -2420362.750000 Penalty: 11390.480469 Iteration 3Q: 3 clusters Score -2420363 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -2420566.000000 Penalty: 11390.480469 Iteration 4Q: 3 clusters Score -2420566 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -2420738.750000 Penalty: 11390.480469 Iteration 5Q: 3 clusters Score -2420739 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -2420880.500000 Penalty: 11390.480469 Iteration 6Q: 3 clusters Score -2420880 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -2421002.000000 Penalty: 11390.480469 Iteration 7Q: 3 clusters Score -2421002 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -2421106.750000 Penalty: 11390.480469 Iteration 8Q: 3 clusters Score -2421107 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -2421184.750000 Penalty: 11390.480469 Iteration 9Q: 3 clusters Score -2421185 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -2421259.250000 Penalty: 11390.480469 Iteration 10Q: 3 clusters Score -2421259 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -2421318.750000 Penalty: 11390.480469 Iteration 11Q: 3 clusters Score -2421319 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -2421369.750000 Penalty: 11390.480469 Iteration 12Q: 3 clusters Score -2421370 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -2421421.750000 Penalty: 11390.480469 Iteration 13Q: 3 clusters Score -2421422 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -2421462.000000 Penalty: 11390.480469 Iteration 14Q: 3 clusters Score -2421462 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -2421496.750000 Penalty: 11390.480469 Iteration 15Q: 3 clusters Score -2421497 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -2421529.000000 Penalty: 11390.480469 Iteration 16Q: 3 clusters Score -2421529 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -2421557.000000 Penalty: 11390.480469 Iteration 17Q: 3 clusters Score -2421557 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -2421582.000000 Penalty: 11390.480469 Iteration 18Q: 3 clusters Score -2421582 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -2421603.500000 Penalty: 11390.480469 Iteration 19Q: 3 clusters Score -2421604 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -2421632.250000 Penalty: 11390.480469 Iteration 20F: 3 clusters Score -2421632 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -2421650.750000 Penalty: 11390.480469 Iteration 21Q: 3 clusters Score -2421651 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -2421672.500000 Penalty: 11390.480469 Iteration 22Q: 3 clusters Score -2421672 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -2421695.250000 Penalty: 11390.480469 Iteration 23Q: 3 clusters Score -2421695 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -2421719.250000 Penalty: 11390.480469 Iteration 24Q: 3 clusters Score -2421719 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -2421732.000000 Penalty: 11390.480469 Iteration 25Q: 3 clusters Score -2421732 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -2421754.750000 Penalty: 11390.480469 Iteration 26Q: 3 clusters Score -2421755 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -2421772.750000 Penalty: 11390.480469 Iteration 27Q: 3 clusters Score -2421773 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -2421788.500000 Penalty: 11390.480469 Iteration 28Q: 3 clusters Score -2421788 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -2421801.500000 Penalty: 11390.480469 Iteration 29Q: 3 clusters Score -2421802 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -2421812.750000 Penalty: 11390.480469 Iteration 30Q: 3 clusters Score -2421813 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -2421823.750000 Penalty: 11390.480469 Iteration 31Q: 3 clusters Score -2421824 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -2421835.500000 Penalty: 11390.480469 Iteration 32Q: 3 clusters Score -2421836 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -2421855.750000 Penalty: 11390.480469 Iteration 33Q: 3 clusters Score -2421856 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -2421863.250000 Penalty: 11390.480469 Iteration 34Q: 3 clusters Score -2421863 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -2421870.750000 Penalty: 11390.480469 Iteration 35Q: 3 clusters Score -2421871 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -2421875.000000 Penalty: 11390.480469 Iteration 36Q: 3 clusters Score -2421875 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -2421875.250000 Penalty: 11390.480469 Iteration 37Q: 3 clusters Score -2421875 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -2421881.500000 Penalty: 11390.480469 Iteration 38Q: 3 clusters Score -2421882 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -2421883.250000 Penalty: 11390.480469 Iteration 39Q: 3 clusters Score -2421883 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -2421886.500000 Penalty: 11390.480469 Iteration 40F: 3 clusters Score -2421886 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -2421891.750000 Penalty: 11390.480469 Iteration 41Q: 3 clusters Score -2421892 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -2421891.250000 Penalty: 11390.480469 Iteration 42Q: 3 clusters Score -2421891 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -2421895.750000 Penalty: 11390.480469 Iteration 43Q: 3 clusters Score -2421896 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -2421897.500000 Penalty: 11390.480469 Iteration 44Q: 3 clusters Score -2421898 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -2421909.000000 Penalty: 11390.480469 Iteration 45Q: 3 clusters Score -2421909 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -2421904.500000 Penalty: 11390.480469 Iteration 46Q: 3 clusters Score -2421904 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -2421903.500000 Penalty: 11390.480469 Iteration 47Q: 3 clusters Score -2421904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -2421905.750000 Penalty: 11390.480469 Iteration 48Q: 3 clusters Score -2421906 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -2421906.250000 Penalty: 11390.480469 Iteration 49Q: 3 clusters Score -2421906 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -2421912.500000 Penalty: 11390.480469 Iteration 50Q: 3 clusters Score -2421912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -2421915.250000 Penalty: 11390.480469 Iteration 51Q: 3 clusters Score -2421915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -2421915.000000 Penalty: 11390.480469 Iteration 52Q: 3 clusters Score -2421915 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -2421920.000000 Penalty: 11390.480469 Iteration 53Q: 3 clusters Score -2421920 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -2421917.500000 Penalty: 11390.480469 Iteration 54Q: 3 clusters Score -2421918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -2421922.000000 Penalty: 11390.480469 Iteration 55Q: 3 clusters Score -2421922 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -2421916.500000 Penalty: 11390.480469 Iteration 56Q: 3 clusters Score -2421916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -2421918.250000 Penalty: 11390.480469 Iteration 57Q: 3 clusters Score -2421918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -2421922.500000 Penalty: 11390.480469 Iteration 58Q: 3 clusters Score -2421922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -2421924.000000 Penalty: 11390.480469 Iteration 59Q: 3 clusters Score -2421924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -2421923.250000 Penalty: 11390.480469 Iteration 60F: 3 clusters Score -2421923 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -2421929.750000 Penalty: 11390.480469 Iteration 61Q: 3 clusters Score -2421930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -2421928.000000 Penalty: 11390.480469 Iteration 62Q: 3 clusters Score -2421928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -2421934.000000 Penalty: 11390.480469 Iteration 63Q: 3 clusters Score -2421934 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -2421928.500000 Penalty: 11390.480469 Iteration 64Q: 3 clusters Score -2421928 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -2421929.750000 Penalty: 11390.480469 Iteration 65Q: 3 clusters Score -2421930 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -2421937.750000 Penalty: 11390.480469 Iteration 66Q: 3 clusters Score -2421938 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -2421938.750000 Penalty: 11390.480469 Iteration 67Q: 3 clusters Score -2421939 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -2421944.250000 Penalty: 11390.480469 Iteration 68Q: 3 clusters Score -2421944 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -2421943.750000 Penalty: 11390.480469 Iteration 69Q: 3 clusters Score -2421944 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -2421949.000000 Penalty: 11390.480469 Iteration 70Q: 3 clusters Score -2421949 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -2421948.750000 Penalty: 11390.480469 Iteration 71Q: 3 clusters Score -2421949 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -2421945.000000 Penalty: 11390.480469 Iteration 72Q: 3 clusters Score -2421945 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -2421948.750000 Penalty: 11390.480469 Iteration 73Q: 3 clusters Score -2421949 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -2421946.000000 Penalty: 11390.480469 Iteration 74Q: 3 clusters Score -2421946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -2421949.750000 Penalty: 11390.480469 Iteration 75Q: 3 clusters Score -2421950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -2421953.250000 Penalty: 11390.480469 Iteration 76Q: 3 clusters Score -2421953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -2421958.750000 Penalty: 11390.480469 Iteration 77Q: 3 clusters Score -2421959 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -2421965.000000 Penalty: 11390.480469 Iteration 78Q: 3 clusters Score -2421965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -2421963.250000 Penalty: 11390.480469 Iteration 79Q: 3 clusters Score -2421963 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -2421959.250000 Penalty: 11390.480469 Iteration 80F: 3 clusters Score -2421959 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -2421969.250000 Penalty: 11390.480469 Iteration 81Q: 3 clusters Score -2421969 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -2421976.000000 Penalty: 11390.480469 Iteration 82Q: 3 clusters Score -2421976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -2421975.500000 Penalty: 11390.480469 Iteration 83Q: 3 clusters Score -2421976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -2421978.750000 Penalty: 11390.480469 Iteration 84Q: 3 clusters Score -2421979 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -2421978.250000 Penalty: 11390.480469 Iteration 85Q: 3 clusters Score -2421978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -2421977.250000 Penalty: 11390.480469 Iteration 86Q: 3 clusters Score -2421977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -2421978.750000 Penalty: 11390.480469 Iteration 87Q: 3 clusters Score -2421979 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -2421983.000000 Penalty: 11390.480469 Iteration 88Q: 3 clusters Score -2421983 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -2421980.250000 Penalty: 11390.480469 Iteration 89Q: 3 clusters Score -2421980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -2421981.250000 Penalty: 11390.480469 Iteration 90Q: 3 clusters Score -2421981 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -2421982.500000 Penalty: 11390.480469 Iteration 91Q: 3 clusters Score -2421982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -2421982.500000 Penalty: 11390.480469 Iteration 92Q: 3 clusters Score -2421982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -2421981.750000 Penalty: 11390.480469 Iteration 93Q: 3 clusters Score -2421982 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -2421984.500000 Penalty: 11390.480469 Iteration 94Q: 3 clusters Score -2421984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -2421983.500000 Penalty: 11390.480469 Iteration 95Q: 3 clusters Score -2421984 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -2421987.500000 Penalty: 11390.480469 Iteration 96Q: 3 clusters Score -2421988 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -2421987.000000 Penalty: 11390.480469 Iteration 97Q: 3 clusters Score -2421987 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -2421991.500000 Penalty: 11390.480469 Iteration 98Q: 3 clusters Score -2421992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -2421995.000000 Penalty: 11390.480469 Iteration 99Q: 3 clusters Score -2421995 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -2421998.000000 Penalty: 11390.480469 Iteration 100F: 3 clusters Score -2421998 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -2421990.000000 Penalty: 11390.480469 Iteration 101Q: 3 clusters Score -2421990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -2421998.000000 Penalty: 11390.480469 Iteration 102Q: 3 clusters Score -2421998 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -2421996.000000 Penalty: 11390.480469 Iteration 103Q: 3 clusters Score -2421996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -2421999.750000 Penalty: 11390.480469 Iteration 104Q: 3 clusters Score -2422000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -2421995.750000 Penalty: 11390.480469 Iteration 105Q: 3 clusters Score -2421996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -2422002.500000 Penalty: 11390.480469 Iteration 106Q: 3 clusters Score -2422002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -2422001.500000 Penalty: 11390.480469 Iteration 107Q: 3 clusters Score -2422002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -2422001.250000 Penalty: 11390.480469 Iteration 108Q: 3 clusters Score -2422001 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -2422001.250000 Penalty: 11390.480469 Iteration 109F: 3 clusters Score -2422001 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (37101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37101 members Entering Unmasked Estep Score: -8848629.000000 Penalty: 6444.357422 Iteration 0F: 2 clusters Score -8848629 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 18474 members Entering Unmasked Estep Score: -8821201.000000 Penalty: 12888.714844 Iteration 0F: 3 clusters Score -8821201 nChanged 15952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18923 members Mstep: Class 2 contains 18178 members Entering Unmasked Estep Score: -8829695.000000 Penalty: 12888.714844 Iteration 1F: 3 clusters Score -8829695 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 18089 members Entering Unmasked Estep Score: -8830791.000000 Penalty: 12888.714844 Iteration 2F: 3 clusters Score -8830791 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19006 members Mstep: Class 2 contains 18095 members Entering Unmasked Estep Score: -8832082.000000 Penalty: 12888.714844 Iteration 3F: 3 clusters Score -8832082 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18730 members Mstep: Class 2 contains 18371 members Entering Unmasked Estep Score: -8833354.000000 Penalty: 12888.714844 Iteration 4F: 3 clusters Score -8833354 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18153 members Mstep: Class 2 contains 18948 members Entering Unmasked Estep Score: -8834610.000000 Penalty: 12888.714844 Iteration 5F: 3 clusters Score -8834610 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17239 members Mstep: Class 2 contains 19862 members Entering Unmasked Estep Score: -8835955.000000 Penalty: 12888.714844 Iteration 6F: 3 clusters Score -8835955 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15962 members Mstep: Class 2 contains 21139 members Entering Unmasked Estep Score: -8837652.000000 Penalty: 12888.714844 Iteration 7F: 3 clusters Score -8837652 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14542 members Mstep: Class 2 contains 22559 members Entering Unmasked Estep Score: -8839446.000000 Penalty: 12888.714844 Iteration 8F: 3 clusters Score -8839446 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13065 members Mstep: Class 2 contains 24036 members Entering Unmasked Estep Score: -8841275.000000 Penalty: 12888.714844 Iteration 9F: 3 clusters Score -8841275 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 25493 members Entering Unmasked Estep Score: -8842893.000000 Penalty: 12888.714844 Iteration 10F: 3 clusters Score -8842893 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 26734 members Entering Unmasked Estep Score: -8844135.000000 Penalty: 12888.714844 Iteration 11Q: 3 clusters Score -8844135 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 27687 members Entering Unmasked Estep Score: -8844964.000000 Penalty: 12888.714844 Iteration 12Q: 3 clusters Score -8844964 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 28447 members Entering Unmasked Estep Score: -8845476.000000 Penalty: 12888.714844 Iteration 13Q: 3 clusters Score -8845476 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 29039 members Entering Unmasked Estep Score: -8845826.000000 Penalty: 12888.714844 Iteration 14Q: 3 clusters Score -8845826 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 29524 members Entering Unmasked Estep Score: -8846045.000000 Penalty: 12888.714844 Iteration 15Q: 3 clusters Score -8846045 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 29932 members Entering Unmasked Estep Score: -8846154.000000 Penalty: 12888.714844 Iteration 16Q: 3 clusters Score -8846154 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 30280 members Entering Unmasked Estep Score: -8846288.000000 Penalty: 12888.714844 Iteration 17Q: 3 clusters Score -8846288 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 30596 members Entering Unmasked Estep Score: -8846370.000000 Penalty: 12888.714844 Iteration 18Q: 3 clusters Score -8846370 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 30870 members Entering Unmasked Estep Score: -8846443.000000 Penalty: 12888.714844 Iteration 19Q: 3 clusters Score -8846443 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 31103 members Entering Unmasked Estep Score: -8846511.000000 Penalty: 12888.714844 Iteration 20F: 3 clusters Score -8846511 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 31335 members Entering Unmasked Estep Score: -8846564.000000 Penalty: 12888.714844 Iteration 21Q: 3 clusters Score -8846564 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 31553 members Entering Unmasked Estep Score: -8846627.000000 Penalty: 12888.714844 Iteration 22Q: 3 clusters Score -8846627 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 31765 members Entering Unmasked Estep Score: -8846676.000000 Penalty: 12888.714844 Iteration 23Q: 3 clusters Score -8846676 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 31950 members Entering Unmasked Estep Score: -8846776.000000 Penalty: 12888.714844 Iteration 24Q: 3 clusters Score -8846776 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 32129 members Entering Unmasked Estep Score: -8846799.000000 Penalty: 12888.714844 Iteration 25Q: 3 clusters Score -8846799 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 32293 members Entering Unmasked Estep Score: -8846833.000000 Penalty: 12888.714844 Iteration 26Q: 3 clusters Score -8846833 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 32442 members Entering Unmasked Estep Score: -8846859.000000 Penalty: 12888.714844 Iteration 27Q: 3 clusters Score -8846859 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 32574 members Entering Unmasked Estep Score: -8846914.000000 Penalty: 12888.714844 Iteration 28Q: 3 clusters Score -8846914 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 32711 members Entering Unmasked Estep Score: -8846958.000000 Penalty: 12888.714844 Iteration 29Q: 3 clusters Score -8846958 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 32844 members Entering Unmasked Estep Score: -8847012.000000 Penalty: 12888.714844 Iteration 30Q: 3 clusters Score -8847012 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 32963 members Entering Unmasked Estep Score: -8847036.000000 Penalty: 12888.714844 Iteration 31Q: 3 clusters Score -8847036 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 33079 members Entering Unmasked Estep Score: -8847066.000000 Penalty: 12888.714844 Iteration 32Q: 3 clusters Score -8847066 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 33166 members Entering Unmasked Estep Score: -8847091.000000 Penalty: 12888.714844 Iteration 33Q: 3 clusters Score -8847091 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 33256 members Entering Unmasked Estep Score: -8847111.000000 Penalty: 12888.714844 Iteration 34Q: 3 clusters Score -8847111 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 33339 members Entering Unmasked Estep Score: -8847134.000000 Penalty: 12888.714844 Iteration 35Q: 3 clusters Score -8847134 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 33413 members Entering Unmasked Estep Score: -8847163.000000 Penalty: 12888.714844 Iteration 36Q: 3 clusters Score -8847163 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 33469 members Entering Unmasked Estep Score: -8847180.000000 Penalty: 12888.714844 Iteration 37Q: 3 clusters Score -8847180 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 33519 members Entering Unmasked Estep Score: -8847197.000000 Penalty: 12888.714844 Iteration 38Q: 3 clusters Score -8847197 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 33562 members Entering Unmasked Estep Score: -8847203.000000 Penalty: 12888.714844 Iteration 39Q: 3 clusters Score -8847203 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 33600 members Entering Unmasked Estep Score: -8847216.000000 Penalty: 12888.714844 Iteration 40F: 3 clusters Score -8847216 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 33632 members Entering Unmasked Estep Score: -8847214.000000 Penalty: 12888.714844 Iteration 41Q: 3 clusters Score -8847214 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 33658 members Entering Unmasked Estep Score: -8847206.000000 Penalty: 12888.714844 Iteration 42Q: 3 clusters Score -8847206 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 33678 members Entering Unmasked Estep Score: -8847220.000000 Penalty: 12888.714844 Iteration 43Q: 3 clusters Score -8847220 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 33695 members Entering Unmasked Estep Score: -8847227.000000 Penalty: 12888.714844 Iteration 44Q: 3 clusters Score -8847227 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 33712 members Entering Unmasked Estep Score: -8847242.000000 Penalty: 12888.714844 Iteration 45Q: 3 clusters Score -8847242 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 33725 members Entering Unmasked Estep Score: -8847229.000000 Penalty: 12888.714844 Iteration 46Q: 3 clusters Score -8847229 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 33738 members Entering Unmasked Estep Score: -8847228.000000 Penalty: 12888.714844 Iteration 47Q: 3 clusters Score -8847228 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 33749 members Entering Unmasked Estep Score: -8847227.000000 Penalty: 12888.714844 Iteration 48Q: 3 clusters Score -8847227 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 33762 members Entering Unmasked Estep Score: -8847237.000000 Penalty: 12888.714844 Iteration 49Q: 3 clusters Score -8847237 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 33772 members Entering Unmasked Estep Score: -8847241.000000 Penalty: 12888.714844 Iteration 50Q: 3 clusters Score -8847241 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 33778 members Entering Unmasked Estep Score: -8847222.000000 Penalty: 12888.714844 Iteration 51Q: 3 clusters Score -8847222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 33783 members Entering Unmasked Estep Score: -8847233.000000 Penalty: 12888.714844 Iteration 52Q: 3 clusters Score -8847233 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 33785 members Entering Unmasked Estep Score: -8847240.000000 Penalty: 12888.714844 Iteration 53Q: 3 clusters Score -8847240 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 33785 members Entering Unmasked Estep Score: -8847240.000000 Penalty: 12888.714844 Iteration 54F: 3 clusters Score -8847240 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Entering Unmasked Estep Score: -2390210.750000 Penalty: 5654.961914 Iteration 0F: 2 clusters Score -2390211 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -2379857.000000 Penalty: 11309.923828 Iteration 0F: 3 clusters Score -2379857 nChanged 3793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -2382466.250000 Penalty: 11309.923828 Iteration 1F: 3 clusters Score -2382466 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -2383439.250000 Penalty: 11309.923828 Iteration 2F: 3 clusters Score -2383439 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -2384224.500000 Penalty: 11309.923828 Iteration 3F: 3 clusters Score -2384224 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -2384802.500000 Penalty: 11309.923828 Iteration 4F: 3 clusters Score -2384802 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -2385311.500000 Penalty: 11309.923828 Iteration 5F: 3 clusters Score -2385312 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -2385841.250000 Penalty: 11309.923828 Iteration 6Q: 3 clusters Score -2385841 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -2386353.250000 Penalty: 11309.923828 Iteration 7Q: 3 clusters Score -2386353 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -2386685.250000 Penalty: 11309.923828 Iteration 8Q: 3 clusters Score -2386685 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -2386879.500000 Penalty: 11309.923828 Iteration 9Q: 3 clusters Score -2386880 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -2387003.250000 Penalty: 11309.923828 Iteration 10Q: 3 clusters Score -2387003 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -2387095.500000 Penalty: 11309.923828 Iteration 11Q: 3 clusters Score -2387096 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -2387168.000000 Penalty: 11309.923828 Iteration 12Q: 3 clusters Score -2387168 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -2387234.500000 Penalty: 11309.923828 Iteration 13Q: 3 clusters Score -2387234 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -2387303.750000 Penalty: 11309.923828 Iteration 14Q: 3 clusters Score -2387304 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -2387389.500000 Penalty: 11309.923828 Iteration 15Q: 3 clusters Score -2387390 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -2387457.250000 Penalty: 11309.923828 Iteration 16Q: 3 clusters Score -2387457 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -2387500.250000 Penalty: 11309.923828 Iteration 17Q: 3 clusters Score -2387500 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -2387526.750000 Penalty: 11309.923828 Iteration 18Q: 3 clusters Score -2387527 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -2387553.000000 Penalty: 11309.923828 Iteration 19Q: 3 clusters Score -2387553 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -2387570.250000 Penalty: 11309.923828 Iteration 20F: 3 clusters Score -2387570 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -2387584.500000 Penalty: 11309.923828 Iteration 21Q: 3 clusters Score -2387584 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -2387593.250000 Penalty: 11309.923828 Iteration 22Q: 3 clusters Score -2387593 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -2387598.250000 Penalty: 11309.923828 Iteration 23Q: 3 clusters Score -2387598 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -2387612.750000 Penalty: 11309.923828 Iteration 24Q: 3 clusters Score -2387613 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -2387619.000000 Penalty: 11309.923828 Iteration 25Q: 3 clusters Score -2387619 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -2387621.000000 Penalty: 11309.923828 Iteration 26Q: 3 clusters Score -2387621 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -2387627.750000 Penalty: 11309.923828 Iteration 27Q: 3 clusters Score -2387628 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -2387638.000000 Penalty: 11309.923828 Iteration 28Q: 3 clusters Score -2387638 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -2387653.750000 Penalty: 11309.923828 Iteration 29Q: 3 clusters Score -2387654 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -2387656.500000 Penalty: 11309.923828 Iteration 30Q: 3 clusters Score -2387656 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -2387662.250000 Penalty: 11309.923828 Iteration 31Q: 3 clusters Score -2387662 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -2387667.250000 Penalty: 11309.923828 Iteration 32Q: 3 clusters Score -2387667 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -2387675.000000 Penalty: 11309.923828 Iteration 33Q: 3 clusters Score -2387675 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -2387688.250000 Penalty: 11309.923828 Iteration 34Q: 3 clusters Score -2387688 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -2387686.000000 Penalty: 11309.923828 Iteration 35Q: 3 clusters Score -2387686 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -2387691.500000 Penalty: 11309.923828 Iteration 36Q: 3 clusters Score -2387692 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -2387694.500000 Penalty: 11309.923828 Iteration 37Q: 3 clusters Score -2387694 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -2387700.500000 Penalty: 11309.923828 Iteration 38Q: 3 clusters Score -2387700 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -2387705.750000 Penalty: 11309.923828 Iteration 39Q: 3 clusters Score -2387706 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -2387712.750000 Penalty: 11309.923828 Iteration 40F: 3 clusters Score -2387713 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -2387721.750000 Penalty: 11309.923828 Iteration 41Q: 3 clusters Score -2387722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -2387722.000000 Penalty: 11309.923828 Iteration 42Q: 3 clusters Score -2387722 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -2387727.750000 Penalty: 11309.923828 Iteration 43Q: 3 clusters Score -2387728 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -2387730.250000 Penalty: 11309.923828 Iteration 44Q: 3 clusters Score -2387730 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -2387737.250000 Penalty: 11309.923828 Iteration 45Q: 3 clusters Score -2387737 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -2387744.000000 Penalty: 11309.923828 Iteration 46Q: 3 clusters Score -2387744 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -2387741.000000 Penalty: 11309.923828 Iteration 47Q: 3 clusters Score -2387741 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -2387751.000000 Penalty: 11309.923828 Iteration 48Q: 3 clusters Score -2387751 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -2387757.250000 Penalty: 11309.923828 Iteration 49Q: 3 clusters Score -2387757 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -2387767.250000 Penalty: 11309.923828 Iteration 50Q: 3 clusters Score -2387767 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -2387773.500000 Penalty: 11309.923828 Iteration 51Q: 3 clusters Score -2387774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -2387768.750000 Penalty: 11309.923828 Iteration 52Q: 3 clusters Score -2387769 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -2387777.250000 Penalty: 11309.923828 Iteration 53Q: 3 clusters Score -2387777 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -2387781.000000 Penalty: 11309.923828 Iteration 54Q: 3 clusters Score -2387781 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -2387783.000000 Penalty: 11309.923828 Iteration 55Q: 3 clusters Score -2387783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -2387787.750000 Penalty: 11309.923828 Iteration 56Q: 3 clusters Score -2387788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -2387782.750000 Penalty: 11309.923828 Iteration 57Q: 3 clusters Score -2387783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -2387787.250000 Penalty: 11309.923828 Iteration 58Q: 3 clusters Score -2387787 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -2387785.250000 Penalty: 11309.923828 Iteration 59Q: 3 clusters Score -2387785 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -2387791.750000 Penalty: 11309.923828 Iteration 60F: 3 clusters Score -2387792 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -2387795.000000 Penalty: 11309.923828 Iteration 61Q: 3 clusters Score -2387795 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -2387795.500000 Penalty: 11309.923828 Iteration 62Q: 3 clusters Score -2387796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -2387799.750000 Penalty: 11309.923828 Iteration 63Q: 3 clusters Score -2387800 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -2387801.250000 Penalty: 11309.923828 Iteration 64Q: 3 clusters Score -2387801 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -2387801.500000 Penalty: 11309.923828 Iteration 65Q: 3 clusters Score -2387802 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -2387806.250000 Penalty: 11309.923828 Iteration 66Q: 3 clusters Score -2387806 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -2387813.000000 Penalty: 11309.923828 Iteration 67Q: 3 clusters Score -2387813 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -2387815.000000 Penalty: 11309.923828 Iteration 68Q: 3 clusters Score -2387815 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -2387820.750000 Penalty: 11309.923828 Iteration 69Q: 3 clusters Score -2387821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -2387816.500000 Penalty: 11309.923828 Iteration 70Q: 3 clusters Score -2387816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -2387816.500000 Penalty: 11309.923828 Iteration 71Q: 3 clusters Score -2387816 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -2387815.250000 Penalty: 11309.923828 Iteration 72Q: 3 clusters Score -2387815 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -2387817.500000 Penalty: 11309.923828 Iteration 73Q: 3 clusters Score -2387818 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -2387818.250000 Penalty: 11309.923828 Iteration 74Q: 3 clusters Score -2387818 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -2387828.750000 Penalty: 11309.923828 Iteration 75Q: 3 clusters Score -2387829 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -2387830.500000 Penalty: 11309.923828 Iteration 76Q: 3 clusters Score -2387830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -2387830.500000 Penalty: 11309.923828 Iteration 77Q: 3 clusters Score -2387830 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -2387835.500000 Penalty: 11309.923828 Iteration 78Q: 3 clusters Score -2387836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -2387835.250000 Penalty: 11309.923828 Iteration 79Q: 3 clusters Score -2387835 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -2387835.000000 Penalty: 11309.923828 Iteration 80F: 3 clusters Score -2387835 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -2387836.000000 Penalty: 11309.923828 Iteration 81Q: 3 clusters Score -2387836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -2387835.750000 Penalty: 11309.923828 Iteration 82Q: 3 clusters Score -2387836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -2387835.000000 Penalty: 11309.923828 Iteration 83Q: 3 clusters Score -2387835 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -2387837.250000 Penalty: 11309.923828 Iteration 84Q: 3 clusters Score -2387837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -2387839.250000 Penalty: 11309.923828 Iteration 85Q: 3 clusters Score -2387839 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -2387840.250000 Penalty: 11309.923828 Iteration 86Q: 3 clusters Score -2387840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -2387835.750000 Penalty: 11309.923828 Iteration 87Q: 3 clusters Score -2387836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -2387841.750000 Penalty: 11309.923828 Iteration 88Q: 3 clusters Score -2387842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -2387840.500000 Penalty: 11309.923828 Iteration 89Q: 3 clusters Score -2387840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -2387839.000000 Penalty: 11309.923828 Iteration 90Q: 3 clusters Score -2387839 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -2387839.000000 Penalty: 11309.923828 Iteration 91F: 3 clusters Score -2387839 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Entering Unmasked Estep Score: -294865.312500 Penalty: 4394.049316 Iteration 0F: 2 clusters Score -294865.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -290587.875000 Penalty: 8788.098633 Iteration 0F: 3 clusters Score -290587.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -291192.781250 Penalty: 8788.098633 Iteration 1F: 3 clusters Score -291192.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -291510.593750 Penalty: 8788.098633 Iteration 2F: 3 clusters Score -291510.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -291901.718750 Penalty: 8788.098633 Iteration 3Q: 3 clusters Score -291901.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -292152.031250 Penalty: 8788.098633 Iteration 4F: 3 clusters Score -292152 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -292298.312500 Penalty: 8788.098633 Iteration 5Q: 3 clusters Score -292298.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -292402.281250 Penalty: 8788.098633 Iteration 6Q: 3 clusters Score -292402.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -292462.843750 Penalty: 8788.098633 Iteration 7Q: 3 clusters Score -292462.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -292511.187500 Penalty: 8788.098633 Iteration 8Q: 3 clusters Score -292511.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -292553.875000 Penalty: 8788.098633 Iteration 9Q: 3 clusters Score -292553.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -292601.906250 Penalty: 8788.098633 Iteration 10Q: 3 clusters Score -292601.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -292652.437500 Penalty: 8788.098633 Iteration 11Q: 3 clusters Score -292652.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -292701.937500 Penalty: 8788.098633 Iteration 12Q: 3 clusters Score -292701.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -292748.250000 Penalty: 8788.098633 Iteration 13Q: 3 clusters Score -292748.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -292762.625000 Penalty: 8788.098633 Iteration 14Q: 3 clusters Score -292762.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -292770.750000 Penalty: 8788.098633 Iteration 15Q: 3 clusters Score -292770.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -292774.125000 Penalty: 8788.098633 Iteration 16Q: 3 clusters Score -292774.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -292787.031250 Penalty: 8788.098633 Iteration 17Q: 3 clusters Score -292787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -292789.937500 Penalty: 8788.098633 Iteration 18Q: 3 clusters Score -292789.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -292793.437500 Penalty: 8788.098633 Iteration 19Q: 3 clusters Score -292793.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -292794.312500 Penalty: 8788.098633 Iteration 20F: 3 clusters Score -292794.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -292810.562500 Penalty: 8788.098633 Iteration 21Q: 3 clusters Score -292810.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -292822.281250 Penalty: 8788.098633 Iteration 22Q: 3 clusters Score -292822.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -292822.281250 Penalty: 8788.098633 Iteration 23F: 3 clusters Score -292822.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Entering Unmasked Estep Score: -279523.843750 Penalty: 4385.066406 Iteration 0F: 2 clusters Score -279523.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -275197.281250 Penalty: 8770.132812 Iteration 0F: 3 clusters Score -275197.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -275819.625000 Penalty: 8770.132812 Iteration 1F: 3 clusters Score -275819.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -276026.437500 Penalty: 8770.132812 Iteration 2F: 3 clusters Score -276026.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -276106.781250 Penalty: 8770.132812 Iteration 3Q: 3 clusters Score -276106.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -276177.750000 Penalty: 8770.132812 Iteration 4Q: 3 clusters Score -276177.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -276260.281250 Penalty: 8770.132812 Iteration 5Q: 3 clusters Score -276260.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -276354.781250 Penalty: 8770.132812 Iteration 6Q: 3 clusters Score -276354.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -276554.875000 Penalty: 8770.132812 Iteration 7Q: 3 clusters Score -276554.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -276901.625000 Penalty: 8770.132812 Iteration 8Q: 3 clusters Score -276901.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -277220.093750 Penalty: 8770.132812 Iteration 9Q: 3 clusters Score -277220.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -277697.031250 Penalty: 8770.132812 Iteration 10Q: 3 clusters Score -277697 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -278114.750000 Penalty: 8770.132812 Iteration 11Q: 3 clusters Score -278114.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -278277.625000 Penalty: 8770.132812 Iteration 12Q: 3 clusters Score -278277.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -278405.250000 Penalty: 8770.132812 Iteration 13Q: 3 clusters Score -278405.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -278481.218750 Penalty: 8770.132812 Iteration 14Q: 3 clusters Score -278481.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -278537.656250 Penalty: 8770.132812 Iteration 15Q: 3 clusters Score -278537.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -278591.812500 Penalty: 8770.132812 Iteration 16Q: 3 clusters Score -278591.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -278630.656250 Penalty: 8770.132812 Iteration 17Q: 3 clusters Score -278630.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -278654.375000 Penalty: 8770.132812 Iteration 18Q: 3 clusters Score -278654.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -278679.187500 Penalty: 8770.132812 Iteration 19Q: 3 clusters Score -278679.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -278711.875000 Penalty: 8770.132812 Iteration 20F: 3 clusters Score -278711.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -278765.656250 Penalty: 8770.132812 Iteration 21Q: 3 clusters Score -278765.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -278820.156250 Penalty: 8770.132812 Iteration 22Q: 3 clusters Score -278820.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -278875.718750 Penalty: 8770.132812 Iteration 23Q: 3 clusters Score -278875.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -278902.781250 Penalty: 8770.132812 Iteration 24Q: 3 clusters Score -278902.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -278931.687500 Penalty: 8770.132812 Iteration 25Q: 3 clusters Score -278931.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -278964.062500 Penalty: 8770.132812 Iteration 26Q: 3 clusters Score -278964.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -278993.250000 Penalty: 8770.132812 Iteration 27Q: 3 clusters Score -278993.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -279015.156250 Penalty: 8770.132812 Iteration 28Q: 3 clusters Score -279015.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -279027.937500 Penalty: 8770.132812 Iteration 29Q: 3 clusters Score -279027.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -279042.437500 Penalty: 8770.132812 Iteration 30Q: 3 clusters Score -279042.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -279053.812500 Penalty: 8770.132812 Iteration 31Q: 3 clusters Score -279053.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -279062.812500 Penalty: 8770.132812 Iteration 32Q: 3 clusters Score -279062.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -279062.812500 Penalty: 8770.132812 Iteration 33F: 3 clusters Score -279062.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Entering Unmasked Estep Score: -219520.515625 Penalty: 4226.080566 Iteration 0F: 2 clusters Score -219520.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -215441.343750 Penalty: 8452.161133 Iteration 0F: 3 clusters Score -215441.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -215840.109375 Penalty: 8452.161133 Iteration 1F: 3 clusters Score -215840.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -215956.828125 Penalty: 8452.161133 Iteration 2Q: 3 clusters Score -215956.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -216010.640625 Penalty: 8452.161133 Iteration 3Q: 3 clusters Score -216010.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -216036.859375 Penalty: 8452.161133 Iteration 4Q: 3 clusters Score -216036.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -216059.312500 Penalty: 8452.161133 Iteration 5Q: 3 clusters Score -216059.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -216067.500000 Penalty: 8452.161133 Iteration 6Q: 3 clusters Score -216067.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -216074.328125 Penalty: 8452.161133 Iteration 7Q: 3 clusters Score -216074.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -216086.640625 Penalty: 8452.161133 Iteration 8Q: 3 clusters Score -216086.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -216092.281250 Penalty: 8452.161133 Iteration 9Q: 3 clusters Score -216092.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -216095.062500 Penalty: 8452.161133 Iteration 10Q: 3 clusters Score -216095.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -216102.906250 Penalty: 8452.161133 Iteration 11Q: 3 clusters Score -216102.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -216109.484375 Penalty: 8452.161133 Iteration 12Q: 3 clusters Score -216109.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -216109.484375 Penalty: 8452.161133 Iteration 13F: 3 clusters Score -216109.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (84426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84426 members Entering Unmasked Estep Score: -20061760.000000 Penalty: 6947.973633 Iteration 0F: 2 clusters Score -2.006176e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42202 members Mstep: Class 2 contains 42224 members Entering Unmasked Estep Score: -20007718.000000 Penalty: 13895.947266 Iteration 0F: 3 clusters Score -2.000772e+07 nChanged 38247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42193 members Mstep: Class 2 contains 42233 members Entering Unmasked Estep Score: -20028356.000000 Penalty: 13895.947266 Iteration 1F: 3 clusters Score -2.002836e+07 nChanged 3479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42166 members Mstep: Class 2 contains 42260 members Entering Unmasked Estep Score: -20029322.000000 Penalty: 13895.947266 Iteration 2Q: 3 clusters Score -2.002932e+07 nChanged 2955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42209 members Mstep: Class 2 contains 42217 members Entering Unmasked Estep Score: -20030124.000000 Penalty: 13895.947266 Iteration 3Q: 3 clusters Score -2.003012e+07 nChanged 2580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42109 members Mstep: Class 2 contains 42317 members Entering Unmasked Estep Score: -20030646.000000 Penalty: 13895.947266 Iteration 4Q: 3 clusters Score -2.003065e+07 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41956 members Mstep: Class 2 contains 42470 members Entering Unmasked Estep Score: -20031078.000000 Penalty: 13895.947266 Iteration 5Q: 3 clusters Score -2.003108e+07 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41776 members Mstep: Class 2 contains 42650 members Entering Unmasked Estep Score: -20031700.000000 Penalty: 13895.947266 Iteration 6Q: 3 clusters Score -2.00317e+07 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41548 members Mstep: Class 2 contains 42878 members Entering Unmasked Estep Score: -20032222.000000 Penalty: 13895.947266 Iteration 7Q: 3 clusters Score -2.003222e+07 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41203 members Mstep: Class 2 contains 43223 members Entering Unmasked Estep Score: -20032600.000000 Penalty: 13895.947266 Iteration 8Q: 3 clusters Score -2.00326e+07 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40822 members Mstep: Class 2 contains 43604 members Entering Unmasked Estep Score: -20033268.000000 Penalty: 13895.947266 Iteration 9Q: 3 clusters Score -2.003327e+07 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40291 members Mstep: Class 2 contains 44135 members Entering Unmasked Estep Score: -20034014.000000 Penalty: 13895.947266 Iteration 10Q: 3 clusters Score -2.003401e+07 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39635 members Mstep: Class 2 contains 44791 members Entering Unmasked Estep Score: -20034834.000000 Penalty: 13895.947266 Iteration 11Q: 3 clusters Score -2.003483e+07 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38787 members Mstep: Class 2 contains 45639 members Entering Unmasked Estep Score: -20035748.000000 Penalty: 13895.947266 Iteration 12Q: 3 clusters Score -2.003575e+07 nChanged 3023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37724 members Mstep: Class 2 contains 46702 members Entering Unmasked Estep Score: -20036892.000000 Penalty: 13895.947266 Iteration 13Q: 3 clusters Score -2.003689e+07 nChanged 3305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36497 members Mstep: Class 2 contains 47929 members Entering Unmasked Estep Score: -20038454.000000 Penalty: 13895.947266 Iteration 14Q: 3 clusters Score -2.003845e+07 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35288 members Mstep: Class 2 contains 49138 members Entering Unmasked Estep Score: -20040258.000000 Penalty: 13895.947266 Iteration 15Q: 3 clusters Score -2.004026e+07 nChanged 3732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33960 members Mstep: Class 2 contains 50466 members Entering Unmasked Estep Score: -20042348.000000 Penalty: 13895.947266 Iteration 16Q: 3 clusters Score -2.004235e+07 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32829 members Mstep: Class 2 contains 51597 members Entering Unmasked Estep Score: -20044964.000000 Penalty: 13895.947266 Iteration 17Q: 3 clusters Score -2.004496e+07 nChanged 4094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32191 members Mstep: Class 2 contains 52235 members Entering Unmasked Estep Score: -20047998.000000 Penalty: 13895.947266 Iteration 18Q: 3 clusters Score -2.0048e+07 nChanged 4041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32124 members Mstep: Class 2 contains 52302 members Entering Unmasked Estep Score: -20050732.000000 Penalty: 13895.947266 Iteration 19Q: 3 clusters Score -2.005073e+07 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32491 members Mstep: Class 2 contains 51935 members Entering Unmasked Estep Score: -20052676.000000 Penalty: 13895.947266 Iteration 20F: 3 clusters Score -2.005268e+07 nChanged 2807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33090 members Mstep: Class 2 contains 51336 members Entering Unmasked Estep Score: -20053912.000000 Penalty: 13895.947266 Iteration 21Q: 3 clusters Score -2.005391e+07 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33782 members Mstep: Class 2 contains 50644 members Entering Unmasked Estep Score: -20054876.000000 Penalty: 13895.947266 Iteration 22Q: 3 clusters Score -2.005488e+07 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34595 members Mstep: Class 2 contains 49831 members Entering Unmasked Estep Score: -20055678.000000 Penalty: 13895.947266 Iteration 23Q: 3 clusters Score -2.005568e+07 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35584 members Mstep: Class 2 contains 48842 members Entering Unmasked Estep Score: -20056326.000000 Penalty: 13895.947266 Iteration 24Q: 3 clusters Score -2.005633e+07 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36719 members Mstep: Class 2 contains 47707 members Entering Unmasked Estep Score: -20057086.000000 Penalty: 13895.947266 Iteration 25Q: 3 clusters Score -2.005709e+07 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37924 members Mstep: Class 2 contains 46502 members Entering Unmasked Estep Score: -20057614.000000 Penalty: 13895.947266 Iteration 26Q: 3 clusters Score -2.005761e+07 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39150 members Mstep: Class 2 contains 45276 members Entering Unmasked Estep Score: -20058246.000000 Penalty: 13895.947266 Iteration 27Q: 3 clusters Score -2.005825e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40387 members Mstep: Class 2 contains 44039 members Entering Unmasked Estep Score: -20058868.000000 Penalty: 13895.947266 Iteration 28Q: 3 clusters Score -2.005887e+07 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41625 members Mstep: Class 2 contains 42801 members Entering Unmasked Estep Score: -20059382.000000 Penalty: 13895.947266 Iteration 29Q: 3 clusters Score -2.005938e+07 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42738 members Mstep: Class 2 contains 41688 members Entering Unmasked Estep Score: -20059778.000000 Penalty: 13895.947266 Iteration 30Q: 3 clusters Score -2.005978e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43706 members Mstep: Class 2 contains 40720 members Entering Unmasked Estep Score: -20060128.000000 Penalty: 13895.947266 Iteration 31Q: 3 clusters Score -2.006013e+07 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44615 members Mstep: Class 2 contains 39811 members Entering Unmasked Estep Score: -20060368.000000 Penalty: 13895.947266 Iteration 32Q: 3 clusters Score -2.006037e+07 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45427 members Mstep: Class 2 contains 38999 members Entering Unmasked Estep Score: -20060590.000000 Penalty: 13895.947266 Iteration 33Q: 3 clusters Score -2.006059e+07 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46111 members Mstep: Class 2 contains 38315 members Entering Unmasked Estep Score: -20060712.000000 Penalty: 13895.947266 Iteration 34Q: 3 clusters Score -2.006071e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46674 members Mstep: Class 2 contains 37752 members Entering Unmasked Estep Score: -20060760.000000 Penalty: 13895.947266 Iteration 35Q: 3 clusters Score -2.006076e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47156 members Mstep: Class 2 contains 37270 members Entering Unmasked Estep Score: -20060782.000000 Penalty: 13895.947266 Iteration 36Q: 3 clusters Score -2.006078e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47559 members Mstep: Class 2 contains 36867 members Entering Unmasked Estep Score: -20060826.000000 Penalty: 13895.947266 Iteration 37Q: 3 clusters Score -2.006083e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47898 members Mstep: Class 2 contains 36528 members Entering Unmasked Estep Score: -20060894.000000 Penalty: 13895.947266 Iteration 38Q: 3 clusters Score -2.006089e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48187 members Mstep: Class 2 contains 36239 members Entering Unmasked Estep Score: -20060894.000000 Penalty: 13895.947266 Iteration 39Q: 3 clusters Score -2.006089e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48421 members Mstep: Class 2 contains 36005 members Entering Unmasked Estep Score: -20060882.000000 Penalty: 13895.947266 Iteration 40F: 3 clusters Score -2.006088e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48636 members Mstep: Class 2 contains 35790 members Entering Unmasked Estep Score: -20060970.000000 Penalty: 13895.947266 Iteration 41Q: 3 clusters Score -2.006097e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48831 members Mstep: Class 2 contains 35595 members Entering Unmasked Estep Score: -20060948.000000 Penalty: 13895.947266 Iteration 42Q: 3 clusters Score -2.006095e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48992 members Mstep: Class 2 contains 35434 members Entering Unmasked Estep Score: -20060988.000000 Penalty: 13895.947266 Iteration 43Q: 3 clusters Score -2.006099e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49116 members Mstep: Class 2 contains 35310 members Entering Unmasked Estep Score: -20060988.000000 Penalty: 13895.947266 Iteration 44Q: 3 clusters Score -2.006099e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49235 members Mstep: Class 2 contains 35191 members Entering Unmasked Estep Score: -20060980.000000 Penalty: 13895.947266 Iteration 45Q: 3 clusters Score -2.006098e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49323 members Mstep: Class 2 contains 35103 members Entering Unmasked Estep Score: -20060942.000000 Penalty: 13895.947266 Iteration 46Q: 3 clusters Score -2.006094e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49387 members Mstep: Class 2 contains 35039 members Entering Unmasked Estep Score: -20060982.000000 Penalty: 13895.947266 Iteration 47Q: 3 clusters Score -2.006098e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49448 members Mstep: Class 2 contains 34978 members Entering Unmasked Estep Score: -20060986.000000 Penalty: 13895.947266 Iteration 48Q: 3 clusters Score -2.006099e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49506 members Mstep: Class 2 contains 34920 members Entering Unmasked Estep Score: -20060994.000000 Penalty: 13895.947266 Iteration 49Q: 3 clusters Score -2.006099e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49563 members Mstep: Class 2 contains 34863 members Entering Unmasked Estep Score: -20060966.000000 Penalty: 13895.947266 Iteration 50Q: 3 clusters Score -2.006097e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49605 members Mstep: Class 2 contains 34821 members Entering Unmasked Estep Score: -20060952.000000 Penalty: 13895.947266 Iteration 51Q: 3 clusters Score -2.006095e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49642 members Mstep: Class 2 contains 34784 members Entering Unmasked Estep Score: -20060942.000000 Penalty: 13895.947266 Iteration 52Q: 3 clusters Score -2.006094e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49684 members Mstep: Class 2 contains 34742 members Entering Unmasked Estep Score: -20060968.000000 Penalty: 13895.947266 Iteration 53Q: 3 clusters Score -2.006097e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49719 members Mstep: Class 2 contains 34707 members Entering Unmasked Estep Score: -20060936.000000 Penalty: 13895.947266 Iteration 54Q: 3 clusters Score -2.006094e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49743 members Mstep: Class 2 contains 34683 members Entering Unmasked Estep Score: -20060968.000000 Penalty: 13895.947266 Iteration 55Q: 3 clusters Score -2.006097e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49762 members Mstep: Class 2 contains 34664 members Entering Unmasked Estep Score: -20060996.000000 Penalty: 13895.947266 Iteration 56Q: 3 clusters Score -2.0061e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49781 members Mstep: Class 2 contains 34645 members Entering Unmasked Estep Score: -20060974.000000 Penalty: 13895.947266 Iteration 57Q: 3 clusters Score -2.006097e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49801 members Mstep: Class 2 contains 34625 members Entering Unmasked Estep Score: -20060978.000000 Penalty: 13895.947266 Iteration 58Q: 3 clusters Score -2.006098e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49813 members Mstep: Class 2 contains 34613 members Entering Unmasked Estep Score: -20060970.000000 Penalty: 13895.947266 Iteration 59Q: 3 clusters Score -2.006097e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49823 members Mstep: Class 2 contains 34603 members Entering Unmasked Estep Score: -20060990.000000 Penalty: 13895.947266 Iteration 60F: 3 clusters Score -2.006099e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49832 members Mstep: Class 2 contains 34594 members Entering Unmasked Estep Score: -20060988.000000 Penalty: 13895.947266 Iteration 61Q: 3 clusters Score -2.006099e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49840 members Mstep: Class 2 contains 34586 members Entering Unmasked Estep Score: -20060992.000000 Penalty: 13895.947266 Iteration 62Q: 3 clusters Score -2.006099e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49845 members Mstep: Class 2 contains 34581 members Entering Unmasked Estep Score: -20060988.000000 Penalty: 13895.947266 Iteration 63Q: 3 clusters Score -2.006099e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49850 members Mstep: Class 2 contains 34576 members Entering Unmasked Estep Score: -20060988.000000 Penalty: 13895.947266 Iteration 64Q: 3 clusters Score -2.006099e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49854 members Mstep: Class 2 contains 34572 members Entering Unmasked Estep Score: -20060988.000000 Penalty: 13895.947266 Iteration 65Q: 3 clusters Score -2.006099e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49858 members Mstep: Class 2 contains 34568 members Entering Unmasked Estep Score: -20060998.000000 Penalty: 13895.947266 Iteration 66Q: 3 clusters Score -2.0061e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49860 members Mstep: Class 2 contains 34566 members Entering Unmasked Estep Score: -20060994.000000 Penalty: 13895.947266 Iteration 67Q: 3 clusters Score -2.006099e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49863 members Mstep: Class 2 contains 34563 members Entering Unmasked Estep Score: -20060992.000000 Penalty: 13895.947266 Iteration 68Q: 3 clusters Score -2.006099e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49865 members Mstep: Class 2 contains 34561 members Entering Unmasked Estep Score: -20060998.000000 Penalty: 13895.947266 Iteration 69Q: 3 clusters Score -2.0061e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49867 members Mstep: Class 2 contains 34559 members Entering Unmasked Estep Score: -20060996.000000 Penalty: 13895.947266 Iteration 70Q: 3 clusters Score -2.0061e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49870 members Mstep: Class 2 contains 34556 members Entering Unmasked Estep Score: -20060998.000000 Penalty: 13895.947266 Iteration 71Q: 3 clusters Score -2.0061e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49871 members Mstep: Class 2 contains 34555 members Entering Unmasked Estep Score: -20060986.000000 Penalty: 13895.947266 Iteration 72Q: 3 clusters Score -2.006099e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49873 members Mstep: Class 2 contains 34553 members Entering Unmasked Estep Score: -20060986.000000 Penalty: 13895.947266 Iteration 73Q: 3 clusters Score -2.006099e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49874 members Mstep: Class 2 contains 34552 members Entering Unmasked Estep Score: -20060980.000000 Penalty: 13895.947266 Iteration 74Q: 3 clusters Score -2.006098e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49874 members Mstep: Class 2 contains 34552 members Entering Unmasked Estep Score: -20060980.000000 Penalty: 13895.947266 Iteration 75F: 3 clusters Score -2.006098e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Entering Unmasked Estep Score: -114659.101562 Penalty: 3842.137207 Iteration 0F: 2 clusters Score -114659.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -111217.000000 Penalty: 7684.274414 Iteration 0F: 3 clusters Score -111217 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -111394.398438 Penalty: 7684.274414 Iteration 1F: 3 clusters Score -111394.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -111455.601562 Penalty: 7684.274414 Iteration 2Q: 3 clusters Score -111455.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -111470.882812 Penalty: 7684.274414 Iteration 3Q: 3 clusters Score -111470.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -111481.468750 Penalty: 7684.274414 Iteration 4Q: 3 clusters Score -111481.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -111489.570312 Penalty: 7684.274414 Iteration 5Q: 3 clusters Score -111489.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -111489.570312 Penalty: 7684.274414 Iteration 6F: 3 clusters Score -111489.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (13379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13379 members Entering Unmasked Estep Score: -3066668.750000 Penalty: 5819.633301 Iteration 0F: 2 clusters Score -3066669 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -3054278.000000 Penalty: 11639.266602 Iteration 0F: 3 clusters Score -3054278 nChanged 5173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -3057203.500000 Penalty: 11639.266602 Iteration 1F: 3 clusters Score -3057204 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -3057756.000000 Penalty: 11639.266602 Iteration 2F: 3 clusters Score -3057756 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -3058083.250000 Penalty: 11639.266602 Iteration 3Q: 3 clusters Score -3058083 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -3058349.000000 Penalty: 11639.266602 Iteration 4Q: 3 clusters Score -3058349 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -3058539.500000 Penalty: 11639.266602 Iteration 5Q: 3 clusters Score -3058540 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -3058700.250000 Penalty: 11639.266602 Iteration 6Q: 3 clusters Score -3058700 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -3058812.500000 Penalty: 11639.266602 Iteration 7Q: 3 clusters Score -3058812 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -3058925.500000 Penalty: 11639.266602 Iteration 8Q: 3 clusters Score -3058926 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -3059028.250000 Penalty: 11639.266602 Iteration 9Q: 3 clusters Score -3059028 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -3059145.000000 Penalty: 11639.266602 Iteration 10Q: 3 clusters Score -3059145 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -3059260.500000 Penalty: 11639.266602 Iteration 11Q: 3 clusters Score -3059260 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -3059421.250000 Penalty: 11639.266602 Iteration 12Q: 3 clusters Score -3059421 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -3059601.000000 Penalty: 11639.266602 Iteration 13Q: 3 clusters Score -3059601 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -3059764.000000 Penalty: 11639.266602 Iteration 14Q: 3 clusters Score -3059764 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -3059907.000000 Penalty: 11639.266602 Iteration 15Q: 3 clusters Score -3059907 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -3060029.000000 Penalty: 11639.266602 Iteration 16Q: 3 clusters Score -3060029 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -3060138.250000 Penalty: 11639.266602 Iteration 17Q: 3 clusters Score -3060138 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -3060249.000000 Penalty: 11639.266602 Iteration 18Q: 3 clusters Score -3060249 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -3060346.000000 Penalty: 11639.266602 Iteration 19Q: 3 clusters Score -3060346 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -3060449.500000 Penalty: 11639.266602 Iteration 20F: 3 clusters Score -3060450 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -3060536.750000 Penalty: 11639.266602 Iteration 21Q: 3 clusters Score -3060537 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -3060607.750000 Penalty: 11639.266602 Iteration 22Q: 3 clusters Score -3060608 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -3060679.000000 Penalty: 11639.266602 Iteration 23Q: 3 clusters Score -3060679 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -3060743.500000 Penalty: 11639.266602 Iteration 24Q: 3 clusters Score -3060744 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -3060812.750000 Penalty: 11639.266602 Iteration 25Q: 3 clusters Score -3060813 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 8931 members Entering Unmasked Estep Score: -3060910.250000 Penalty: 11639.266602 Iteration 26Q: 3 clusters Score -3060910 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -3061005.250000 Penalty: 11639.266602 Iteration 27Q: 3 clusters Score -3061005 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -3061084.500000 Penalty: 11639.266602 Iteration 28Q: 3 clusters Score -3061084 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -3061143.750000 Penalty: 11639.266602 Iteration 29Q: 3 clusters Score -3061144 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 9398 members Entering Unmasked Estep Score: -3061204.750000 Penalty: 11639.266602 Iteration 30Q: 3 clusters Score -3061205 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -3061272.250000 Penalty: 11639.266602 Iteration 31Q: 3 clusters Score -3061272 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 9601 members Entering Unmasked Estep Score: -3061351.750000 Penalty: 11639.266602 Iteration 32Q: 3 clusters Score -3061352 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -3061443.000000 Penalty: 11639.266602 Iteration 33Q: 3 clusters Score -3061443 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -3061547.500000 Penalty: 11639.266602 Iteration 34Q: 3 clusters Score -3061548 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -3061634.000000 Penalty: 11639.266602 Iteration 35Q: 3 clusters Score -3061634 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 10108 members Entering Unmasked Estep Score: -3061727.000000 Penalty: 11639.266602 Iteration 36Q: 3 clusters Score -3061727 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -3061797.000000 Penalty: 11639.266602 Iteration 37Q: 3 clusters Score -3061797 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -3061878.000000 Penalty: 11639.266602 Iteration 38Q: 3 clusters Score -3061878 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -3061933.000000 Penalty: 11639.266602 Iteration 39Q: 3 clusters Score -3061933 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -3061979.750000 Penalty: 11639.266602 Iteration 40F: 3 clusters Score -3061980 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -3062021.000000 Penalty: 11639.266602 Iteration 41Q: 3 clusters Score -3062021 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 10598 members Entering Unmasked Estep Score: -3062056.000000 Penalty: 11639.266602 Iteration 42Q: 3 clusters Score -3062056 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 10644 members Entering Unmasked Estep Score: -3062086.250000 Penalty: 11639.266602 Iteration 43Q: 3 clusters Score -3062086 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 10677 members Entering Unmasked Estep Score: -3062103.750000 Penalty: 11639.266602 Iteration 44Q: 3 clusters Score -3062104 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 10708 members Entering Unmasked Estep Score: -3062124.000000 Penalty: 11639.266602 Iteration 45Q: 3 clusters Score -3062124 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -3062133.250000 Penalty: 11639.266602 Iteration 46Q: 3 clusters Score -3062133 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -3062148.500000 Penalty: 11639.266602 Iteration 47Q: 3 clusters Score -3062148 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -3062159.000000 Penalty: 11639.266602 Iteration 48Q: 3 clusters Score -3062159 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -3062158.500000 Penalty: 11639.266602 Iteration 49Q: 3 clusters Score -3062158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -3062162.000000 Penalty: 11639.266602 Iteration 50Q: 3 clusters Score -3062162 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -3062167.250000 Penalty: 11639.266602 Iteration 51Q: 3 clusters Score -3062167 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 10810 members Entering Unmasked Estep Score: -3062174.250000 Penalty: 11639.266602 Iteration 52Q: 3 clusters Score -3062174 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -3062173.500000 Penalty: 11639.266602 Iteration 53Q: 3 clusters Score -3062174 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 10830 members Entering Unmasked Estep Score: -3062184.500000 Penalty: 11639.266602 Iteration 54Q: 3 clusters Score -3062184 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -3062186.000000 Penalty: 11639.266602 Iteration 55Q: 3 clusters Score -3062186 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 10845 members Entering Unmasked Estep Score: -3062191.750000 Penalty: 11639.266602 Iteration 56Q: 3 clusters Score -3062192 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 10849 members Entering Unmasked Estep Score: -3062191.500000 Penalty: 11639.266602 Iteration 57Q: 3 clusters Score -3062192 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 10852 members Entering Unmasked Estep Score: -3062191.750000 Penalty: 11639.266602 Iteration 58Q: 3 clusters Score -3062192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -3062195.000000 Penalty: 11639.266602 Iteration 59Q: 3 clusters Score -3062195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -3062199.250000 Penalty: 11639.266602 Iteration 60F: 3 clusters Score -3062199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -3062194.250000 Penalty: 11639.266602 Iteration 61Q: 3 clusters Score -3062194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -3062200.250000 Penalty: 11639.266602 Iteration 62Q: 3 clusters Score -3062200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -3062200.000000 Penalty: 11639.266602 Iteration 63Q: 3 clusters Score -3062200 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -3062199.500000 Penalty: 11639.266602 Iteration 64Q: 3 clusters Score -3062200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -3062201.500000 Penalty: 11639.266602 Iteration 65Q: 3 clusters Score -3062202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -3062199.250000 Penalty: 11639.266602 Iteration 66Q: 3 clusters Score -3062199 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -3062202.250000 Penalty: 11639.266602 Iteration 67Q: 3 clusters Score -3062202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 10864 members Entering Unmasked Estep Score: -3062204.250000 Penalty: 11639.266602 Iteration 68Q: 3 clusters Score -3062204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -3062200.500000 Penalty: 11639.266602 Iteration 69Q: 3 clusters Score -3062200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -3062201.750000 Penalty: 11639.266602 Iteration 70Q: 3 clusters Score -3062202 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -3062203.500000 Penalty: 11639.266602 Iteration 71Q: 3 clusters Score -3062204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 10870 members Entering Unmasked Estep Score: -3062202.500000 Penalty: 11639.266602 Iteration 72Q: 3 clusters Score -3062202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -3062203.500000 Penalty: 11639.266602 Iteration 73Q: 3 clusters Score -3062204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -3062203.750000 Penalty: 11639.266602 Iteration 74Q: 3 clusters Score -3062204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -3062203.750000 Penalty: 11639.266602 Iteration 75Q: 3 clusters Score -3062204 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 10874 members Entering Unmasked Estep Score: -3062205.750000 Penalty: 11639.266602 Iteration 76Q: 3 clusters Score -3062206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -3062205.250000 Penalty: 11639.266602 Iteration 77Q: 3 clusters Score -3062205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 10874 members Entering Unmasked Estep Score: -3062210.750000 Penalty: 11639.266602 Iteration 78Q: 3 clusters Score -3062211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -3062208.500000 Penalty: 11639.266602 Iteration 79Q: 3 clusters Score -3062208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -3062206.000000 Penalty: 11639.266602 Iteration 80F: 3 clusters Score -3062206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -3062204.250000 Penalty: 11639.266602 Iteration 81Q: 3 clusters Score -3062204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -3062204.250000 Penalty: 11639.266602 Iteration 82F: 3 clusters Score -3062204 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Entering Unmasked Estep Score: -180886.203125 Penalty: 4128.568359 Iteration 0F: 2 clusters Score -180886.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -176959.046875 Penalty: 8257.136719 Iteration 0F: 3 clusters Score -176959 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -177231.656250 Penalty: 8257.136719 Iteration 1F: 3 clusters Score -177231.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -177319.265625 Penalty: 8257.136719 Iteration 2Q: 3 clusters Score -177319.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -177398.468750 Penalty: 8257.136719 Iteration 3Q: 3 clusters Score -177398.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -177472.750000 Penalty: 8257.136719 Iteration 4Q: 3 clusters Score -177472.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -177586.281250 Penalty: 8257.136719 Iteration 5Q: 3 clusters Score -177586.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -177791.203125 Penalty: 8257.136719 Iteration 6Q: 3 clusters Score -177791.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -178042.250000 Penalty: 8257.136719 Iteration 7Q: 3 clusters Score -178042.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -178123.953125 Penalty: 8257.136719 Iteration 8Q: 3 clusters Score -178124 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -178191.953125 Penalty: 8257.136719 Iteration 9Q: 3 clusters Score -178192 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -178231.921875 Penalty: 8257.136719 Iteration 10Q: 3 clusters Score -178231.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -178249.500000 Penalty: 8257.136719 Iteration 11Q: 3 clusters Score -178249.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -178254.250000 Penalty: 8257.136719 Iteration 12Q: 3 clusters Score -178254.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -178259.218750 Penalty: 8257.136719 Iteration 13Q: 3 clusters Score -178259.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -178261.125000 Penalty: 8257.136719 Iteration 14Q: 3 clusters Score -178261.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -178261.125000 Penalty: 8257.136719 Iteration 15F: 3 clusters Score -178261.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Entering Unmasked Estep Score: -284061.093750 Penalty: 4351.288086 Iteration 0F: 2 clusters Score -284061.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -279696.500000 Penalty: 8702.576172 Iteration 0F: 3 clusters Score -279696.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -280050.375000 Penalty: 8702.576172 Iteration 1F: 3 clusters Score -280050.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -280152.218750 Penalty: 8702.576172 Iteration 2Q: 3 clusters Score -280152.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -280190.281250 Penalty: 8702.576172 Iteration 3Q: 3 clusters Score -280190.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -280220.781250 Penalty: 8702.576172 Iteration 4Q: 3 clusters Score -280220.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -280240.843750 Penalty: 8702.576172 Iteration 5Q: 3 clusters Score -280240.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -280245.906250 Penalty: 8702.576172 Iteration 6Q: 3 clusters Score -280245.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -280254.000000 Penalty: 8702.576172 Iteration 7Q: 3 clusters Score -280254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -280264.937500 Penalty: 8702.576172 Iteration 8Q: 3 clusters Score -280264.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -280277.843750 Penalty: 8702.576172 Iteration 9Q: 3 clusters Score -280277.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -280282.906250 Penalty: 8702.576172 Iteration 10Q: 3 clusters Score -280282.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -280287.062500 Penalty: 8702.576172 Iteration 11Q: 3 clusters Score -280287.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -280288.125000 Penalty: 8702.576172 Iteration 12Q: 3 clusters Score -280288.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -280290.843750 Penalty: 8702.576172 Iteration 13Q: 3 clusters Score -280290.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -280290.843750 Penalty: 8702.576172 Iteration 14F: 3 clusters Score -280290.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Entering Unmasked Estep Score: -2253105.250000 Penalty: 5613.644043 Iteration 0F: 2 clusters Score -2253105 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -2243159.000000 Penalty: 11227.288086 Iteration 0F: 3 clusters Score -2243159 nChanged 3495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -2245153.750000 Penalty: 11227.288086 Iteration 1F: 3 clusters Score -2245154 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -2245613.250000 Penalty: 11227.288086 Iteration 2F: 3 clusters Score -2245613 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -2245927.250000 Penalty: 11227.288086 Iteration 3F: 3 clusters Score -2245927 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -2246160.000000 Penalty: 11227.288086 Iteration 4Q: 3 clusters Score -2246160 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -2246361.250000 Penalty: 11227.288086 Iteration 5Q: 3 clusters Score -2246361 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -2246593.250000 Penalty: 11227.288086 Iteration 6Q: 3 clusters Score -2246593 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -2246817.500000 Penalty: 11227.288086 Iteration 7Q: 3 clusters Score -2246818 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -2247041.500000 Penalty: 11227.288086 Iteration 8Q: 3 clusters Score -2247042 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -2247331.500000 Penalty: 11227.288086 Iteration 9Q: 3 clusters Score -2247332 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -2247632.500000 Penalty: 11227.288086 Iteration 10Q: 3 clusters Score -2247632 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -2247942.000000 Penalty: 11227.288086 Iteration 11Q: 3 clusters Score -2247942 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -2248185.750000 Penalty: 11227.288086 Iteration 12Q: 3 clusters Score -2248186 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -2248400.500000 Penalty: 11227.288086 Iteration 13Q: 3 clusters Score -2248400 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -2248551.000000 Penalty: 11227.288086 Iteration 14Q: 3 clusters Score -2248551 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -2248658.250000 Penalty: 11227.288086 Iteration 15Q: 3 clusters Score -2248658 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -2248723.750000 Penalty: 11227.288086 Iteration 16Q: 3 clusters Score -2248724 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -2248775.000000 Penalty: 11227.288086 Iteration 17Q: 3 clusters Score -2248775 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -2248829.250000 Penalty: 11227.288086 Iteration 18Q: 3 clusters Score -2248829 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -2248845.250000 Penalty: 11227.288086 Iteration 19Q: 3 clusters Score -2248845 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -2248864.750000 Penalty: 11227.288086 Iteration 20F: 3 clusters Score -2248865 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -2248885.250000 Penalty: 11227.288086 Iteration 21Q: 3 clusters Score -2248885 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -2248892.250000 Penalty: 11227.288086 Iteration 22Q: 3 clusters Score -2248892 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -2248904.750000 Penalty: 11227.288086 Iteration 23Q: 3 clusters Score -2248905 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -2248909.250000 Penalty: 11227.288086 Iteration 24Q: 3 clusters Score -2248909 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -2248910.750000 Penalty: 11227.288086 Iteration 25Q: 3 clusters Score -2248911 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -2248916.000000 Penalty: 11227.288086 Iteration 26Q: 3 clusters Score -2248916 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -2248923.750000 Penalty: 11227.288086 Iteration 27Q: 3 clusters Score -2248924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -2248927.250000 Penalty: 11227.288086 Iteration 28Q: 3 clusters Score -2248927 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -2248924.750000 Penalty: 11227.288086 Iteration 29Q: 3 clusters Score -2248925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -2248928.000000 Penalty: 11227.288086 Iteration 30Q: 3 clusters Score -2248928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -2248934.250000 Penalty: 11227.288086 Iteration 31Q: 3 clusters Score -2248934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -2248933.000000 Penalty: 11227.288086 Iteration 32Q: 3 clusters Score -2248933 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -2248937.250000 Penalty: 11227.288086 Iteration 33Q: 3 clusters Score -2248937 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -2248941.250000 Penalty: 11227.288086 Iteration 34Q: 3 clusters Score -2248941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -2248943.000000 Penalty: 11227.288086 Iteration 35Q: 3 clusters Score -2248943 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -2248946.000000 Penalty: 11227.288086 Iteration 36Q: 3 clusters Score -2248946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -2248946.000000 Penalty: 11227.288086 Iteration 37F: 3 clusters Score -2248946 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -100746.617188 Penalty: 3832.821289 Iteration 0F: 2 clusters Score -100746.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -97590.976562 Penalty: 7665.642578 Iteration 0F: 3 clusters Score -97590.98 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -97890.085938 Penalty: 7665.642578 Iteration 1F: 3 clusters Score -97890.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -97983.226562 Penalty: 7665.642578 Iteration 2Q: 3 clusters Score -97983.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -98027.226562 Penalty: 7665.642578 Iteration 3Q: 3 clusters Score -98027.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -98033.148438 Penalty: 7665.642578 Iteration 4Q: 3 clusters Score -98033.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -98038.476562 Penalty: 7665.642578 Iteration 5Q: 3 clusters Score -98038.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -98048.078125 Penalty: 7665.642578 Iteration 6Q: 3 clusters Score -98048.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -98048.078125 Penalty: 7665.642578 Iteration 7F: 3 clusters Score -98048.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Entering Unmasked Estep Score: -74655.750000 Penalty: 3633.500244 Iteration 0F: 2 clusters Score -74655.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -71646.726562 Penalty: 7267.000488 Iteration 0F: 3 clusters Score -71646.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -71732.195312 Penalty: 7267.000488 Iteration 1Q: 3 clusters Score -71732.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -71739.453125 Penalty: 7267.000488 Iteration 2Q: 3 clusters Score -71739.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -71739.453125 Penalty: 7267.000488 Iteration 3F: 3 clusters Score -71739.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (27016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27016 members Entering Unmasked Estep Score: -6319195.500000 Penalty: 6250.062988 Iteration 0F: 2 clusters Score -6319196 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13414 members Mstep: Class 2 contains 13602 members Entering Unmasked Estep Score: -6298244.500000 Penalty: 12500.125977 Iteration 0F: 3 clusters Score -6298244 nChanged 11231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 13927 members Entering Unmasked Estep Score: -6304183.000000 Penalty: 12500.125977 Iteration 1F: 3 clusters Score -6304183 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12790 members Mstep: Class 2 contains 14226 members Entering Unmasked Estep Score: -6304984.000000 Penalty: 12500.125977 Iteration 2F: 3 clusters Score -6304984 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 14581 members Entering Unmasked Estep Score: -6305558.000000 Penalty: 12500.125977 Iteration 3F: 3 clusters Score -6305558 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11974 members Mstep: Class 2 contains 15042 members Entering Unmasked Estep Score: -6306093.000000 Penalty: 12500.125977 Iteration 4Q: 3 clusters Score -6306093 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -6306699.500000 Penalty: 12500.125977 Iteration 5Q: 3 clusters Score -6306700 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 16242 members Entering Unmasked Estep Score: -6307295.500000 Penalty: 12500.125977 Iteration 6Q: 3 clusters Score -6307296 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 17023 members Entering Unmasked Estep Score: -6308010.000000 Penalty: 12500.125977 Iteration 7Q: 3 clusters Score -6308010 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 17890 members Entering Unmasked Estep Score: -6308698.500000 Penalty: 12500.125977 Iteration 8Q: 3 clusters Score -6308698 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8180 members Mstep: Class 2 contains 18836 members Entering Unmasked Estep Score: -6309489.500000 Penalty: 12500.125977 Iteration 9Q: 3 clusters Score -6309490 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 19785 members Entering Unmasked Estep Score: -6310168.500000 Penalty: 12500.125977 Iteration 10Q: 3 clusters Score -6310168 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 20695 members Entering Unmasked Estep Score: -6310914.000000 Penalty: 12500.125977 Iteration 11Q: 3 clusters Score -6310914 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 21560 members Entering Unmasked Estep Score: -6311575.000000 Penalty: 12500.125977 Iteration 12Q: 3 clusters Score -6311575 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 22320 members Entering Unmasked Estep Score: -6312163.500000 Penalty: 12500.125977 Iteration 13Q: 3 clusters Score -6312164 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 22955 members Entering Unmasked Estep Score: -6312629.000000 Penalty: 12500.125977 Iteration 14Q: 3 clusters Score -6312629 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 23468 members Entering Unmasked Estep Score: -6313035.500000 Penalty: 12500.125977 Iteration 15Q: 3 clusters Score -6313036 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 23881 members Entering Unmasked Estep Score: -6313358.500000 Penalty: 12500.125977 Iteration 16Q: 3 clusters Score -6313358 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 24204 members Entering Unmasked Estep Score: -6313646.500000 Penalty: 12500.125977 Iteration 17Q: 3 clusters Score -6313646 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 24463 members Entering Unmasked Estep Score: -6313862.000000 Penalty: 12500.125977 Iteration 18Q: 3 clusters Score -6313862 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 24683 members Entering Unmasked Estep Score: -6314019.000000 Penalty: 12500.125977 Iteration 19Q: 3 clusters Score -6314019 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 24847 members Entering Unmasked Estep Score: -6314140.000000 Penalty: 12500.125977 Iteration 20F: 3 clusters Score -6314140 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 24992 members Entering Unmasked Estep Score: -6314261.000000 Penalty: 12500.125977 Iteration 21Q: 3 clusters Score -6314261 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -6314371.000000 Penalty: 12500.125977 Iteration 22Q: 3 clusters Score -6314371 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 25188 members Entering Unmasked Estep Score: -6314455.000000 Penalty: 12500.125977 Iteration 23Q: 3 clusters Score -6314455 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 25263 members Entering Unmasked Estep Score: -6314504.000000 Penalty: 12500.125977 Iteration 24Q: 3 clusters Score -6314504 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 25317 members Entering Unmasked Estep Score: -6314552.500000 Penalty: 12500.125977 Iteration 25Q: 3 clusters Score -6314552 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 25368 members Entering Unmasked Estep Score: -6314586.000000 Penalty: 12500.125977 Iteration 26Q: 3 clusters Score -6314586 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 25399 members Entering Unmasked Estep Score: -6314607.500000 Penalty: 12500.125977 Iteration 27Q: 3 clusters Score -6314608 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 25417 members Entering Unmasked Estep Score: -6314641.000000 Penalty: 12500.125977 Iteration 28Q: 3 clusters Score -6314641 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 25439 members Entering Unmasked Estep Score: -6314652.000000 Penalty: 12500.125977 Iteration 29Q: 3 clusters Score -6314652 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 25463 members Entering Unmasked Estep Score: -6314680.000000 Penalty: 12500.125977 Iteration 30Q: 3 clusters Score -6314680 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 25489 members Entering Unmasked Estep Score: -6314702.000000 Penalty: 12500.125977 Iteration 31Q: 3 clusters Score -6314702 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 25509 members Entering Unmasked Estep Score: -6314721.000000 Penalty: 12500.125977 Iteration 32Q: 3 clusters Score -6314721 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 25520 members Entering Unmasked Estep Score: -6314731.500000 Penalty: 12500.125977 Iteration 33Q: 3 clusters Score -6314732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 25524 members Entering Unmasked Estep Score: -6314735.500000 Penalty: 12500.125977 Iteration 34Q: 3 clusters Score -6314736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -6314747.000000 Penalty: 12500.125977 Iteration 35Q: 3 clusters Score -6314747 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 25531 members Entering Unmasked Estep Score: -6314742.500000 Penalty: 12500.125977 Iteration 36Q: 3 clusters Score -6314742 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 25533 members Entering Unmasked Estep Score: -6314732.000000 Penalty: 12500.125977 Iteration 37Q: 3 clusters Score -6314732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 25534 members Entering Unmasked Estep Score: -6314738.500000 Penalty: 12500.125977 Iteration 38Q: 3 clusters Score -6314738 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 25532 members Entering Unmasked Estep Score: -6314740.500000 Penalty: 12500.125977 Iteration 39Q: 3 clusters Score -6314740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 25532 members Entering Unmasked Estep Score: -6314745.500000 Penalty: 12500.125977 Iteration 40F: 3 clusters Score -6314746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 25532 members Entering Unmasked Estep Score: -6314752.500000 Penalty: 12500.125977 Iteration 41Q: 3 clusters Score -6314752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 25531 members Entering Unmasked Estep Score: -6314751.500000 Penalty: 12500.125977 Iteration 42Q: 3 clusters Score -6314752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 25529 members Entering Unmasked Estep Score: -6314746.000000 Penalty: 12500.125977 Iteration 43Q: 3 clusters Score -6314746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 25529 members Entering Unmasked Estep Score: -6314746.000000 Penalty: 12500.125977 Iteration 44F: 3 clusters Score -6314746 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -45053.726562 Penalty: 3367.015381 Iteration 0F: 2 clusters Score -45053.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -42413.738281 Penalty: 6734.030762 Iteration 0F: 3 clusters Score -42413.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -42482.226562 Penalty: 6734.030762 Iteration 1Q: 3 clusters Score -42482.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -42482.226562 Penalty: 6734.030762 Iteration 2F: 3 clusters Score -42482.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (20770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20770 members Entering Unmasked Estep Score: -4835324.000000 Penalty: 6089.024902 Iteration 0F: 2 clusters Score -4835324 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 10318 members Entering Unmasked Estep Score: -4818337.000000 Penalty: 12178.049805 Iteration 0F: 3 clusters Score -4818337 nChanged 8426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10638 members Mstep: Class 2 contains 10132 members Entering Unmasked Estep Score: -4822992.000000 Penalty: 12178.049805 Iteration 1F: 3 clusters Score -4822992 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -4823842.500000 Penalty: 12178.049805 Iteration 2F: 3 clusters Score -4823842 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -4824603.000000 Penalty: 12178.049805 Iteration 3F: 3 clusters Score -4824603 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11453 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -4825301.500000 Penalty: 12178.049805 Iteration 4F: 3 clusters Score -4825302 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11921 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -4825916.000000 Penalty: 12178.049805 Iteration 5Q: 3 clusters Score -4825916 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 8259 members Entering Unmasked Estep Score: -4826575.000000 Penalty: 12178.049805 Iteration 6Q: 3 clusters Score -4826575 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13239 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -4827325.500000 Penalty: 12178.049805 Iteration 7F: 3 clusters Score -4827326 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14100 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -4828109.000000 Penalty: 12178.049805 Iteration 8F: 3 clusters Score -4828109 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14956 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -4828889.500000 Penalty: 12178.049805 Iteration 9F: 3 clusters Score -4828890 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15743 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -4829529.000000 Penalty: 12178.049805 Iteration 10Q: 3 clusters Score -4829529 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16413 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -4830059.500000 Penalty: 12178.049805 Iteration 11Q: 3 clusters Score -4830060 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16954 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -4830447.500000 Penalty: 12178.049805 Iteration 12Q: 3 clusters Score -4830448 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17407 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -4830785.500000 Penalty: 12178.049805 Iteration 13Q: 3 clusters Score -4830786 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17751 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -4831012.000000 Penalty: 12178.049805 Iteration 14Q: 3 clusters Score -4831012 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18016 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -4831204.500000 Penalty: 12178.049805 Iteration 15Q: 3 clusters Score -4831204 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18242 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -4831374.500000 Penalty: 12178.049805 Iteration 16Q: 3 clusters Score -4831374 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18414 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -4831502.500000 Penalty: 12178.049805 Iteration 17Q: 3 clusters Score -4831502 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18554 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -4831588.000000 Penalty: 12178.049805 Iteration 18Q: 3 clusters Score -4831588 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18658 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -4831638.500000 Penalty: 12178.049805 Iteration 19Q: 3 clusters Score -4831638 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18740 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -4831681.000000 Penalty: 12178.049805 Iteration 20F: 3 clusters Score -4831681 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18789 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -4831717.500000 Penalty: 12178.049805 Iteration 21Q: 3 clusters Score -4831718 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18828 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -4831738.500000 Penalty: 12178.049805 Iteration 22Q: 3 clusters Score -4831738 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18861 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -4831750.000000 Penalty: 12178.049805 Iteration 23Q: 3 clusters Score -4831750 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18886 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -4831762.000000 Penalty: 12178.049805 Iteration 24Q: 3 clusters Score -4831762 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -4831770.500000 Penalty: 12178.049805 Iteration 25Q: 3 clusters Score -4831770 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18918 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -4831783.000000 Penalty: 12178.049805 Iteration 26Q: 3 clusters Score -4831783 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18928 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -4831788.500000 Penalty: 12178.049805 Iteration 27Q: 3 clusters Score -4831788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18937 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -4831791.500000 Penalty: 12178.049805 Iteration 28Q: 3 clusters Score -4831792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18940 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -4831792.500000 Penalty: 12178.049805 Iteration 29Q: 3 clusters Score -4831792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18943 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -4831797.000000 Penalty: 12178.049805 Iteration 30Q: 3 clusters Score -4831797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18948 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -4831793.000000 Penalty: 12178.049805 Iteration 31Q: 3 clusters Score -4831793 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18952 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -4831805.500000 Penalty: 12178.049805 Iteration 32Q: 3 clusters Score -4831806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18957 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -4831807.000000 Penalty: 12178.049805 Iteration 33Q: 3 clusters Score -4831807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18960 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -4831804.500000 Penalty: 12178.049805 Iteration 34Q: 3 clusters Score -4831804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18963 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -4831810.500000 Penalty: 12178.049805 Iteration 35Q: 3 clusters Score -4831810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18965 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -4831810.500000 Penalty: 12178.049805 Iteration 36Q: 3 clusters Score -4831810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18968 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -4831810.500000 Penalty: 12178.049805 Iteration 37Q: 3 clusters Score -4831810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18970 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -4831810.500000 Penalty: 12178.049805 Iteration 38Q: 3 clusters Score -4831810 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18971 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -4831817.000000 Penalty: 12178.049805 Iteration 39Q: 3 clusters Score -4831817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18972 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -4831814.500000 Penalty: 12178.049805 Iteration 40F: 3 clusters Score -4831814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18974 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -4831819.500000 Penalty: 12178.049805 Iteration 41Q: 3 clusters Score -4831820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18976 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -4831813.500000 Penalty: 12178.049805 Iteration 42Q: 3 clusters Score -4831814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18977 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -4831816.000000 Penalty: 12178.049805 Iteration 43Q: 3 clusters Score -4831816 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18978 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -4831818.000000 Penalty: 12178.049805 Iteration 44Q: 3 clusters Score -4831818 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18978 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -4831818.000000 Penalty: 12178.049805 Iteration 45F: 3 clusters Score -4831818 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (115182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115182 members Entering Unmasked Estep Score: -27145682.000000 Penalty: 7138.239746 Iteration 0F: 2 clusters Score -2.714568e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57584 members Mstep: Class 2 contains 57598 members Entering Unmasked Estep Score: -27068286.000000 Penalty: 14276.479492 Iteration 0F: 3 clusters Score -2.706829e+07 nChanged 53106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57698 members Mstep: Class 2 contains 57484 members Entering Unmasked Estep Score: -27097138.000000 Penalty: 14276.479492 Iteration 1F: 3 clusters Score -2.709714e+07 nChanged 4347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57823 members Mstep: Class 2 contains 57359 members Entering Unmasked Estep Score: -27098244.000000 Penalty: 14276.479492 Iteration 2Q: 3 clusters Score -2.709824e+07 nChanged 3947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57970 members Mstep: Class 2 contains 57212 members Entering Unmasked Estep Score: -27099258.000000 Penalty: 14276.479492 Iteration 3Q: 3 clusters Score -2.709926e+07 nChanged 3701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58281 members Mstep: Class 2 contains 56901 members Entering Unmasked Estep Score: -27100192.000000 Penalty: 14276.479492 Iteration 4Q: 3 clusters Score -2.710019e+07 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58791 members Mstep: Class 2 contains 56391 members Entering Unmasked Estep Score: -27100904.000000 Penalty: 14276.479492 Iteration 5Q: 3 clusters Score -2.71009e+07 nChanged 3388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59443 members Mstep: Class 2 contains 55739 members Entering Unmasked Estep Score: -27101686.000000 Penalty: 14276.479492 Iteration 6Q: 3 clusters Score -2.710169e+07 nChanged 3205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60326 members Mstep: Class 2 contains 54856 members Entering Unmasked Estep Score: -27102514.000000 Penalty: 14276.479492 Iteration 7Q: 3 clusters Score -2.710251e+07 nChanged 3240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61520 members Mstep: Class 2 contains 53662 members Entering Unmasked Estep Score: -27103420.000000 Penalty: 14276.479492 Iteration 8Q: 3 clusters Score -2.710342e+07 nChanged 3441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63269 members Mstep: Class 2 contains 51913 members Entering Unmasked Estep Score: -27104276.000000 Penalty: 14276.479492 Iteration 9Q: 3 clusters Score -2.710428e+07 nChanged 3661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65602 members Mstep: Class 2 contains 49580 members Entering Unmasked Estep Score: -27105244.000000 Penalty: 14276.479492 Iteration 10Q: 3 clusters Score -2.710524e+07 nChanged 4072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68648 members Mstep: Class 2 contains 46534 members Entering Unmasked Estep Score: -27106626.000000 Penalty: 14276.479492 Iteration 11Q: 3 clusters Score -2.710663e+07 nChanged 4605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72555 members Mstep: Class 2 contains 42627 members Entering Unmasked Estep Score: -27108610.000000 Penalty: 14276.479492 Iteration 12Q: 3 clusters Score -2.710861e+07 nChanged 5465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77632 members Mstep: Class 2 contains 37550 members Entering Unmasked Estep Score: -27111440.000000 Penalty: 14276.479492 Iteration 13Q: 3 clusters Score -2.711144e+07 nChanged 6378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83832 members Mstep: Class 2 contains 31350 members Entering Unmasked Estep Score: -27115280.000000 Penalty: 14276.479492 Iteration 14F: 3 clusters Score -2.711528e+07 nChanged 7223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90961 members Mstep: Class 2 contains 24221 members Entering Unmasked Estep Score: -27120320.000000 Penalty: 14276.479492 Iteration 15F: 3 clusters Score -2.712032e+07 nChanged 7432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98351 members Mstep: Class 2 contains 16831 members Entering Unmasked Estep Score: -27126238.000000 Penalty: 14276.479492 Iteration 16F: 3 clusters Score -2.712624e+07 nChanged 6436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104771 members Mstep: Class 2 contains 10411 members Entering Unmasked Estep Score: -27131698.000000 Penalty: 14276.479492 Iteration 17F: 3 clusters Score -2.71317e+07 nChanged 4423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109178 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -27135438.000000 Penalty: 14276.479492 Iteration 18Q: 3 clusters Score -2.713544e+07 nChanged 2526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111694 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -27137418.000000 Penalty: 14276.479492 Iteration 19Q: 3 clusters Score -2.713742e+07 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112971 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -27138382.000000 Penalty: 14276.479492 Iteration 20F: 3 clusters Score -2.713838e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113553 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -27138824.000000 Penalty: 14276.479492 Iteration 21Q: 3 clusters Score -2.713882e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113848 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -27139076.000000 Penalty: 14276.479492 Iteration 22Q: 3 clusters Score -2.713908e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114006 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -27139204.000000 Penalty: 14276.479492 Iteration 23Q: 3 clusters Score -2.71392e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114109 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -27139266.000000 Penalty: 14276.479492 Iteration 24Q: 3 clusters Score -2.713927e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114160 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -27139334.000000 Penalty: 14276.479492 Iteration 25Q: 3 clusters Score -2.713933e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114201 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -27139386.000000 Penalty: 14276.479492 Iteration 26Q: 3 clusters Score -2.713939e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114243 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -27139400.000000 Penalty: 14276.479492 Iteration 27Q: 3 clusters Score -2.71394e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114269 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -27139450.000000 Penalty: 14276.479492 Iteration 28Q: 3 clusters Score -2.713945e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114282 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -27139478.000000 Penalty: 14276.479492 Iteration 29Q: 3 clusters Score -2.713948e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114298 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -27139524.000000 Penalty: 14276.479492 Iteration 30Q: 3 clusters Score -2.713952e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114314 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -27139504.000000 Penalty: 14276.479492 Iteration 31Q: 3 clusters Score -2.71395e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114319 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -27139526.000000 Penalty: 14276.479492 Iteration 32Q: 3 clusters Score -2.713953e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114326 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -27139536.000000 Penalty: 14276.479492 Iteration 33Q: 3 clusters Score -2.713954e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114330 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -27139542.000000 Penalty: 14276.479492 Iteration 34Q: 3 clusters Score -2.713954e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114339 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -27139524.000000 Penalty: 14276.479492 Iteration 35Q: 3 clusters Score -2.713952e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114343 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -27139548.000000 Penalty: 14276.479492 Iteration 36Q: 3 clusters Score -2.713955e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114341 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -27139560.000000 Penalty: 14276.479492 Iteration 37Q: 3 clusters Score -2.713956e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114343 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -27139540.000000 Penalty: 14276.479492 Iteration 38Q: 3 clusters Score -2.713954e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114344 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -27139552.000000 Penalty: 14276.479492 Iteration 39Q: 3 clusters Score -2.713955e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114348 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -27139550.000000 Penalty: 14276.479492 Iteration 40F: 3 clusters Score -2.713955e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114346 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -27139546.000000 Penalty: 14276.479492 Iteration 41Q: 3 clusters Score -2.713955e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114346 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -27139546.000000 Penalty: 14276.479492 Iteration 42F: 3 clusters Score -2.713955e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Entering Unmasked Estep Score: -808510.875000 Penalty: 5009.072754 Iteration 0F: 2 clusters Score -808510.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -802479.375000 Penalty: 10018.145508 Iteration 0F: 3 clusters Score -802479.4 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -803370.187500 Penalty: 10018.145508 Iteration 1F: 3 clusters Score -803370.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -803655.937500 Penalty: 10018.145508 Iteration 2F: 3 clusters Score -803655.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -803835.250000 Penalty: 10018.145508 Iteration 3Q: 3 clusters Score -803835.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -803980.312500 Penalty: 10018.145508 Iteration 4Q: 3 clusters Score -803980.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -804117.812500 Penalty: 10018.145508 Iteration 5Q: 3 clusters Score -804117.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -804223.750000 Penalty: 10018.145508 Iteration 6Q: 3 clusters Score -804223.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -804309.375000 Penalty: 10018.145508 Iteration 7Q: 3 clusters Score -804309.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -804377.562500 Penalty: 10018.145508 Iteration 8Q: 3 clusters Score -804377.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -804439.187500 Penalty: 10018.145508 Iteration 9Q: 3 clusters Score -804439.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -804509.500000 Penalty: 10018.145508 Iteration 10Q: 3 clusters Score -804509.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -804569.750000 Penalty: 10018.145508 Iteration 11Q: 3 clusters Score -804569.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -804632.187500 Penalty: 10018.145508 Iteration 12Q: 3 clusters Score -804632.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -804691.937500 Penalty: 10018.145508 Iteration 13Q: 3 clusters Score -804691.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -804736.437500 Penalty: 10018.145508 Iteration 14Q: 3 clusters Score -804736.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -804779.500000 Penalty: 10018.145508 Iteration 15Q: 3 clusters Score -804779.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -804826.687500 Penalty: 10018.145508 Iteration 16Q: 3 clusters Score -804826.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -804859.125000 Penalty: 10018.145508 Iteration 17Q: 3 clusters Score -804859.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -804875.562500 Penalty: 10018.145508 Iteration 18Q: 3 clusters Score -804875.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -804893.000000 Penalty: 10018.145508 Iteration 19Q: 3 clusters Score -804893 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -804902.437500 Penalty: 10018.145508 Iteration 20F: 3 clusters Score -804902.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -804910.812500 Penalty: 10018.145508 Iteration 21Q: 3 clusters Score -804910.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -804918.125000 Penalty: 10018.145508 Iteration 22Q: 3 clusters Score -804918.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -804920.937500 Penalty: 10018.145508 Iteration 23Q: 3 clusters Score -804920.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -804922.750000 Penalty: 10018.145508 Iteration 24Q: 3 clusters Score -804922.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -804921.937500 Penalty: 10018.145508 Iteration 25Q: 3 clusters Score -804921.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -804923.937500 Penalty: 10018.145508 Iteration 26Q: 3 clusters Score -804923.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -804928.000000 Penalty: 10018.145508 Iteration 27Q: 3 clusters Score -804928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -804931.250000 Penalty: 10018.145508 Iteration 28Q: 3 clusters Score -804931.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -804933.687500 Penalty: 10018.145508 Iteration 29Q: 3 clusters Score -804933.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -804937.062500 Penalty: 10018.145508 Iteration 30Q: 3 clusters Score -804937.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -804942.625000 Penalty: 10018.145508 Iteration 31Q: 3 clusters Score -804942.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -804947.375000 Penalty: 10018.145508 Iteration 32Q: 3 clusters Score -804947.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -804950.875000 Penalty: 10018.145508 Iteration 33Q: 3 clusters Score -804950.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -804958.625000 Penalty: 10018.145508 Iteration 34Q: 3 clusters Score -804958.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -804965.812500 Penalty: 10018.145508 Iteration 35Q: 3 clusters Score -804965.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -804972.187500 Penalty: 10018.145508 Iteration 36Q: 3 clusters Score -804972.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -804972.187500 Penalty: 10018.145508 Iteration 37F: 3 clusters Score -804972.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (15410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15410 members Entering Unmasked Estep Score: -3624594.250000 Penalty: 5906.197754 Iteration 0F: 2 clusters Score -3624594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -3610944.500000 Penalty: 11812.395508 Iteration 0F: 3 clusters Score -3610944 nChanged 6043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -3614157.250000 Penalty: 11812.395508 Iteration 1F: 3 clusters Score -3614157 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -3614760.500000 Penalty: 11812.395508 Iteration 2F: 3 clusters Score -3614760 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -3615130.750000 Penalty: 11812.395508 Iteration 3Q: 3 clusters Score -3615131 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -3615395.250000 Penalty: 11812.395508 Iteration 4Q: 3 clusters Score -3615395 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -3615592.500000 Penalty: 11812.395508 Iteration 5Q: 3 clusters Score -3615592 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -3615774.250000 Penalty: 11812.395508 Iteration 6Q: 3 clusters Score -3615774 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -3615969.250000 Penalty: 11812.395508 Iteration 7Q: 3 clusters Score -3615969 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -3616179.750000 Penalty: 11812.395508 Iteration 8Q: 3 clusters Score -3616180 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -3616404.750000 Penalty: 11812.395508 Iteration 9Q: 3 clusters Score -3616405 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10158 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -3616665.500000 Penalty: 11812.395508 Iteration 10Q: 3 clusters Score -3616666 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10515 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -3616959.500000 Penalty: 11812.395508 Iteration 11Q: 3 clusters Score -3616960 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -3617255.250000 Penalty: 11812.395508 Iteration 12Q: 3 clusters Score -3617255 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -3617570.750000 Penalty: 11812.395508 Iteration 13Q: 3 clusters Score -3617571 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -3617803.750000 Penalty: 11812.395508 Iteration 14Q: 3 clusters Score -3617804 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -3618048.500000 Penalty: 11812.395508 Iteration 15Q: 3 clusters Score -3618048 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12116 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -3618241.500000 Penalty: 11812.395508 Iteration 16Q: 3 clusters Score -3618242 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12339 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -3618392.750000 Penalty: 11812.395508 Iteration 17Q: 3 clusters Score -3618393 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12556 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -3618538.250000 Penalty: 11812.395508 Iteration 18Q: 3 clusters Score -3618538 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12711 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -3618654.250000 Penalty: 11812.395508 Iteration 19Q: 3 clusters Score -3618654 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -3618757.000000 Penalty: 11812.395508 Iteration 20F: 3 clusters Score -3618757 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -3618839.500000 Penalty: 11812.395508 Iteration 21Q: 3 clusters Score -3618840 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13086 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -3618898.750000 Penalty: 11812.395508 Iteration 22Q: 3 clusters Score -3618899 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -3618960.500000 Penalty: 11812.395508 Iteration 23Q: 3 clusters Score -3618960 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13254 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -3619031.000000 Penalty: 11812.395508 Iteration 24Q: 3 clusters Score -3619031 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -3619061.000000 Penalty: 11812.395508 Iteration 25Q: 3 clusters Score -3619061 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13378 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -3619085.750000 Penalty: 11812.395508 Iteration 26Q: 3 clusters Score -3619086 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13425 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -3619116.250000 Penalty: 11812.395508 Iteration 27Q: 3 clusters Score -3619116 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -3619137.000000 Penalty: 11812.395508 Iteration 28Q: 3 clusters Score -3619137 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -3619159.000000 Penalty: 11812.395508 Iteration 29Q: 3 clusters Score -3619159 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13531 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -3619180.000000 Penalty: 11812.395508 Iteration 30Q: 3 clusters Score -3619180 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13557 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -3619187.250000 Penalty: 11812.395508 Iteration 31Q: 3 clusters Score -3619187 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13579 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -3619217.250000 Penalty: 11812.395508 Iteration 32Q: 3 clusters Score -3619217 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13602 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -3619228.750000 Penalty: 11812.395508 Iteration 33Q: 3 clusters Score -3619229 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13622 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -3619245.000000 Penalty: 11812.395508 Iteration 34Q: 3 clusters Score -3619245 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13641 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -3619255.250000 Penalty: 11812.395508 Iteration 35Q: 3 clusters Score -3619255 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13654 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -3619264.000000 Penalty: 11812.395508 Iteration 36Q: 3 clusters Score -3619264 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13672 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -3619277.250000 Penalty: 11812.395508 Iteration 37Q: 3 clusters Score -3619277 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -3619284.000000 Penalty: 11812.395508 Iteration 38Q: 3 clusters Score -3619284 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13696 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -3619296.750000 Penalty: 11812.395508 Iteration 39Q: 3 clusters Score -3619297 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -3619299.250000 Penalty: 11812.395508 Iteration 40F: 3 clusters Score -3619299 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13713 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -3619306.750000 Penalty: 11812.395508 Iteration 41Q: 3 clusters Score -3619307 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13715 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -3619303.750000 Penalty: 11812.395508 Iteration 42Q: 3 clusters Score -3619304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13721 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -3619303.250000 Penalty: 11812.395508 Iteration 43Q: 3 clusters Score -3619303 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13729 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -3619312.250000 Penalty: 11812.395508 Iteration 44Q: 3 clusters Score -3619312 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -3619317.250000 Penalty: 11812.395508 Iteration 45Q: 3 clusters Score -3619317 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -3619319.500000 Penalty: 11812.395508 Iteration 46Q: 3 clusters Score -3619320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13745 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -3619325.750000 Penalty: 11812.395508 Iteration 47Q: 3 clusters Score -3619326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13750 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -3619323.000000 Penalty: 11812.395508 Iteration 48Q: 3 clusters Score -3619323 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -3619323.500000 Penalty: 11812.395508 Iteration 49Q: 3 clusters Score -3619324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13756 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -3619329.500000 Penalty: 11812.395508 Iteration 50Q: 3 clusters Score -3619330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13759 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -3619335.000000 Penalty: 11812.395508 Iteration 51Q: 3 clusters Score -3619335 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13762 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -3619336.250000 Penalty: 11812.395508 Iteration 52Q: 3 clusters Score -3619336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13764 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -3619328.750000 Penalty: 11812.395508 Iteration 53Q: 3 clusters Score -3619329 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -3619340.500000 Penalty: 11812.395508 Iteration 54Q: 3 clusters Score -3619340 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13774 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -3619345.500000 Penalty: 11812.395508 Iteration 55Q: 3 clusters Score -3619346 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -3619346.500000 Penalty: 11812.395508 Iteration 56Q: 3 clusters Score -3619346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -3619350.750000 Penalty: 11812.395508 Iteration 57Q: 3 clusters Score -3619351 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13783 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -3619351.750000 Penalty: 11812.395508 Iteration 58Q: 3 clusters Score -3619352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13788 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -3619346.750000 Penalty: 11812.395508 Iteration 59Q: 3 clusters Score -3619347 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13793 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -3619354.500000 Penalty: 11812.395508 Iteration 60F: 3 clusters Score -3619354 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -3619358.000000 Penalty: 11812.395508 Iteration 61Q: 3 clusters Score -3619358 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13804 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -3619359.250000 Penalty: 11812.395508 Iteration 62Q: 3 clusters Score -3619359 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13808 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -3619368.250000 Penalty: 11812.395508 Iteration 63Q: 3 clusters Score -3619368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13810 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -3619369.250000 Penalty: 11812.395508 Iteration 64Q: 3 clusters Score -3619369 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13812 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -3619371.500000 Penalty: 11812.395508 Iteration 65Q: 3 clusters Score -3619372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13815 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -3619374.500000 Penalty: 11812.395508 Iteration 66Q: 3 clusters Score -3619374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -3619378.500000 Penalty: 11812.395508 Iteration 67Q: 3 clusters Score -3619378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -3619378.500000 Penalty: 11812.395508 Iteration 68F: 3 clusters Score -3619378 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (8038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Entering Unmasked Estep Score: -1886337.000000 Penalty: 5507.560547 Iteration 0F: 2 clusters Score -1886337 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1877423.250000 Penalty: 11015.121094 Iteration 0F: 3 clusters Score -1877423 nChanged 2806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1879569.625000 Penalty: 11015.121094 Iteration 1F: 3 clusters Score -1879570 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1880675.375000 Penalty: 11015.121094 Iteration 2F: 3 clusters Score -1880675 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1881641.000000 Penalty: 11015.121094 Iteration 3F: 3 clusters Score -1881641 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1882398.250000 Penalty: 11015.121094 Iteration 4F: 3 clusters Score -1882398 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1883029.625000 Penalty: 11015.121094 Iteration 5F: 3 clusters Score -1883030 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1883520.625000 Penalty: 11015.121094 Iteration 6F: 3 clusters Score -1883521 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1883858.875000 Penalty: 11015.121094 Iteration 7Q: 3 clusters Score -1883859 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -1884075.750000 Penalty: 11015.121094 Iteration 8Q: 3 clusters Score -1884076 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -1884177.000000 Penalty: 11015.121094 Iteration 9Q: 3 clusters Score -1884177 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1884251.500000 Penalty: 11015.121094 Iteration 10Q: 3 clusters Score -1884252 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1884298.750000 Penalty: 11015.121094 Iteration 11Q: 3 clusters Score -1884299 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1884330.625000 Penalty: 11015.121094 Iteration 12Q: 3 clusters Score -1884331 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1884349.875000 Penalty: 11015.121094 Iteration 13Q: 3 clusters Score -1884350 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1884363.750000 Penalty: 11015.121094 Iteration 14Q: 3 clusters Score -1884364 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1884368.500000 Penalty: 11015.121094 Iteration 15Q: 3 clusters Score -1884368 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1884380.750000 Penalty: 11015.121094 Iteration 16Q: 3 clusters Score -1884381 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1884386.750000 Penalty: 11015.121094 Iteration 17Q: 3 clusters Score -1884387 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1884396.125000 Penalty: 11015.121094 Iteration 18Q: 3 clusters Score -1884396 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1884395.125000 Penalty: 11015.121094 Iteration 19Q: 3 clusters Score -1884395 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1884398.125000 Penalty: 11015.121094 Iteration 20F: 3 clusters Score -1884398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1884399.250000 Penalty: 11015.121094 Iteration 21Q: 3 clusters Score -1884399 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1884398.875000 Penalty: 11015.121094 Iteration 22Q: 3 clusters Score -1884399 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1884398.750000 Penalty: 11015.121094 Iteration 23Q: 3 clusters Score -1884399 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1884400.000000 Penalty: 11015.121094 Iteration 24Q: 3 clusters Score -1884400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1884403.500000 Penalty: 11015.121094 Iteration 25Q: 3 clusters Score -1884404 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1884407.250000 Penalty: 11015.121094 Iteration 26Q: 3 clusters Score -1884407 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1884409.875000 Penalty: 11015.121094 Iteration 27Q: 3 clusters Score -1884410 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1884409.875000 Penalty: 11015.121094 Iteration 28F: 3 clusters Score -1884410 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Entering Unmasked Estep Score: -140727.468750 Penalty: 4002.835205 Iteration 0F: 2 clusters Score -140727.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -137022.125000 Penalty: 8005.670410 Iteration 0F: 3 clusters Score -137022.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -137410.546875 Penalty: 8005.670410 Iteration 1F: 3 clusters Score -137410.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -137573.187500 Penalty: 8005.670410 Iteration 2Q: 3 clusters Score -137573.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -137616.843750 Penalty: 8005.670410 Iteration 3Q: 3 clusters Score -137616.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -137646.406250 Penalty: 8005.670410 Iteration 4Q: 3 clusters Score -137646.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -137665.968750 Penalty: 8005.670410 Iteration 5Q: 3 clusters Score -137666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -137682.656250 Penalty: 8005.670410 Iteration 6Q: 3 clusters Score -137682.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -137699.359375 Penalty: 8005.670410 Iteration 7Q: 3 clusters Score -137699.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -137708.140625 Penalty: 8005.670410 Iteration 8Q: 3 clusters Score -137708.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -137714.906250 Penalty: 8005.670410 Iteration 9Q: 3 clusters Score -137714.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -137722.562500 Penalty: 8005.670410 Iteration 10Q: 3 clusters Score -137722.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -137735.187500 Penalty: 8005.670410 Iteration 11Q: 3 clusters Score -137735.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -137745.953125 Penalty: 8005.670410 Iteration 12Q: 3 clusters Score -137746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -137772.562500 Penalty: 8005.670410 Iteration 13Q: 3 clusters Score -137772.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -137777.375000 Penalty: 8005.670410 Iteration 14Q: 3 clusters Score -137777.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -137807.937500 Penalty: 8005.670410 Iteration 15Q: 3 clusters Score -137807.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -137824.734375 Penalty: 8005.670410 Iteration 16Q: 3 clusters Score -137824.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -137833.218750 Penalty: 8005.670410 Iteration 17Q: 3 clusters Score -137833.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -137833.218750 Penalty: 8005.670410 Iteration 18F: 3 clusters Score -137833.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (31757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31757 members Entering Unmasked Estep Score: -7380131.500000 Penalty: 6349.094727 Iteration 0F: 2 clusters Score -7380132 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 15879 members Entering Unmasked Estep Score: -7356337.000000 Penalty: 12698.189453 Iteration 0F: 3 clusters Score -7356337 nChanged 13312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16034 members Mstep: Class 2 contains 15723 members Entering Unmasked Estep Score: -7363240.500000 Penalty: 12698.189453 Iteration 1F: 3 clusters Score -7363240 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16125 members Mstep: Class 2 contains 15632 members Entering Unmasked Estep Score: -7364097.000000 Penalty: 12698.189453 Iteration 2F: 3 clusters Score -7364097 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16281 members Mstep: Class 2 contains 15476 members Entering Unmasked Estep Score: -7364757.000000 Penalty: 12698.189453 Iteration 3Q: 3 clusters Score -7364757 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16468 members Mstep: Class 2 contains 15289 members Entering Unmasked Estep Score: -7365297.500000 Penalty: 12698.189453 Iteration 4Q: 3 clusters Score -7365298 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16711 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -7365853.000000 Penalty: 12698.189453 Iteration 5Q: 3 clusters Score -7365853 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16965 members Mstep: Class 2 contains 14792 members Entering Unmasked Estep Score: -7366370.000000 Penalty: 12698.189453 Iteration 6Q: 3 clusters Score -7366370 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 14498 members Entering Unmasked Estep Score: -7366876.500000 Penalty: 12698.189453 Iteration 7Q: 3 clusters Score -7366876 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17567 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -7367357.000000 Penalty: 12698.189453 Iteration 8Q: 3 clusters Score -7367357 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17958 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -7367803.500000 Penalty: 12698.189453 Iteration 9Q: 3 clusters Score -7367804 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18383 members Mstep: Class 2 contains 13374 members Entering Unmasked Estep Score: -7368262.500000 Penalty: 12698.189453 Iteration 10Q: 3 clusters Score -7368262 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18893 members Mstep: Class 2 contains 12864 members Entering Unmasked Estep Score: -7368734.500000 Penalty: 12698.189453 Iteration 11Q: 3 clusters Score -7368734 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19435 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -7369209.500000 Penalty: 12698.189453 Iteration 12Q: 3 clusters Score -7369210 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20026 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -7369659.500000 Penalty: 12698.189453 Iteration 13Q: 3 clusters Score -7369660 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20664 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -7370178.500000 Penalty: 12698.189453 Iteration 14Q: 3 clusters Score -7370178 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21279 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -7370604.000000 Penalty: 12698.189453 Iteration 15Q: 3 clusters Score -7370604 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21831 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -7371044.500000 Penalty: 12698.189453 Iteration 16Q: 3 clusters Score -7371044 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22401 members Mstep: Class 2 contains 9356 members Entering Unmasked Estep Score: -7371379.000000 Penalty: 12698.189453 Iteration 17Q: 3 clusters Score -7371379 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22965 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -7371754.500000 Penalty: 12698.189453 Iteration 18Q: 3 clusters Score -7371754 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -7372065.000000 Penalty: 12698.189453 Iteration 19Q: 3 clusters Score -7372065 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23943 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -7372351.000000 Penalty: 12698.189453 Iteration 20F: 3 clusters Score -7372351 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24354 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -7372571.500000 Penalty: 12698.189453 Iteration 21Q: 3 clusters Score -7372572 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24713 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -7372728.000000 Penalty: 12698.189453 Iteration 22Q: 3 clusters Score -7372728 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25002 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -7372869.500000 Penalty: 12698.189453 Iteration 23Q: 3 clusters Score -7372870 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25286 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -7373007.500000 Penalty: 12698.189453 Iteration 24Q: 3 clusters Score -7373008 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25544 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -7373123.000000 Penalty: 12698.189453 Iteration 25Q: 3 clusters Score -7373123 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25775 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -7373226.500000 Penalty: 12698.189453 Iteration 26Q: 3 clusters Score -7373226 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26009 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -7373313.000000 Penalty: 12698.189453 Iteration 27Q: 3 clusters Score -7373313 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26230 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -7373403.000000 Penalty: 12698.189453 Iteration 28Q: 3 clusters Score -7373403 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26439 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -7373503.000000 Penalty: 12698.189453 Iteration 29Q: 3 clusters Score -7373503 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26622 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -7373571.000000 Penalty: 12698.189453 Iteration 30Q: 3 clusters Score -7373571 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26771 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -7373607.000000 Penalty: 12698.189453 Iteration 31Q: 3 clusters Score -7373607 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26905 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -7373662.500000 Penalty: 12698.189453 Iteration 32Q: 3 clusters Score -7373662 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27047 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -7373687.000000 Penalty: 12698.189453 Iteration 33Q: 3 clusters Score -7373687 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27185 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -7373730.000000 Penalty: 12698.189453 Iteration 34Q: 3 clusters Score -7373730 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27302 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -7373771.000000 Penalty: 12698.189453 Iteration 35Q: 3 clusters Score -7373771 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27406 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -7373804.500000 Penalty: 12698.189453 Iteration 36Q: 3 clusters Score -7373804 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27521 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -7373877.000000 Penalty: 12698.189453 Iteration 37Q: 3 clusters Score -7373877 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27619 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -7373887.500000 Penalty: 12698.189453 Iteration 38Q: 3 clusters Score -7373888 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27688 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -7373905.000000 Penalty: 12698.189453 Iteration 39Q: 3 clusters Score -7373905 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27754 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -7373927.500000 Penalty: 12698.189453 Iteration 40F: 3 clusters Score -7373928 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27816 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -7373939.000000 Penalty: 12698.189453 Iteration 41Q: 3 clusters Score -7373939 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27876 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -7373979.000000 Penalty: 12698.189453 Iteration 42Q: 3 clusters Score -7373979 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27938 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -7374004.000000 Penalty: 12698.189453 Iteration 43Q: 3 clusters Score -7374004 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27985 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -7374011.500000 Penalty: 12698.189453 Iteration 44Q: 3 clusters Score -7374012 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28043 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -7374018.000000 Penalty: 12698.189453 Iteration 45Q: 3 clusters Score -7374018 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28093 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -7374035.000000 Penalty: 12698.189453 Iteration 46Q: 3 clusters Score -7374035 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28136 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -7374052.000000 Penalty: 12698.189453 Iteration 47Q: 3 clusters Score -7374052 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28170 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -7374047.000000 Penalty: 12698.189453 Iteration 48Q: 3 clusters Score -7374047 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28192 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -7374048.000000 Penalty: 12698.189453 Iteration 49Q: 3 clusters Score -7374048 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28223 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -7374069.000000 Penalty: 12698.189453 Iteration 50Q: 3 clusters Score -7374069 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28251 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -7374084.500000 Penalty: 12698.189453 Iteration 51Q: 3 clusters Score -7374084 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28279 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -7374086.000000 Penalty: 12698.189453 Iteration 52Q: 3 clusters Score -7374086 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28307 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -7374102.000000 Penalty: 12698.189453 Iteration 53Q: 3 clusters Score -7374102 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28329 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -7374123.500000 Penalty: 12698.189453 Iteration 54Q: 3 clusters Score -7374124 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28353 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -7374109.500000 Penalty: 12698.189453 Iteration 55Q: 3 clusters Score -7374110 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28369 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -7374109.500000 Penalty: 12698.189453 Iteration 56Q: 3 clusters Score -7374110 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28388 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -7374099.500000 Penalty: 12698.189453 Iteration 57Q: 3 clusters Score -7374100 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28414 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -7374106.000000 Penalty: 12698.189453 Iteration 58Q: 3 clusters Score -7374106 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28439 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -7374114.500000 Penalty: 12698.189453 Iteration 59Q: 3 clusters Score -7374114 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28465 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -7374125.000000 Penalty: 12698.189453 Iteration 60F: 3 clusters Score -7374125 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28496 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -7374134.000000 Penalty: 12698.189453 Iteration 61Q: 3 clusters Score -7374134 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28525 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -7374137.000000 Penalty: 12698.189453 Iteration 62Q: 3 clusters Score -7374137 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28560 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -7374161.500000 Penalty: 12698.189453 Iteration 63Q: 3 clusters Score -7374162 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28591 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -7374183.500000 Penalty: 12698.189453 Iteration 64Q: 3 clusters Score -7374184 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28621 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -7374186.000000 Penalty: 12698.189453 Iteration 65Q: 3 clusters Score -7374186 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28651 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -7374191.500000 Penalty: 12698.189453 Iteration 66Q: 3 clusters Score -7374192 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28681 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -7374204.500000 Penalty: 12698.189453 Iteration 67Q: 3 clusters Score -7374204 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28714 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -7374228.500000 Penalty: 12698.189453 Iteration 68Q: 3 clusters Score -7374228 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28756 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -7374249.000000 Penalty: 12698.189453 Iteration 69Q: 3 clusters Score -7374249 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28802 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -7374256.500000 Penalty: 12698.189453 Iteration 70Q: 3 clusters Score -7374256 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28838 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -7374294.500000 Penalty: 12698.189453 Iteration 71Q: 3 clusters Score -7374294 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -7374308.000000 Penalty: 12698.189453 Iteration 72Q: 3 clusters Score -7374308 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28903 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -7374296.000000 Penalty: 12698.189453 Iteration 73Q: 3 clusters Score -7374296 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28930 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -7374303.000000 Penalty: 12698.189453 Iteration 74Q: 3 clusters Score -7374303 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28943 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -7374318.000000 Penalty: 12698.189453 Iteration 75Q: 3 clusters Score -7374318 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28958 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -7374326.000000 Penalty: 12698.189453 Iteration 76Q: 3 clusters Score -7374326 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28976 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -7374332.500000 Penalty: 12698.189453 Iteration 77Q: 3 clusters Score -7374332 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28996 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -7374348.500000 Penalty: 12698.189453 Iteration 78Q: 3 clusters Score -7374348 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29013 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -7374352.000000 Penalty: 12698.189453 Iteration 79Q: 3 clusters Score -7374352 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29040 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -7374350.000000 Penalty: 12698.189453 Iteration 80F: 3 clusters Score -7374350 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29059 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -7374365.000000 Penalty: 12698.189453 Iteration 81Q: 3 clusters Score -7374365 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29087 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -7374372.000000 Penalty: 12698.189453 Iteration 82Q: 3 clusters Score -7374372 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29106 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -7374380.500000 Penalty: 12698.189453 Iteration 83Q: 3 clusters Score -7374380 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29126 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -7374372.000000 Penalty: 12698.189453 Iteration 84Q: 3 clusters Score -7374372 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29142 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -7374379.500000 Penalty: 12698.189453 Iteration 85Q: 3 clusters Score -7374380 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29157 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -7374386.500000 Penalty: 12698.189453 Iteration 86Q: 3 clusters Score -7374386 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29169 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -7374394.500000 Penalty: 12698.189453 Iteration 87Q: 3 clusters Score -7374394 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29183 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -7374399.500000 Penalty: 12698.189453 Iteration 88Q: 3 clusters Score -7374400 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29198 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -7374398.500000 Penalty: 12698.189453 Iteration 89Q: 3 clusters Score -7374398 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29217 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -7374395.000000 Penalty: 12698.189453 Iteration 90Q: 3 clusters Score -7374395 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29237 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -7374413.000000 Penalty: 12698.189453 Iteration 91Q: 3 clusters Score -7374413 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29252 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -7374409.000000 Penalty: 12698.189453 Iteration 92Q: 3 clusters Score -7374409 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29267 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -7374445.000000 Penalty: 12698.189453 Iteration 97Q: 3 clusters Score -7374445 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29333 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -7374450.500000 Penalty: 12698.189453 Iteration 98Q: 3 clusters Score -7374450 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29353 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -7374459.000000 Penalty: 12698.189453 Iteration 99Q: 3 clusters Score -7374459 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29374 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -7374487.500000 Penalty: 12698.189453 Iteration 100F: 3 clusters Score -7374488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29389 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -7374474.000000 Penalty: 12698.189453 Iteration 101Q: 3 clusters Score -7374474 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29411 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -7374502.000000 Penalty: 12698.189453 Iteration 102Q: 3 clusters Score -7374502 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29434 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -7374500.500000 Penalty: 12698.189453 Iteration 103Q: 3 clusters Score -7374500 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29459 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -7374502.500000 Penalty: 12698.189453 Iteration 104Q: 3 clusters Score -7374502 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29486 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -7374512.000000 Penalty: 12698.189453 Iteration 105Q: 3 clusters Score -7374512 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29509 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -7374532.500000 Penalty: 12698.189453 Iteration 106Q: 3 clusters Score -7374532 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29536 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -7374540.500000 Penalty: 12698.189453 Iteration 107Q: 3 clusters Score -7374540 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29552 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -7374539.500000 Penalty: 12698.189453 Iteration 108Q: 3 clusters Score -7374540 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29564 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -7374553.500000 Penalty: 12698.189453 Iteration 109Q: 3 clusters Score -7374554 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29581 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -7374559.500000 Penalty: 12698.189453 Iteration 110Q: 3 clusters Score -7374560 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29592 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -7374560.500000 Penalty: 12698.189453 Iteration 111Q: 3 clusters Score -7374560 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29615 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -7374573.000000 Penalty: 12698.189453 Iteration 112Q: 3 clusters Score -7374573 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29635 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -7374572.000000 Penalty: 12698.189453 Iteration 113Q: 3 clusters Score -7374572 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29652 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -7374576.000000 Penalty: 12698.189453 Iteration 114Q: 3 clusters Score -7374576 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29669 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -7374581.000000 Penalty: 12698.189453 Iteration 115Q: 3 clusters Score -7374581 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29684 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -7374590.500000 Penalty: 12698.189453 Iteration 116Q: 3 clusters Score -7374590 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29696 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -7374601.500000 Penalty: 12698.189453 Iteration 117Q: 3 clusters Score -7374602 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29711 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -7374600.000000 Penalty: 12698.189453 Iteration 118Q: 3 clusters Score -7374600 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29729 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -7374622.000000 Penalty: 12698.189453 Iteration 119Q: 3 clusters Score -7374622 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29748 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -7374648.000000 Penalty: 12698.189453 Iteration 120F: 3 clusters Score -7374648 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29766 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -7374658.000000 Penalty: 12698.189453 Iteration 121Q: 3 clusters Score -7374658 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29775 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -7374649.000000 Penalty: 12698.189453 Iteration 122Q: 3 clusters Score -7374649 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29783 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -7374646.500000 Penalty: 12698.189453 Iteration 123Q: 3 clusters Score -7374646 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29797 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -7374654.000000 Penalty: 12698.189453 Iteration 124Q: 3 clusters Score -7374654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29804 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -7374662.500000 Penalty: 12698.189453 Iteration 125Q: 3 clusters Score -7374662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29814 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -7374663.500000 Penalty: 12698.189453 Iteration 126Q: 3 clusters Score -7374664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29820 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -7374671.000000 Penalty: 12698.189453 Iteration 127Q: 3 clusters Score -7374671 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29823 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -7374674.000000 Penalty: 12698.189453 Iteration 128Q: 3 clusters Score -7374674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29824 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -7374670.500000 Penalty: 12698.189453 Iteration 129Q: 3 clusters Score -7374670 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29826 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -7374676.500000 Penalty: 12698.189453 Iteration 130Q: 3 clusters Score -7374676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29828 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -7374678.500000 Penalty: 12698.189453 Iteration 131Q: 3 clusters Score -7374678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29829 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -7374669.000000 Penalty: 12698.189453 Iteration 132Q: 3 clusters Score -7374669 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29829 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -7374669.000000 Penalty: 12698.189453 Iteration 133F: 3 clusters Score -7374669 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Entering Unmasked Estep Score: -188624.765625 Penalty: 4171.887207 Iteration 0F: 2 clusters Score -188624.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -184683.656250 Penalty: 8343.774414 Iteration 0F: 3 clusters Score -184683.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -185027.390625 Penalty: 8343.774414 Iteration 1F: 3 clusters Score -185027.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -185173.359375 Penalty: 8343.774414 Iteration 2Q: 3 clusters Score -185173.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -185259.265625 Penalty: 8343.774414 Iteration 3Q: 3 clusters Score -185259.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -185321.734375 Penalty: 8343.774414 Iteration 4Q: 3 clusters Score -185321.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -185413.640625 Penalty: 8343.774414 Iteration 5Q: 3 clusters Score -185413.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -185536.531250 Penalty: 8343.774414 Iteration 6Q: 3 clusters Score -185536.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -185589.437500 Penalty: 8343.774414 Iteration 7Q: 3 clusters Score -185589.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -185626.421875 Penalty: 8343.774414 Iteration 8Q: 3 clusters Score -185626.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -185638.203125 Penalty: 8343.774414 Iteration 9Q: 3 clusters Score -185638.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -185671.062500 Penalty: 8343.774414 Iteration 10Q: 3 clusters Score -185671.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -185738.546875 Penalty: 8343.774414 Iteration 11Q: 3 clusters Score -185738.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -185830.718750 Penalty: 8343.774414 Iteration 12Q: 3 clusters Score -185830.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -185907.875000 Penalty: 8343.774414 Iteration 13Q: 3 clusters Score -185907.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -185927.828125 Penalty: 8343.774414 Iteration 14Q: 3 clusters Score -185927.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -185936.437500 Penalty: 8343.774414 Iteration 15Q: 3 clusters Score -185936.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -185946.671875 Penalty: 8343.774414 Iteration 16Q: 3 clusters Score -185946.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -185962.656250 Penalty: 8343.774414 Iteration 17Q: 3 clusters Score -185962.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -185979.968750 Penalty: 8343.774414 Iteration 18Q: 3 clusters Score -185980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -185984.453125 Penalty: 8343.774414 Iteration 19Q: 3 clusters Score -185984.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -185992.265625 Penalty: 8343.774414 Iteration 20F: 3 clusters Score -185992.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -186004.859375 Penalty: 8343.774414 Iteration 21Q: 3 clusters Score -186004.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -186006.718750 Penalty: 8343.774414 Iteration 22Q: 3 clusters Score -186006.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -186006.718750 Penalty: 8343.774414 Iteration 23F: 3 clusters Score -186006.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (27411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27411 members Entering Unmasked Estep Score: -6451308.000000 Penalty: 6258.953613 Iteration 0F: 2 clusters Score -6451308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13766 members Mstep: Class 2 contains 13645 members Entering Unmasked Estep Score: -6430145.000000 Penalty: 12517.907227 Iteration 0F: 3 clusters Score -6430145 nChanged 11411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14175 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -6436113.000000 Penalty: 12517.907227 Iteration 1F: 3 clusters Score -6436113 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14525 members Mstep: Class 2 contains 12886 members Entering Unmasked Estep Score: -6436937.000000 Penalty: 12517.907227 Iteration 2F: 3 clusters Score -6436937 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15000 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -6437786.500000 Penalty: 12517.907227 Iteration 3F: 3 clusters Score -6437786 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15598 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -6438811.000000 Penalty: 12517.907227 Iteration 4F: 3 clusters Score -6438811 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16296 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -6439996.000000 Penalty: 12517.907227 Iteration 5F: 3 clusters Score -6439996 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16968 members Mstep: Class 2 contains 10443 members Entering Unmasked Estep Score: -6441295.500000 Penalty: 12517.907227 Iteration 6F: 3 clusters Score -6441296 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17506 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -6442515.500000 Penalty: 12517.907227 Iteration 7F: 3 clusters Score -6442516 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17841 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -6443329.500000 Penalty: 12517.907227 Iteration 8F: 3 clusters Score -6443330 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17989 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -6443874.000000 Penalty: 12517.907227 Iteration 9Q: 3 clusters Score -6443874 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18002 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -6444213.500000 Penalty: 12517.907227 Iteration 10Q: 3 clusters Score -6444214 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17918 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -6444438.500000 Penalty: 12517.907227 Iteration 11Q: 3 clusters Score -6444438 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17798 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -6444659.000000 Penalty: 12517.907227 Iteration 12Q: 3 clusters Score -6444659 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17648 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -6444772.000000 Penalty: 12517.907227 Iteration 13Q: 3 clusters Score -6444772 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17498 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: -6444863.000000 Penalty: 12517.907227 Iteration 14Q: 3 clusters Score -6444863 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17353 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -6444927.000000 Penalty: 12517.907227 Iteration 15Q: 3 clusters Score -6444927 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17219 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -6444963.000000 Penalty: 12517.907227 Iteration 16Q: 3 clusters Score -6444963 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17072 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -6445002.500000 Penalty: 12517.907227 Iteration 17Q: 3 clusters Score -6445002 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -6445030.500000 Penalty: 12517.907227 Iteration 18Q: 3 clusters Score -6445030 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16786 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -6445068.500000 Penalty: 12517.907227 Iteration 19Q: 3 clusters Score -6445068 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16663 members Mstep: Class 2 contains 10748 members Entering Unmasked Estep Score: -6445084.000000 Penalty: 12517.907227 Iteration 20F: 3 clusters Score -6445084 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16540 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -6445107.000000 Penalty: 12517.907227 Iteration 21Q: 3 clusters Score -6445107 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -6445121.500000 Penalty: 12517.907227 Iteration 22Q: 3 clusters Score -6445122 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 11066 members Entering Unmasked Estep Score: -6445139.000000 Penalty: 12517.907227 Iteration 23Q: 3 clusters Score -6445139 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -6445165.500000 Penalty: 12517.907227 Iteration 24Q: 3 clusters Score -6445166 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16186 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -6445185.500000 Penalty: 12517.907227 Iteration 25Q: 3 clusters Score -6445186 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16126 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -6445194.500000 Penalty: 12517.907227 Iteration 26Q: 3 clusters Score -6445194 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16074 members Mstep: Class 2 contains 11337 members Entering Unmasked Estep Score: -6445220.000000 Penalty: 12517.907227 Iteration 27Q: 3 clusters Score -6445220 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 11388 members Entering Unmasked Estep Score: -6445225.500000 Penalty: 12517.907227 Iteration 28Q: 3 clusters Score -6445226 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 11450 members Entering Unmasked Estep Score: -6445241.000000 Penalty: 12517.907227 Iteration 29Q: 3 clusters Score -6445241 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -6445258.500000 Penalty: 12517.907227 Iteration 30Q: 3 clusters Score -6445258 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 11585 members Entering Unmasked Estep Score: -6445254.000000 Penalty: 12517.907227 Iteration 31Q: 3 clusters Score -6445254 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15765 members Mstep: Class 2 contains 11646 members Entering Unmasked Estep Score: -6445283.000000 Penalty: 12517.907227 Iteration 32Q: 3 clusters Score -6445283 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15707 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -6445280.500000 Penalty: 12517.907227 Iteration 33Q: 3 clusters Score -6445280 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15631 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -6445291.500000 Penalty: 12517.907227 Iteration 34Q: 3 clusters Score -6445292 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 11853 members Entering Unmasked Estep Score: -6445282.000000 Penalty: 12517.907227 Iteration 35Q: 3 clusters Score -6445282 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15485 members Mstep: Class 2 contains 11926 members Entering Unmasked Estep Score: -6445277.500000 Penalty: 12517.907227 Iteration 36Q: 3 clusters Score -6445278 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 12005 members Entering Unmasked Estep Score: -6445301.500000 Penalty: 12517.907227 Iteration 37Q: 3 clusters Score -6445302 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -6445324.500000 Penalty: 12517.907227 Iteration 38Q: 3 clusters Score -6445324 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -6445348.500000 Penalty: 12517.907227 Iteration 39Q: 3 clusters Score -6445348 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15153 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -6445343.000000 Penalty: 12517.907227 Iteration 40F: 3 clusters Score -6445343 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -6445364.500000 Penalty: 12517.907227 Iteration 41Q: 3 clusters Score -6445364 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14954 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -6445392.000000 Penalty: 12517.907227 Iteration 42Q: 3 clusters Score -6445392 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14846 members Mstep: Class 2 contains 12565 members Entering Unmasked Estep Score: -6445416.500000 Penalty: 12517.907227 Iteration 43Q: 3 clusters Score -6445416 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14740 members Mstep: Class 2 contains 12671 members Entering Unmasked Estep Score: -6445454.500000 Penalty: 12517.907227 Iteration 44Q: 3 clusters Score -6445454 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14620 members Mstep: Class 2 contains 12791 members Entering Unmasked Estep Score: -6445483.000000 Penalty: 12517.907227 Iteration 45Q: 3 clusters Score -6445483 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14497 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -6445468.500000 Penalty: 12517.907227 Iteration 46Q: 3 clusters Score -6445468 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14379 members Mstep: Class 2 contains 13032 members Entering Unmasked Estep Score: -6445498.500000 Penalty: 12517.907227 Iteration 47Q: 3 clusters Score -6445498 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Mstep: Class 2 contains 13141 members Entering Unmasked Estep Score: -6445523.500000 Penalty: 12517.907227 Iteration 48Q: 3 clusters Score -6445524 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14155 members Mstep: Class 2 contains 13256 members Entering Unmasked Estep Score: -6445566.000000 Penalty: 12517.907227 Iteration 49Q: 3 clusters Score -6445566 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14035 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -6445596.500000 Penalty: 12517.907227 Iteration 50Q: 3 clusters Score -6445596 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13928 members Mstep: Class 2 contains 13483 members Entering Unmasked Estep Score: -6445601.500000 Penalty: 12517.907227 Iteration 51Q: 3 clusters Score -6445602 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13813 members Mstep: Class 2 contains 13598 members Entering Unmasked Estep Score: -6445631.500000 Penalty: 12517.907227 Iteration 52Q: 3 clusters Score -6445632 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 13704 members Entering Unmasked Estep Score: -6445663.000000 Penalty: 12517.907227 Iteration 53Q: 3 clusters Score -6445663 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13589 members Mstep: Class 2 contains 13822 members Entering Unmasked Estep Score: -6445664.500000 Penalty: 12517.907227 Iteration 54Q: 3 clusters Score -6445664 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 13949 members Entering Unmasked Estep Score: -6445672.000000 Penalty: 12517.907227 Iteration 55Q: 3 clusters Score -6445672 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13337 members Mstep: Class 2 contains 14074 members Entering Unmasked Estep Score: -6445707.000000 Penalty: 12517.907227 Iteration 56Q: 3 clusters Score -6445707 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13189 members Mstep: Class 2 contains 14222 members Entering Unmasked Estep Score: -6445737.000000 Penalty: 12517.907227 Iteration 57Q: 3 clusters Score -6445737 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13047 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -6445744.000000 Penalty: 12517.907227 Iteration 58Q: 3 clusters Score -6445744 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 14494 members Entering Unmasked Estep Score: -6445803.000000 Penalty: 12517.907227 Iteration 59Q: 3 clusters Score -6445803 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12795 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -6445850.000000 Penalty: 12517.907227 Iteration 60F: 3 clusters Score -6445850 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Mstep: Class 2 contains 14759 members Entering Unmasked Estep Score: -6445873.000000 Penalty: 12517.907227 Iteration 61Q: 3 clusters Score -6445873 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 14899 members Entering Unmasked Estep Score: -6445903.500000 Penalty: 12517.907227 Iteration 62Q: 3 clusters Score -6445904 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 15034 members Entering Unmasked Estep Score: -6445920.500000 Penalty: 12517.907227 Iteration 63Q: 3 clusters Score -6445920 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 15179 members Entering Unmasked Estep Score: -6445938.000000 Penalty: 12517.907227 Iteration 64Q: 3 clusters Score -6445938 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -6445962.500000 Penalty: 12517.907227 Iteration 65Q: 3 clusters Score -6445962 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 15487 members Entering Unmasked Estep Score: -6445991.000000 Penalty: 12517.907227 Iteration 66Q: 3 clusters Score -6445991 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 15629 members Entering Unmasked Estep Score: -6446033.500000 Penalty: 12517.907227 Iteration 67Q: 3 clusters Score -6446034 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11634 members Mstep: Class 2 contains 15777 members Entering Unmasked Estep Score: -6446067.500000 Penalty: 12517.907227 Iteration 68Q: 3 clusters Score -6446068 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11512 members Mstep: Class 2 contains 15899 members Entering Unmasked Estep Score: -6446068.000000 Penalty: 12517.907227 Iteration 69Q: 3 clusters Score -6446068 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 16014 members Entering Unmasked Estep Score: -6446109.000000 Penalty: 12517.907227 Iteration 70Q: 3 clusters Score -6446109 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 16116 members Entering Unmasked Estep Score: -6446131.000000 Penalty: 12517.907227 Iteration 71Q: 3 clusters Score -6446131 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 16210 members Entering Unmasked Estep Score: -6446144.000000 Penalty: 12517.907227 Iteration 72Q: 3 clusters Score -6446144 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 16324 members Entering Unmasked Estep Score: -6446163.000000 Penalty: 12517.907227 Iteration 73Q: 3 clusters Score -6446163 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 16446 members Entering Unmasked Estep Score: -6446180.000000 Penalty: 12517.907227 Iteration 74Q: 3 clusters Score -6446180 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 16583 members Entering Unmasked Estep Score: -6446230.500000 Penalty: 12517.907227 Iteration 75Q: 3 clusters Score -6446230 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Mstep: Class 2 contains 16733 members Entering Unmasked Estep Score: -6446261.000000 Penalty: 12517.907227 Iteration 76Q: 3 clusters Score -6446261 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 16893 members Entering Unmasked Estep Score: -6446295.500000 Penalty: 12517.907227 Iteration 77Q: 3 clusters Score -6446296 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 17040 members Entering Unmasked Estep Score: -6446309.500000 Penalty: 12517.907227 Iteration 78Q: 3 clusters Score -6446310 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10224 members Mstep: Class 2 contains 17187 members Entering Unmasked Estep Score: -6446346.000000 Penalty: 12517.907227 Iteration 79Q: 3 clusters Score -6446346 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 17340 members Entering Unmasked Estep Score: -6446411.500000 Penalty: 12517.907227 Iteration 80F: 3 clusters Score -6446412 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 17502 members Entering Unmasked Estep Score: -6446447.000000 Penalty: 12517.907227 Iteration 81Q: 3 clusters Score -6446447 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 17660 members Entering Unmasked Estep Score: -6446472.500000 Penalty: 12517.907227 Iteration 82Q: 3 clusters Score -6446472 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 17827 members Entering Unmasked Estep Score: -6446524.000000 Penalty: 12517.907227 Iteration 83Q: 3 clusters Score -6446524 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 17987 members Entering Unmasked Estep Score: -6446561.500000 Penalty: 12517.907227 Iteration 84Q: 3 clusters Score -6446562 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -6446597.500000 Penalty: 12517.907227 Iteration 85Q: 3 clusters Score -6446598 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 18302 members Entering Unmasked Estep Score: -6446654.500000 Penalty: 12517.907227 Iteration 86Q: 3 clusters Score -6446654 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8961 members Mstep: Class 2 contains 18450 members Entering Unmasked Estep Score: -6446685.000000 Penalty: 12517.907227 Iteration 87Q: 3 clusters Score -6446685 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 18577 members Entering Unmasked Estep Score: -6446711.500000 Penalty: 12517.907227 Iteration 88Q: 3 clusters Score -6446712 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Mstep: Class 2 contains 18709 members Entering Unmasked Estep Score: -6446729.500000 Penalty: 12517.907227 Iteration 89Q: 3 clusters Score -6446730 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 18836 members Entering Unmasked Estep Score: -6446776.000000 Penalty: 12517.907227 Iteration 90Q: 3 clusters Score -6446776 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 18961 members Entering Unmasked Estep Score: -6446788.500000 Penalty: 12517.907227 Iteration 91Q: 3 clusters Score -6446788 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 19088 members Entering Unmasked Estep Score: -6446831.500000 Penalty: 12517.907227 Iteration 92Q: 3 clusters Score -6446832 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Mstep: Class 2 contains 19194 members Entering Unmasked Estep Score: -6446867.000000 Penalty: 12517.907227 Iteration 93Q: 3 clusters Score -6446867 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8094 members Mstep: Class 2 contains 19317 members Entering Unmasked Estep Score: -6446902.000000 Penalty: 12517.907227 Iteration 94Q: 3 clusters Score -6446902 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -6446945.500000 Penalty: 12517.907227 Iteration 95Q: 3 clusters Score -6446946 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 19519 members Entering Unmasked Estep Score: -6446964.500000 Penalty: 12517.907227 Iteration 96Q: 3 clusters Score -6446964 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 19624 members Entering Unmasked Estep Score: -6446986.500000 Penalty: 12517.907227 Iteration 97Q: 3 clusters Score -6446986 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 19740 members Entering Unmasked Estep Score: -6447016.500000 Penalty: 12517.907227 Iteration 98Q: 3 clusters Score -6447016 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 19845 members Entering Unmasked Estep Score: -6447047.000000 Penalty: 12517.907227 Iteration 99Q: 3 clusters Score -6447047 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 19937 members Entering Unmasked Estep Score: -6447069.500000 Penalty: 12517.907227 Iteration 100F: 3 clusters Score -6447070 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 20027 members Entering Unmasked Estep Score: -6447083.500000 Penalty: 12517.907227 Iteration 101Q: 3 clusters Score -6447084 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 20101 members Entering Unmasked Estep Score: -6447084.500000 Penalty: 12517.907227 Iteration 102Q: 3 clusters Score -6447084 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 20173 members Entering Unmasked Estep Score: -6447116.500000 Penalty: 12517.907227 Iteration 103Q: 3 clusters Score -6447116 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 20236 members Entering Unmasked Estep Score: -6447141.000000 Penalty: 12517.907227 Iteration 104Q: 3 clusters Score -6447141 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 20301 members Entering Unmasked Estep Score: -6447155.000000 Penalty: 12517.907227 Iteration 105Q: 3 clusters Score -6447155 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 20358 members Entering Unmasked Estep Score: -6447157.500000 Penalty: 12517.907227 Iteration 106Q: 3 clusters Score -6447158 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 20403 members Entering Unmasked Estep Score: -6447137.000000 Penalty: 12517.907227 Iteration 107Q: 3 clusters Score -6447137 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 20441 members Entering Unmasked Estep Score: -6447172.000000 Penalty: 12517.907227 Iteration 108Q: 3 clusters Score -6447172 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 20469 members Entering Unmasked Estep Score: -6447176.000000 Penalty: 12517.907227 Iteration 109Q: 3 clusters Score -6447176 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 20490 members Entering Unmasked Estep Score: -6447173.500000 Penalty: 12517.907227 Iteration 110Q: 3 clusters Score -6447174 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 20514 members Entering Unmasked Estep Score: -6447174.500000 Penalty: 12517.907227 Iteration 111Q: 3 clusters Score -6447174 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 20533 members Entering Unmasked Estep Score: -6447191.000000 Penalty: 12517.907227 Iteration 112Q: 3 clusters Score -6447191 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 20552 members Entering Unmasked Estep Score: -6447199.000000 Penalty: 12517.907227 Iteration 113Q: 3 clusters Score -6447199 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 20562 members Entering Unmasked Estep Score: -6447194.000000 Penalty: 12517.907227 Iteration 114Q: 3 clusters Score -6447194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 20571 members Entering Unmasked Estep Score: -6447197.500000 Penalty: 12517.907227 Iteration 115Q: 3 clusters Score -6447198 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 20581 members Entering Unmasked Estep Score: -6447207.500000 Penalty: 12517.907227 Iteration 116Q: 3 clusters Score -6447208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 20588 members Entering Unmasked Estep Score: -6447200.000000 Penalty: 12517.907227 Iteration 117Q: 3 clusters Score -6447200 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 20593 members Entering Unmasked Estep Score: -6447206.500000 Penalty: 12517.907227 Iteration 118Q: 3 clusters Score -6447206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -6447200.000000 Penalty: 12517.907227 Iteration 119Q: 3 clusters Score -6447200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 20604 members Entering Unmasked Estep Score: -6447208.000000 Penalty: 12517.907227 Iteration 120F: 3 clusters Score -6447208 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 20610 members Entering Unmasked Estep Score: -6447206.500000 Penalty: 12517.907227 Iteration 121Q: 3 clusters Score -6447206 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 20616 members Entering Unmasked Estep Score: -6447205.000000 Penalty: 12517.907227 Iteration 122Q: 3 clusters Score -6447205 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 20625 members Entering Unmasked Estep Score: -6447205.000000 Penalty: 12517.907227 Iteration 123Q: 3 clusters Score -6447205 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 20639 members Entering Unmasked Estep Score: -6447196.000000 Penalty: 12517.907227 Iteration 124Q: 3 clusters Score -6447196 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 20649 members Entering Unmasked Estep Score: -6447198.000000 Penalty: 12517.907227 Iteration 125Q: 3 clusters Score -6447198 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 20656 members Entering Unmasked Estep Score: -6447206.500000 Penalty: 12517.907227 Iteration 126Q: 3 clusters Score -6447206 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 20669 members Entering Unmasked Estep Score: -6447207.000000 Penalty: 12517.907227 Iteration 127Q: 3 clusters Score -6447207 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 20676 members Entering Unmasked Estep Score: -6447200.000000 Penalty: 12517.907227 Iteration 128Q: 3 clusters Score -6447200 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 20683 members Entering Unmasked Estep Score: -6447205.500000 Penalty: 12517.907227 Iteration 129Q: 3 clusters Score -6447206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 20688 members Entering Unmasked Estep Score: -6447198.500000 Penalty: 12517.907227 Iteration 130Q: 3 clusters Score -6447198 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 20696 members Entering Unmasked Estep Score: -6447199.000000 Penalty: 12517.907227 Iteration 131Q: 3 clusters Score -6447199 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 20703 members Entering Unmasked Estep Score: -6447204.500000 Penalty: 12517.907227 Iteration 132Q: 3 clusters Score -6447204 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 20712 members Entering Unmasked Estep Score: -6447215.000000 Penalty: 12517.907227 Iteration 133Q: 3 clusters Score -6447215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 20719 members Entering Unmasked Estep Score: -6447217.000000 Penalty: 12517.907227 Iteration 134Q: 3 clusters Score -6447217 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 20727 members Entering Unmasked Estep Score: -6447213.500000 Penalty: 12517.907227 Iteration 135Q: 3 clusters Score -6447214 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 20735 members Entering Unmasked Estep Score: -6447216.000000 Penalty: 12517.907227 Iteration 136Q: 3 clusters Score -6447216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 20741 members Entering Unmasked Estep Score: -6447224.000000 Penalty: 12517.907227 Iteration 137Q: 3 clusters Score -6447224 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 20744 members Entering Unmasked Estep Score: -6447230.500000 Penalty: 12517.907227 Iteration 138Q: 3 clusters Score -6447230 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 20749 members Entering Unmasked Estep Score: -6447222.000000 Penalty: 12517.907227 Iteration 139Q: 3 clusters Score -6447222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 20753 members Entering Unmasked Estep Score: -6447228.000000 Penalty: 12517.907227 Iteration 140F: 3 clusters Score -6447228 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 20755 members Entering Unmasked Estep Score: -6447226.500000 Penalty: 12517.907227 Iteration 141Q: 3 clusters Score -6447226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 20758 members Entering Unmasked Estep Score: -6447226.500000 Penalty: 12517.907227 Iteration 142Q: 3 clusters Score -6447226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 20761 members Entering Unmasked Estep Score: -6447225.000000 Penalty: 12517.907227 Iteration 143Q: 3 clusters Score -6447225 nChanged 7 Entering 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nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 20778 members Entering Unmasked Estep Score: -6447220.500000 Penalty: 12517.907227 Iteration 148Q: 3 clusters Score -6447220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 20782 members Entering Unmasked Estep Score: -6447221.000000 Penalty: 12517.907227 Iteration 149Q: 3 clusters Score -6447221 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 20787 members Entering Unmasked Estep Score: -6447227.000000 Penalty: 12517.907227 Iteration 150Q: 3 clusters Score -6447227 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 20795 members Entering Unmasked Estep Score: -6447226.000000 Penalty: 12517.907227 Iteration 151Q: 3 clusters Score -6447226 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 20809 members Entering Unmasked Estep Score: -6447233.000000 Penalty: 12517.907227 Iteration 152Q: 3 clusters Score -6447233 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 20816 members Entering Unmasked Estep Score: -6447238.000000 Penalty: 12517.907227 Iteration 153Q: 3 clusters Score -6447238 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 20829 members Entering Unmasked Estep Score: -6447240.000000 Penalty: 12517.907227 Iteration 154Q: 3 clusters Score -6447240 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 20841 members Entering Unmasked Estep Score: -6447249.500000 Penalty: 12517.907227 Iteration 155Q: 3 clusters Score -6447250 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 20855 members Entering Unmasked Estep Score: -6447248.000000 Penalty: 12517.907227 Iteration 156Q: 3 clusters Score -6447248 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 20867 members Entering Unmasked Estep Score: -6447253.000000 Penalty: 12517.907227 Iteration 157Q: 3 clusters Score -6447253 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 20889 members Entering Unmasked Estep Score: -6447262.500000 Penalty: 12517.907227 Iteration 158Q: 3 clusters Score -6447262 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 20899 members Entering Unmasked Estep Score: -6447270.000000 Penalty: 12517.907227 Iteration 159Q: 3 clusters Score -6447270 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 20907 members Entering Unmasked Estep Score: -6447276.500000 Penalty: 12517.907227 Iteration 160F: 3 clusters Score -6447276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 20918 members Entering Unmasked Estep Score: -6447275.500000 Penalty: 12517.907227 Iteration 161Q: 3 clusters Score -6447276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 20926 members Entering Unmasked Estep Score: -6447273.000000 Penalty: 12517.907227 Iteration 162Q: 3 clusters Score -6447273 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 20937 members Entering Unmasked Estep Score: -6447283.000000 Penalty: 12517.907227 Iteration 163Q: 3 clusters Score -6447283 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 20948 members Entering Unmasked Estep Score: -6447278.500000 Penalty: 12517.907227 Iteration 164Q: 3 clusters Score -6447278 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 20953 members Entering Unmasked Estep Score: -6447270.500000 Penalty: 12517.907227 Iteration 165Q: 3 clusters Score -6447270 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 20960 members Entering Unmasked Estep Score: -6447270.000000 Penalty: 12517.907227 Iteration 166Q: 3 clusters Score -6447270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 20965 members Entering Unmasked Estep Score: -6447266.000000 Penalty: 12517.907227 Iteration 167Q: 3 clusters Score -6447266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 20968 members Entering Unmasked Estep Score: -6447267.500000 Penalty: 12517.907227 Iteration 168Q: 3 clusters Score -6447268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 20971 members Entering Unmasked Estep Score: -6447274.000000 Penalty: 12517.907227 Iteration 169Q: 3 clusters Score -6447274 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 20974 members Entering Unmasked Estep Score: -6447276.500000 Penalty: 12517.907227 Iteration 170Q: 3 clusters Score -6447276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 20975 members Entering Unmasked Estep Score: -6447275.500000 Penalty: 12517.907227 Iteration 171Q: 3 clusters Score -6447276 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 20978 members Entering Unmasked Estep Score: -6447271.000000 Penalty: 12517.907227 Iteration 172Q: 3 clusters Score -6447271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 20979 members Entering Unmasked Estep Score: -6447276.000000 Penalty: 12517.907227 Iteration 173Q: 3 clusters Score -6447276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 20981 members Entering Unmasked Estep Score: -6447267.000000 Penalty: 12517.907227 Iteration 174Q: 3 clusters Score -6447267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -6447274.500000 Penalty: 12517.907227 Iteration 175Q: 3 clusters Score -6447274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 20986 members Entering Unmasked Estep Score: -6447277.500000 Penalty: 12517.907227 Iteration 176Q: 3 clusters Score -6447278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 20987 members Entering Unmasked Estep Score: -6447273.000000 Penalty: 12517.907227 Iteration 177Q: 3 clusters Score -6447273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -6447279.500000 Penalty: 12517.907227 Iteration 178Q: 3 clusters Score -6447280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 20991 members Entering Unmasked Estep Score: -6447280.500000 Penalty: 12517.907227 Iteration 179Q: 3 clusters Score -6447280 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 20992 members Entering Unmasked Estep Score: -6447279.500000 Penalty: 12517.907227 Iteration 180F: 3 clusters Score -6447280 nChanged 0 --- Evaluating fit on full set of 1315857 points --- Entering Unmasked Estep Score: -304948224.000000 Penalty: 233013.343750 23->28 Clusters: Score -304948224.000000, best is -304935296.000000 THE BEST YET! Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 438619 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18913 members Mstep: Class 2 contains 19028 members Mstep: Class 3 contains 19127 members Mstep: Class 4 contains 19120 members Mstep: Class 5 contains 19230 members Mstep: Class 6 contains 18988 members Mstep: Class 7 contains 18986 members Mstep: Class 8 contains 18918 members Mstep: Class 9 contains 18888 members Mstep: Class 10 contains 19082 members Mstep: Class 11 contains 19353 members Mstep: Class 12 contains 19070 members Mstep: Class 13 contains 19329 members Mstep: Class 14 contains 19267 members Mstep: Class 15 contains 18966 members Mstep: Class 16 contains 18911 members Mstep: Class 17 contains 19036 members Mstep: Class 18 contains 19175 members Mstep: Class 19 contains 19098 members Mstep: Class 20 contains 18970 members Mstep: Class 21 contains 19315 members Mstep: Class 22 contains 19049 members Mstep: Class 23 contains 18800 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 1114.565186 but Gain 7957.218750 Score: -96361992.000000 Penalty: 175058.937500 Iteration 0F: 23 clusters Score -9.636199e+07 nChanged 414245 Entering Unmasked Mstep Mstep: Class 0 contains 1691 members Mstep: Class 1 contains 24497 members Mstep: Class 2 contains 43779 members Mstep: Class 3 contains 15558 members Mstep: Class 4 contains 3653 members Mstep: Class 5 contains 6254 members Mstep: Class 6 contains 20231 members Mstep: Class 8 contains 14195 members Mstep: Class 9 contains 14153 members Mstep: Class 10 contains 16885 members Mstep: Class 11 contains 17126 members Mstep: Class 12 contains 14610 members Mstep: Class 13 contains 15359 members Mstep: Class 14 contains 14612 members Mstep: Class 15 contains 12226 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 20570 members Mstep: Class 18 contains 24671 members Mstep: Class 19 contains 87721 members Mstep: Class 20 contains 13002 members Mstep: Class 21 contains 21772 members Mstep: Class 22 contains 17909 members Mstep: Class 23 contains 15596 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 4551.011719 but Gain 7957.234375 Score: -100093552.000000 Penalty: 167101.703125 Iteration 1F: 22 clusters Score -1.000936e+08 nChanged 201046 Entering Unmasked Mstep Mstep: Class 0 contains 1104 members Mstep: Class 1 contains 44033 members Mstep: Class 2 contains 50118 members Mstep: Class 4 contains 3203 members Mstep: Class 5 contains 594 members Mstep: Class 6 contains 19862 members Mstep: Class 8 contains 10229 members Mstep: Class 9 contains 4319 members Mstep: Class 10 contains 15160 members Mstep: Class 11 contains 12515 members Mstep: Class 12 contains 1376 members Mstep: Class 13 contains 12436 members Mstep: Class 14 contains 19710 members Mstep: Class 15 contains 8402 members Mstep: Class 16 contains 1685 members Mstep: Class 17 contains 24675 members Mstep: Class 18 contains 14214 members Mstep: Class 19 contains 134908 members Mstep: Class 20 contains 16092 members Mstep: Class 21 contains 17589 members Mstep: Class 22 contains 12160 members Mstep: Class 23 contains 14235 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 4719.327148 but Gain 7957.218750 Score: -100852176.000000 Penalty: 159144.484375 Iteration 2F: 21 clusters Score -1.008522e+08 nChanged 130434 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 67737 members Mstep: Class 2 contains 44664 members Mstep: Class 4 contains 3093 members Mstep: Class 5 contains 627 members Mstep: Class 6 contains 22909 members Mstep: Class 8 contains 9384 members Mstep: Class 9 contains 1689 members Mstep: Class 10 contains 9899 members Mstep: Class 11 contains 9181 members Mstep: Class 12 contains 555 members Mstep: Class 13 contains 13496 members Mstep: Class 14 contains 26181 members Mstep: Class 16 contains 2095 members Mstep: Class 17 contains 24414 members Mstep: Class 18 contains 13425 members Mstep: Class 19 contains 135144 members Mstep: Class 20 contains 16039 members Mstep: Class 21 contains 15219 members Mstep: Class 22 contains 10520 members Mstep: Class 23 contains 12108 members Entering Unmasked Estep ConsiderDeletion Score: -101216080.000000 Penalty: 159144.484375 Iteration 3F: 21 clusters Score -1.012161e+08 nChanged 81046 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 87837 members Mstep: Class 2 contains 37559 members Mstep: Class 4 contains 2803 members Mstep: Class 5 contains 560 members Mstep: Class 6 contains 24579 members Mstep: Class 8 contains 10498 members Mstep: Class 9 contains 1275 members Mstep: Class 10 contains 6983 members Mstep: Class 11 contains 8218 members Mstep: Class 12 contains 654 members Mstep: Class 13 contains 17219 members Mstep: Class 14 contains 29209 members Mstep: Class 16 contains 2247 members Mstep: Class 17 contains 22554 members Mstep: Class 18 contains 10189 members Mstep: Class 19 contains 127134 members Mstep: Class 20 contains 12715 members Mstep: Class 21 contains 16594 members Mstep: Class 22 contains 7278 members Mstep: Class 23 contains 12449 members Entering Unmasked Estep ConsiderDeletion Score: -101341560.000000 Penalty: 159144.484375 Iteration 4F: 21 clusters Score -1.013416e+08 nChanged 57390 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 103628 members Mstep: Class 2 contains 32453 members Mstep: Class 4 contains 2609 members Mstep: Class 5 contains 539 members Mstep: Class 6 contains 24540 members Mstep: Class 8 contains 11540 members Mstep: Class 9 contains 1349 members Mstep: Class 10 contains 5497 members Mstep: Class 11 contains 7620 members Mstep: Class 12 contains 708 members Mstep: Class 13 contains 20759 members Mstep: Class 14 contains 30768 members Mstep: Class 16 contains 2173 members Mstep: Class 17 contains 20783 members Mstep: Class 18 contains 7139 members Mstep: Class 19 contains 117854 members Mstep: Class 20 contains 9150 members Mstep: Class 21 contains 19733 members Mstep: Class 22 contains 5425 members Mstep: Class 23 contains 14296 members Entering Unmasked Estep ConsiderDeletion Score: -101420824.000000 Penalty: 159144.484375 Iteration 5F: 21 clusters Score -1.014208e+08 nChanged 42030 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 113536 members Mstep: Class 2 contains 28830 members Mstep: Class 4 contains 2595 members Mstep: Class 5 contains 530 members Mstep: Class 6 contains 23774 members Mstep: Class 8 contains 12035 members Mstep: Class 9 contains 1625 members Mstep: Class 10 contains 4424 members Mstep: Class 11 contains 7279 members Mstep: Class 12 contains 755 members Mstep: Class 13 contains 23153 members Mstep: Class 14 contains 31210 members Mstep: Class 16 contains 2039 members Mstep: Class 17 contains 19586 members Mstep: Class 18 contains 5281 members Mstep: Class 19 contains 109935 members Mstep: Class 20 contains 7288 members Mstep: Class 21 contains 23789 members Mstep: Class 22 contains 4633 members Mstep: Class 23 contains 16271 members Entering Unmasked Estep ConsiderDeletion Score: -101483416.000000 Penalty: 159144.484375 Iteration 6F: 21 clusters Score -1.014834e+08 nChanged 33053 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 118789 members Mstep: Class 2 contains 26316 members Mstep: Class 4 contains 2590 members Mstep: Class 5 contains 554 members Mstep: Class 6 contains 23072 members Mstep: Class 8 contains 12216 members Mstep: Class 9 contains 1749 members Mstep: Class 10 contains 3671 members Mstep: Class 11 contains 7001 members Mstep: Class 12 contains 778 members Mstep: Class 13 contains 24399 members Mstep: Class 14 contains 31108 members Mstep: Class 16 contains 2085 members Mstep: Class 17 contains 18660 members Mstep: Class 18 contains 4355 members Mstep: Class 19 contains 103399 members Mstep: Class 20 contains 7158 members Mstep: Class 21 contains 28211 members Mstep: Class 22 contains 4395 members Mstep: Class 23 contains 18078 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 7951.726074 but Gain 7957.218750 Score: -101531096.000000 Penalty: 151187.265625 Iteration 7F: 20 clusters Score -1.015311e+08 nChanged 29029 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 122953 members Mstep: Class 2 contains 24720 members Mstep: Class 4 contains 2593 members Mstep: Class 5 contains 568 members Mstep: Class 6 contains 22598 members Mstep: Class 8 contains 12000 members Mstep: Class 9 contains 1859 members Mstep: Class 10 contains 3185 members Mstep: Class 11 contains 7358 members Mstep: Class 12 contains 766 members Mstep: Class 13 contains 24852 members Mstep: Class 14 contains 30952 members Mstep: Class 16 contains 2163 members Mstep: Class 17 contains 17961 members Mstep: Class 19 contains 97751 members Mstep: Class 20 contains 9768 members Mstep: Class 21 contains 32646 members Mstep: Class 22 contains 4350 members Mstep: Class 23 contains 19543 members Entering Unmasked Estep ConsiderDeletion Score: -101571256.000000 Penalty: 151187.265625 Iteration 8F: 20 clusters Score -1.015713e+08 nChanged 20931 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 123375 members Mstep: Class 2 contains 23834 members Mstep: Class 4 contains 2595 members Mstep: Class 5 contains 581 members Mstep: Class 6 contains 22330 members Mstep: Class 8 contains 11569 members Mstep: Class 9 contains 1884 members Mstep: Class 10 contains 2880 members Mstep: Class 11 contains 7554 members Mstep: Class 12 contains 753 members Mstep: Class 13 contains 24742 members Mstep: Class 14 contains 30779 members Mstep: Class 16 contains 2173 members Mstep: Class 17 contains 17700 members Mstep: Class 19 contains 93316 members Mstep: Class 20 contains 10632 members Mstep: Class 21 contains 37089 members Mstep: Class 22 contains 4335 members Mstep: Class 23 contains 20468 members Entering Unmasked Estep ConsiderDeletion Score: -101599776.000000 Penalty: 151187.265625 Iteration 9Q: 20 clusters Score -1.015998e+08 nChanged 17338 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 122965 members Mstep: Class 2 contains 23487 members Mstep: Class 4 contains 2596 members Mstep: Class 5 contains 590 members Mstep: Class 6 contains 22222 members Mstep: Class 8 contains 11263 members Mstep: Class 9 contains 1878 members Mstep: Class 10 contains 2688 members Mstep: Class 11 contains 8067 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 24237 members Mstep: Class 14 contains 30299 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 18599 members Mstep: Class 19 contains 90315 members Mstep: Class 20 contains 11300 members Mstep: Class 21 contains 40505 members Mstep: Class 22 contains 4246 members Mstep: Class 23 contains 20416 members Entering Unmasked Estep ConsiderDeletion Score: -101617656.000000 Penalty: 151187.265625 Iteration 10Q: 20 clusters Score -1.016177e+08 nChanged 13646 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 122137 members Mstep: Class 2 contains 23456 members Mstep: Class 4 contains 2596 members Mstep: Class 5 contains 596 members Mstep: Class 6 contains 22196 members Mstep: Class 8 contains 10979 members Mstep: Class 9 contains 1867 members Mstep: Class 10 contains 2561 members Mstep: Class 11 contains 8745 members Mstep: Class 12 contains 738 members Mstep: Class 13 contains 23780 members Mstep: Class 14 contains 29977 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 19356 members Mstep: Class 19 contains 88545 members Mstep: Class 20 contains 11853 members Mstep: Class 21 contains 43211 members Mstep: Class 22 contains 4121 members Mstep: Class 23 contains 19703 members Entering Unmasked Estep ConsiderDeletion Score: -101628240.000000 Penalty: 151187.265625 Iteration 11Q: 20 clusters Score -1.016282e+08 nChanged 10739 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 121081 members Mstep: Class 2 contains 23641 members Mstep: Class 4 contains 2595 members Mstep: Class 5 contains 604 members Mstep: Class 6 contains 22163 members Mstep: Class 8 contains 10645 members Mstep: Class 9 contains 1859 members Mstep: Class 10 contains 2472 members Mstep: Class 11 contains 9377 members Mstep: Class 12 contains 730 members Mstep: Class 13 contains 23601 members Mstep: Class 14 contains 29764 members Mstep: Class 16 contains 2171 members Mstep: Class 17 contains 19880 members Mstep: Class 19 contains 87509 members Mstep: Class 20 contains 12457 members Mstep: Class 21 contains 45363 members Mstep: Class 22 contains 3970 members Mstep: Class 23 contains 18707 members Entering Unmasked Estep ConsiderDeletion Score: -101634856.000000 Penalty: 151187.265625 Iteration 12Q: 20 clusters Score -1.016349e+08 nChanged 8577 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 120151 members Mstep: Class 2 contains 23890 members Mstep: Class 4 contains 2593 members Mstep: Class 5 contains 608 members Mstep: Class 6 contains 22134 members Mstep: Class 8 contains 10331 members Mstep: Class 9 contains 1846 members Mstep: Class 10 contains 2412 members Mstep: Class 11 contains 9816 members Mstep: Class 12 contains 726 members Mstep: Class 13 contains 23552 members Mstep: Class 14 contains 29662 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 20285 members Mstep: Class 19 contains 86891 members Mstep: Class 20 contains 13109 members Mstep: Class 21 contains 46938 members Mstep: Class 22 contains 3782 members Mstep: Class 23 contains 17691 members Entering Unmasked Estep ConsiderDeletion Score: -101639480.000000 Penalty: 151187.265625 Iteration 13Q: 20 clusters Score -1.016395e+08 nChanged 7066 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 119459 members Mstep: Class 2 contains 24152 members Mstep: Class 4 contains 2592 members Mstep: Class 5 contains 613 members Mstep: Class 6 contains 22099 members Mstep: Class 8 contains 10017 members Mstep: Class 9 contains 1827 members Mstep: Class 10 contains 2402 members Mstep: Class 11 contains 10073 members Mstep: Class 12 contains 721 members Mstep: Class 13 contains 23580 members Mstep: Class 14 contains 29628 members Mstep: Class 16 contains 2171 members Mstep: Class 17 contains 20607 members Mstep: Class 19 contains 86501 members Mstep: Class 20 contains 13701 members Mstep: Class 21 contains 48133 members Mstep: Class 22 contains 3581 members Mstep: Class 23 contains 16731 members Entering Unmasked Estep ConsiderDeletion Score: -101642200.000000 Penalty: 151187.265625 Iteration 14Q: 20 clusters Score -1.016422e+08 nChanged 6013 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 118926 members Mstep: Class 2 contains 24458 members Mstep: Class 4 contains 2592 members Mstep: Class 5 contains 617 members Mstep: Class 6 contains 22071 members Mstep: Class 8 contains 9747 members Mstep: Class 9 contains 1813 members Mstep: Class 10 contains 2391 members Mstep: Class 11 contains 10269 members Mstep: Class 12 contains 717 members Mstep: Class 13 contains 23610 members Mstep: Class 14 contains 29546 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 20863 members Mstep: Class 19 contains 86244 members Mstep: Class 20 contains 14250 members Mstep: Class 21 contains 49031 members Mstep: Class 22 contains 3399 members Mstep: Class 23 contains 15872 members Entering Unmasked Estep ConsiderDeletion Score: -101645368.000000 Penalty: 151187.265625 Iteration 15Q: 20 clusters Score -1.016454e+08 nChanged 5184 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 118483 members Mstep: Class 2 contains 24766 members Mstep: Class 4 contains 2592 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 22043 members Mstep: Class 8 contains 9486 members Mstep: Class 9 contains 1802 members Mstep: Class 10 contains 2403 members Mstep: Class 11 contains 10403 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23663 members Mstep: Class 14 contains 29492 members Mstep: Class 16 contains 2174 members Mstep: Class 17 contains 21032 members Mstep: Class 19 contains 86085 members Mstep: Class 20 contains 14749 members Mstep: Class 21 contains 49633 members Mstep: Class 22 contains 3248 members Mstep: Class 23 contains 15200 members Entering Unmasked Estep ConsiderDeletion Score: -101647208.000000 Penalty: 151187.265625 Iteration 16Q: 20 clusters Score -1.016472e+08 nChanged 4613 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 118143 members Mstep: Class 2 contains 25072 members Mstep: Class 4 contains 2592 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 22007 members Mstep: Class 8 contains 9309 members Mstep: Class 9 contains 1791 members Mstep: Class 10 contains 2418 members Mstep: Class 11 contains 10484 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23719 members Mstep: Class 14 contains 29359 members Mstep: Class 16 contains 2173 members Mstep: Class 17 contains 21105 members Mstep: Class 19 contains 85966 members Mstep: Class 20 contains 15195 members Mstep: Class 21 contains 50012 members Mstep: Class 22 contains 3098 members Mstep: Class 23 contains 14811 members Entering Unmasked Estep ConsiderDeletion Score: -101648928.000000 Penalty: 151187.265625 Iteration 17Q: 20 clusters Score -1.016489e+08 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 117840 members Mstep: Class 2 contains 25378 members Mstep: Class 4 contains 2592 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21961 members Mstep: Class 8 contains 9182 members Mstep: Class 9 contains 1772 members Mstep: Class 10 contains 2432 members Mstep: Class 11 contains 10546 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23745 members Mstep: Class 14 contains 29155 members Mstep: Class 16 contains 2174 members Mstep: Class 17 contains 21083 members Mstep: Class 19 contains 85871 members Mstep: Class 20 contains 15591 members Mstep: Class 21 contains 50275 members Mstep: Class 22 contains 2954 members Mstep: Class 23 contains 14703 members Entering Unmasked Estep ConsiderDeletion Score: -101650088.000000 Penalty: 151187.265625 Iteration 18Q: 20 clusters Score -1.016501e+08 nChanged 3815 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 117579 members Mstep: Class 2 contains 25643 members Mstep: Class 4 contains 2592 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21926 members Mstep: Class 8 contains 9053 members Mstep: Class 9 contains 1757 members Mstep: Class 10 contains 2450 members Mstep: Class 11 contains 10608 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23761 members Mstep: Class 14 contains 28955 members Mstep: Class 16 contains 2174 members Mstep: Class 17 contains 20906 members Mstep: Class 19 contains 85821 members Mstep: Class 20 contains 15949 members Mstep: Class 21 contains 50439 members Mstep: Class 22 contains 2810 members Mstep: Class 23 contains 14831 members Entering Unmasked Estep ConsiderDeletion Score: -101651704.000000 Penalty: 151187.265625 Iteration 19Q: 20 clusters Score -1.016517e+08 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 117396 members Mstep: Class 2 contains 25868 members Mstep: Class 4 contains 2592 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21878 members Mstep: Class 8 contains 8966 members Mstep: Class 9 contains 1744 members Mstep: Class 10 contains 2452 members Mstep: Class 11 contains 10673 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23783 members Mstep: Class 14 contains 28731 members Mstep: Class 16 contains 2175 members Mstep: Class 17 contains 20541 members Mstep: Class 19 contains 85781 members Mstep: Class 20 contains 16230 members Mstep: Class 21 contains 50579 members Mstep: Class 22 contains 2685 members Mstep: Class 23 contains 15180 members Entering Unmasked Estep ConsiderDeletion Score: -101653264.000000 Penalty: 151187.265625 Iteration 20F: 20 clusters Score -1.016533e+08 nChanged 3842 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 117226 members Mstep: Class 2 contains 26105 members Mstep: Class 4 contains 2590 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21790 members Mstep: Class 8 contains 8886 members Mstep: Class 9 contains 1731 members Mstep: Class 10 contains 2464 members Mstep: Class 11 contains 10773 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23755 members Mstep: Class 14 contains 28417 members Mstep: Class 16 contains 2168 members Mstep: Class 17 contains 20033 members Mstep: Class 19 contains 85715 members Mstep: Class 20 contains 16482 members Mstep: Class 21 contains 50777 members Mstep: Class 22 contains 2651 members Mstep: Class 23 contains 15691 members Entering Unmasked Estep ConsiderDeletion Score: -101655656.000000 Penalty: 151187.265625 Iteration 21Q: 20 clusters Score -1.016557e+08 nChanged 3924 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 117088 members Mstep: Class 2 contains 26351 members Mstep: Class 4 contains 2590 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21717 members Mstep: Class 8 contains 8820 members Mstep: Class 9 contains 1721 members Mstep: Class 10 contains 2479 members Mstep: Class 11 contains 10852 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23739 members Mstep: Class 14 contains 27985 members Mstep: Class 16 contains 2167 members Mstep: Class 17 contains 19610 members Mstep: Class 19 contains 85663 members Mstep: Class 20 contains 16713 members Mstep: Class 21 contains 51024 members Mstep: Class 22 contains 2551 members Mstep: Class 23 contains 16184 members Entering Unmasked Estep ConsiderDeletion Score: -101657624.000000 Penalty: 151187.265625 Iteration 22Q: 20 clusters Score -1.016576e+08 nChanged 3767 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116977 members Mstep: Class 2 contains 26591 members Mstep: Class 4 contains 2590 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21640 members Mstep: Class 8 contains 8748 members Mstep: Class 9 contains 1715 members Mstep: Class 10 contains 2491 members Mstep: Class 11 contains 10869 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23725 members Mstep: Class 14 contains 27437 members Mstep: Class 16 contains 2168 members Mstep: Class 17 contains 19468 members Mstep: Class 19 contains 85620 members Mstep: Class 20 contains 16903 members Mstep: Class 21 contains 51328 members Mstep: Class 22 contains 2481 members Mstep: Class 23 contains 16503 members Entering Unmasked Estep ConsiderDeletion Score: -101659912.000000 Penalty: 151187.265625 Iteration 23Q: 20 clusters Score -1.016599e+08 nChanged 3464 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116852 members Mstep: Class 2 contains 26818 members Mstep: Class 4 contains 2590 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21576 members Mstep: Class 8 contains 8687 members Mstep: Class 9 contains 1710 members Mstep: Class 10 contains 2501 members Mstep: Class 11 contains 10893 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23723 members Mstep: Class 14 contains 26783 members Mstep: Class 16 contains 2169 members Mstep: Class 17 contains 19670 members Mstep: Class 19 contains 85587 members Mstep: Class 20 contains 17074 members Mstep: Class 21 contains 51644 members Mstep: Class 22 contains 2401 members Mstep: Class 23 contains 16576 members Entering Unmasked Estep ConsiderDeletion Score: -101661392.000000 Penalty: 151187.265625 Iteration 24Q: 20 clusters Score -1.016614e+08 nChanged 2750 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116704 members Mstep: Class 2 contains 27029 members Mstep: Class 4 contains 2589 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21533 members Mstep: Class 8 contains 8649 members Mstep: Class 9 contains 1709 members Mstep: Class 10 contains 2507 members Mstep: Class 11 contains 10925 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23732 members Mstep: Class 14 contains 26114 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 20066 members Mstep: Class 19 contains 85552 members Mstep: Class 20 contains 17235 members Mstep: Class 21 contains 51869 members Mstep: Class 22 contains 2372 members Mstep: Class 23 contains 16499 members Entering Unmasked Estep ConsiderDeletion Score: -101662176.000000 Penalty: 151187.265625 Iteration 25Q: 20 clusters Score -1.016622e+08 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116605 members Mstep: Class 2 contains 27210 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21509 members Mstep: Class 8 contains 8610 members Mstep: Class 9 contains 1706 members Mstep: Class 10 contains 2516 members Mstep: Class 11 contains 10938 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23725 members Mstep: Class 14 contains 25514 members Mstep: Class 16 contains 2171 members Mstep: Class 17 contains 20495 members Mstep: Class 19 contains 85536 members Mstep: Class 20 contains 17356 members Mstep: Class 21 contains 52061 members Mstep: Class 22 contains 2365 members Mstep: Class 23 contains 16349 members Entering Unmasked Estep ConsiderDeletion Score: -101662480.000000 Penalty: 151187.265625 Iteration 26Q: 20 clusters Score -1.016625e+08 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116495 members Mstep: Class 2 contains 27371 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21470 members Mstep: Class 8 contains 8579 members Mstep: Class 9 contains 1703 members Mstep: Class 10 contains 2522 members Mstep: Class 11 contains 10976 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23719 members Mstep: Class 14 contains 24974 members Mstep: Class 16 contains 2171 members Mstep: Class 17 contains 20926 members Mstep: Class 19 contains 85522 members Mstep: Class 20 contains 17462 members Mstep: Class 21 contains 52215 members Mstep: Class 22 contains 2383 members Mstep: Class 23 contains 16178 members Entering Unmasked Estep ConsiderDeletion Score: -101662992.000000 Penalty: 151187.265625 Iteration 27Q: 20 clusters Score -1.01663e+08 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116399 members Mstep: Class 2 contains 27538 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21435 members Mstep: Class 8 contains 8539 members Mstep: Class 9 contains 1701 members Mstep: Class 10 contains 2529 members Mstep: Class 11 contains 11011 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23700 members Mstep: Class 14 contains 24538 members Mstep: Class 16 contains 2171 members Mstep: Class 17 contains 21314 members Mstep: Class 19 contains 85509 members Mstep: Class 20 contains 17562 members Mstep: Class 21 contains 52300 members Mstep: Class 22 contains 2408 members Mstep: Class 23 contains 16012 members Entering Unmasked Estep ConsiderDeletion Score: -101663472.000000 Penalty: 151187.265625 Iteration 28Q: 20 clusters Score -1.016635e+08 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116310 members Mstep: Class 2 contains 27667 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21419 members Mstep: Class 8 contains 8481 members Mstep: Class 9 contains 1697 members Mstep: Class 10 contains 2536 members Mstep: Class 11 contains 11053 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23672 members Mstep: Class 14 contains 24223 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 21640 members Mstep: Class 19 contains 85509 members Mstep: Class 20 contains 17653 members Mstep: Class 21 contains 52350 members Mstep: Class 22 contains 2427 members Mstep: Class 23 contains 15859 members Entering Unmasked Estep ConsiderDeletion Score: -101663944.000000 Penalty: 151187.265625 Iteration 29Q: 20 clusters Score -1.016639e+08 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116232 members Mstep: Class 2 contains 27787 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21399 members Mstep: Class 8 contains 8413 members Mstep: Class 9 contains 1694 members Mstep: Class 10 contains 2535 members Mstep: Class 11 contains 11090 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23661 members Mstep: Class 14 contains 23945 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 21940 members Mstep: Class 19 contains 85507 members Mstep: Class 20 contains 17728 members Mstep: Class 21 contains 52404 members Mstep: Class 22 contains 2451 members Mstep: Class 23 contains 15710 members Entering Unmasked Estep ConsiderDeletion Score: -101664280.000000 Penalty: 151187.265625 Iteration 30Q: 20 clusters Score -1.016643e+08 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116176 members Mstep: Class 2 contains 27911 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21384 members Mstep: Class 8 contains 8351 members Mstep: Class 9 contains 1692 members Mstep: Class 10 contains 2534 members Mstep: Class 11 contains 11110 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23638 members Mstep: Class 14 contains 23707 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 22206 members Mstep: Class 19 contains 85512 members Mstep: Class 20 contains 17782 members Mstep: Class 21 contains 52456 members Mstep: Class 22 contains 2466 members Mstep: Class 23 contains 15571 members Entering Unmasked Estep ConsiderDeletion Score: -101664400.000000 Penalty: 151187.265625 Iteration 31Q: 20 clusters Score -1.016644e+08 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116131 members Mstep: Class 2 contains 28011 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21363 members Mstep: Class 8 contains 8298 members Mstep: Class 9 contains 1691 members Mstep: Class 10 contains 2531 members Mstep: Class 11 contains 11128 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23612 members Mstep: Class 14 contains 23523 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 22451 members Mstep: Class 19 contains 85510 members Mstep: Class 20 contains 17837 members Mstep: Class 21 contains 52483 members Mstep: Class 22 contains 2476 members Mstep: Class 23 contains 15451 members Entering Unmasked Estep ConsiderDeletion Score: -101664592.000000 Penalty: 151187.265625 Iteration 32Q: 20 clusters Score -1.016646e+08 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116097 members Mstep: Class 2 contains 28134 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21344 members Mstep: Class 8 contains 8246 members Mstep: Class 9 contains 1692 members Mstep: Class 10 contains 2530 members Mstep: Class 11 contains 11151 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23594 members Mstep: Class 14 contains 23363 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 22644 members Mstep: Class 19 contains 85516 members Mstep: Class 20 contains 17879 members Mstep: Class 21 contains 52489 members Mstep: Class 22 contains 2493 members Mstep: Class 23 contains 15324 members Entering Unmasked Estep ConsiderDeletion Score: -101664656.000000 Penalty: 151187.265625 Iteration 33Q: 20 clusters Score -1.016647e+08 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116067 members Mstep: Class 2 contains 28260 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21322 members Mstep: Class 8 contains 8214 members Mstep: Class 9 contains 1693 members Mstep: Class 10 contains 2526 members Mstep: Class 11 contains 11175 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23584 members Mstep: Class 14 contains 23202 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 22820 members Mstep: Class 19 contains 85506 members Mstep: Class 20 contains 17920 members Mstep: Class 21 contains 52494 members Mstep: Class 22 contains 2507 members Mstep: Class 23 contains 15206 members Entering Unmasked Estep ConsiderDeletion Score: -101665016.000000 Penalty: 151187.265625 Iteration 34Q: 20 clusters Score -1.01665e+08 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116033 members Mstep: Class 2 contains 28407 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21304 members Mstep: Class 8 contains 8184 members Mstep: Class 9 contains 1697 members Mstep: Class 10 contains 2524 members Mstep: Class 11 contains 11182 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23569 members Mstep: Class 14 contains 23026 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 22994 members Mstep: Class 19 contains 85505 members Mstep: Class 20 contains 17945 members Mstep: Class 21 contains 52489 members Mstep: Class 22 contains 2535 members Mstep: Class 23 contains 15100 members Entering Unmasked Estep ConsiderDeletion Score: -101664968.000000 Penalty: 151187.265625 Iteration 35Q: 20 clusters Score -1.01665e+08 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 116000 members Mstep: Class 2 contains 28558 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21286 members Mstep: Class 8 contains 8157 members Mstep: Class 9 contains 1697 members Mstep: Class 10 contains 2523 members Mstep: Class 11 contains 11199 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23559 members Mstep: Class 14 contains 22906 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 23120 members Mstep: Class 19 contains 85502 members Mstep: Class 20 contains 17968 members Mstep: Class 21 contains 52474 members Mstep: Class 22 contains 2550 members Mstep: Class 23 contains 14995 members Entering Unmasked Estep ConsiderDeletion Score: -101665096.000000 Penalty: 151187.265625 Iteration 36Q: 20 clusters Score -1.016651e+08 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115977 members Mstep: Class 2 contains 28689 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21260 members Mstep: Class 8 contains 8098 members Mstep: Class 9 contains 1698 members Mstep: Class 10 contains 2522 members Mstep: Class 11 contains 11222 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23549 members Mstep: Class 14 contains 22842 members Mstep: Class 16 contains 2173 members Mstep: Class 17 contains 23214 members Mstep: Class 19 contains 85499 members Mstep: Class 20 contains 17989 members Mstep: Class 21 contains 52481 members Mstep: Class 22 contains 2576 members Mstep: Class 23 contains 14877 members Entering Unmasked Estep ConsiderDeletion Score: -101665192.000000 Penalty: 151187.265625 Iteration 37Q: 20 clusters Score -1.016652e+08 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115954 members Mstep: Class 2 contains 28852 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21235 members Mstep: Class 8 contains 8065 members Mstep: Class 9 contains 1700 members Mstep: Class 10 contains 2519 members Mstep: Class 11 contains 11235 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23533 members Mstep: Class 14 contains 22772 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 23290 members Mstep: Class 19 contains 85500 members Mstep: Class 20 contains 18011 members Mstep: Class 21 contains 52461 members Mstep: Class 22 contains 2603 members Mstep: Class 23 contains 14764 members Entering Unmasked Estep ConsiderDeletion Score: -101665728.000000 Penalty: 151187.265625 Iteration 38Q: 20 clusters Score -1.016657e+08 nChanged 716 Entering ConstructFrom: Score: -101665728.000000 Penalty: 151187.265625 Entering ConstructFrom: Trying to split cluster 1 (115933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115933 members Entering Unmasked Estep Score: -27318058.000000 Penalty: 7142.220215 Iteration 0F: 2 clusters Score -2.731806e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57974 members Mstep: Class 2 contains 57959 members Entering Unmasked Estep Score: -27240050.000000 Penalty: 14284.440430 Iteration 0F: 3 clusters Score -2.724005e+07 nChanged 53483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58705 members Mstep: Class 2 contains 57228 members Entering Unmasked Estep Score: -27269196.000000 Penalty: 14284.440430 Iteration 1F: 3 clusters Score -2.72692e+07 nChanged 4545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59042 members Mstep: Class 2 contains 56891 members Entering Unmasked Estep Score: -27270368.000000 Penalty: 14284.440430 Iteration 2Q: 3 clusters Score -2.727037e+07 nChanged 4137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59507 members Mstep: Class 2 contains 56426 members Entering Unmasked Estep Score: -27271404.000000 Penalty: 14284.440430 Iteration 3Q: 3 clusters Score -2.72714e+07 nChanged 3871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60208 members Mstep: Class 2 contains 55725 members Entering Unmasked Estep Score: -27272572.000000 Penalty: 14284.440430 Iteration 4Q: 3 clusters Score -2.727257e+07 nChanged 3735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61173 members Mstep: Class 2 contains 54760 members Entering Unmasked Estep Score: -27273598.000000 Penalty: 14284.440430 Iteration 5Q: 3 clusters Score -2.72736e+07 nChanged 3787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62500 members Mstep: Class 2 contains 53433 members Entering Unmasked Estep Score: -27274594.000000 Penalty: 14284.440430 Iteration 6Q: 3 clusters Score -2.727459e+07 nChanged 3872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64314 members Mstep: Class 2 contains 51619 members Entering Unmasked Estep Score: -27275634.000000 Penalty: 14284.440430 Iteration 7Q: 3 clusters Score -2.727563e+07 nChanged 4091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66723 members Mstep: Class 2 contains 49210 members Entering Unmasked Estep Score: -27277070.000000 Penalty: 14284.440430 Iteration 8Q: 3 clusters Score -2.727707e+07 nChanged 4573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69948 members Mstep: Class 2 contains 45985 members Entering Unmasked Estep Score: -27278952.000000 Penalty: 14284.440430 Iteration 9Q: 3 clusters Score -2.727895e+07 nChanged 5243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74187 members Mstep: Class 2 contains 41746 members Entering Unmasked Estep Score: -27281642.000000 Penalty: 14284.440430 Iteration 10Q: 3 clusters Score -2.728164e+07 nChanged 5863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79374 members Mstep: Class 2 contains 36559 members Entering Unmasked Estep Score: -27285388.000000 Penalty: 14284.440430 Iteration 11F: 3 clusters Score -2.728539e+07 nChanged 6467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85345 members Mstep: Class 2 contains 30588 members Entering Unmasked Estep Score: -27289834.000000 Penalty: 14284.440430 Iteration 12F: 3 clusters Score -2.728983e+07 nChanged 6624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91681 members Mstep: Class 2 contains 24252 members Entering Unmasked Estep Score: -27294802.000000 Penalty: 14284.440430 Iteration 13F: 3 clusters Score -2.72948e+07 nChanged 6123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97664 members Mstep: Class 2 contains 18269 members Entering Unmasked Estep Score: -27299444.000000 Penalty: 14284.440430 Iteration 14F: 3 clusters Score -2.729944e+07 nChanged 5307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102899 members Mstep: Class 2 contains 13034 members Entering Unmasked Estep Score: -27303474.000000 Penalty: 14284.440430 Iteration 15Q: 3 clusters Score -2.730347e+07 nChanged 4158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107017 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -27306508.000000 Penalty: 14284.440430 Iteration 16Q: 3 clusters Score -2.730651e+07 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109899 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -27308420.000000 Penalty: 14284.440430 Iteration 17Q: 3 clusters Score -2.730842e+07 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111784 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -27309838.000000 Penalty: 14284.440430 Iteration 18Q: 3 clusters Score -2.730984e+07 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112959 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -27310680.000000 Penalty: 14284.440430 Iteration 19Q: 3 clusters Score -2.731068e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113650 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -27310998.000000 Penalty: 14284.440430 Iteration 20F: 3 clusters Score -2.7311e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114061 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -27311358.000000 Penalty: 14284.440430 Iteration 21Q: 3 clusters Score -2.731136e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114320 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -27311576.000000 Penalty: 14284.440430 Iteration 22Q: 3 clusters Score -2.731158e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114493 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -27311730.000000 Penalty: 14284.440430 Iteration 23Q: 3 clusters Score -2.731173e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114607 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -27311810.000000 Penalty: 14284.440430 Iteration 24Q: 3 clusters Score -2.731181e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114672 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -27311884.000000 Penalty: 14284.440430 Iteration 25Q: 3 clusters Score -2.731188e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114729 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -27311946.000000 Penalty: 14284.440430 Iteration 26Q: 3 clusters Score -2.731195e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114760 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -27311996.000000 Penalty: 14284.440430 Iteration 27Q: 3 clusters Score -2.7312e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114784 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -27311988.000000 Penalty: 14284.440430 Iteration 28Q: 3 clusters Score -2.731199e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114813 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -27312006.000000 Penalty: 14284.440430 Iteration 29Q: 3 clusters Score -2.731201e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114828 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -27312028.000000 Penalty: 14284.440430 Iteration 30Q: 3 clusters Score -2.731203e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114840 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -27312020.000000 Penalty: 14284.440430 Iteration 31Q: 3 clusters Score -2.731202e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114842 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -27312032.000000 Penalty: 14284.440430 Iteration 32Q: 3 clusters Score -2.731203e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114847 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -27312006.000000 Penalty: 14284.440430 Iteration 33Q: 3 clusters Score -2.731201e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114849 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -27312030.000000 Penalty: 14284.440430 Iteration 34Q: 3 clusters Score -2.731203e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114847 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -27312020.000000 Penalty: 14284.440430 Iteration 35Q: 3 clusters Score -2.731202e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114849 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -27312044.000000 Penalty: 14284.440430 Iteration 36Q: 3 clusters Score -2.731204e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114851 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -27312048.000000 Penalty: 14284.440430 Iteration 37Q: 3 clusters Score -2.731205e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114856 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -27312058.000000 Penalty: 14284.440430 Iteration 38Q: 3 clusters Score -2.731206e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114856 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -27312038.000000 Penalty: 14284.440430 Iteration 39Q: 3 clusters Score -2.731204e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114856 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -27312038.000000 Penalty: 14284.440430 Iteration 40F: 3 clusters Score -2.731204e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (28987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28987 members Entering Unmasked Estep Score: -6802924.500000 Penalty: 6293.194336 Iteration 0F: 2 clusters Score -6802924 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14505 members Mstep: Class 2 contains 14482 members Entering Unmasked Estep Score: -6780664.000000 Penalty: 12586.388672 Iteration 0F: 3 clusters Score -6780664 nChanged 12253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 14563 members Entering Unmasked Estep Score: -6787279.500000 Penalty: 12586.388672 Iteration 1F: 3 clusters Score -6787280 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 14682 members Entering Unmasked Estep Score: -6788068.000000 Penalty: 12586.388672 Iteration 2F: 3 clusters Score -6788068 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14163 members Mstep: Class 2 contains 14824 members Entering Unmasked Estep Score: -6788673.500000 Penalty: 12586.388672 Iteration 3F: 3 clusters Score -6788674 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13952 members Mstep: Class 2 contains 15035 members Entering Unmasked Estep Score: -6789264.000000 Penalty: 12586.388672 Iteration 4Q: 3 clusters Score -6789264 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13678 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -6789804.500000 Penalty: 12586.388672 Iteration 5Q: 3 clusters Score -6789804 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13299 members Mstep: Class 2 contains 15688 members Entering Unmasked Estep Score: -6790346.000000 Penalty: 12586.388672 Iteration 6Q: 3 clusters Score -6790346 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 16175 members Entering Unmasked Estep Score: -6790859.000000 Penalty: 12586.388672 Iteration 7Q: 3 clusters Score -6790859 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12240 members Mstep: Class 2 contains 16747 members Entering Unmasked Estep Score: -6791448.000000 Penalty: 12586.388672 Iteration 8Q: 3 clusters Score -6791448 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11543 members Mstep: Class 2 contains 17444 members Entering Unmasked Estep Score: -6792148.000000 Penalty: 12586.388672 Iteration 9Q: 3 clusters Score -6792148 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 18211 members Entering Unmasked Estep Score: -6792962.500000 Penalty: 12586.388672 Iteration 10Q: 3 clusters Score -6792962 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 19054 members Entering Unmasked Estep Score: -6793846.500000 Penalty: 12586.388672 Iteration 11Q: 3 clusters Score -6793846 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 19808 members Entering Unmasked Estep Score: -6794791.500000 Penalty: 12586.388672 Iteration 12Q: 3 clusters Score -6794792 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 20503 members Entering Unmasked Estep Score: -6795602.500000 Penalty: 12586.388672 Iteration 13Q: 3 clusters Score -6795602 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 21072 members Entering Unmasked Estep Score: -6796288.000000 Penalty: 12586.388672 Iteration 14Q: 3 clusters Score -6796288 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 21447 members Entering Unmasked Estep Score: -6796884.000000 Penalty: 12586.388672 Iteration 15Q: 3 clusters Score -6796884 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 21656 members Entering Unmasked Estep Score: -6797418.500000 Penalty: 12586.388672 Iteration 16Q: 3 clusters Score -6797418 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 21740 members Entering Unmasked Estep Score: -6797881.000000 Penalty: 12586.388672 Iteration 17Q: 3 clusters Score -6797881 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 21732 members Entering Unmasked Estep Score: -6798268.000000 Penalty: 12586.388672 Iteration 18Q: 3 clusters Score -6798268 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 21708 members Entering Unmasked Estep Score: -6798471.000000 Penalty: 12586.388672 Iteration 19Q: 3 clusters Score -6798471 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 21660 members Entering Unmasked Estep Score: -6798639.500000 Penalty: 12586.388672 Iteration 20F: 3 clusters Score -6798640 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 21613 members Entering Unmasked Estep Score: -6798719.000000 Penalty: 12586.388672 Iteration 21Q: 3 clusters Score -6798719 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 21565 members Entering Unmasked Estep Score: -6798777.000000 Penalty: 12586.388672 Iteration 22Q: 3 clusters Score -6798777 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 21539 members Entering Unmasked Estep Score: -6798818.500000 Penalty: 12586.388672 Iteration 23Q: 3 clusters Score -6798818 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 21519 members Entering Unmasked Estep Score: -6798853.000000 Penalty: 12586.388672 Iteration 24Q: 3 clusters Score -6798853 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 21485 members Entering Unmasked Estep Score: -6798867.000000 Penalty: 12586.388672 Iteration 25Q: 3 clusters Score -6798867 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 21463 members Entering Unmasked Estep Score: -6798861.000000 Penalty: 12586.388672 Iteration 26Q: 3 clusters Score -6798861 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 21446 members Entering Unmasked Estep Score: -6798884.000000 Penalty: 12586.388672 Iteration 27Q: 3 clusters Score -6798884 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 21440 members Entering Unmasked Estep Score: -6798876.000000 Penalty: 12586.388672 Iteration 28Q: 3 clusters Score -6798876 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 21429 members Entering Unmasked Estep Score: -6798864.500000 Penalty: 12586.388672 Iteration 29Q: 3 clusters Score -6798864 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 21421 members Entering Unmasked Estep Score: -6798871.500000 Penalty: 12586.388672 Iteration 30Q: 3 clusters Score -6798872 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 21408 members Entering Unmasked Estep Score: -6798872.000000 Penalty: 12586.388672 Iteration 31Q: 3 clusters Score -6798872 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 21401 members Entering Unmasked Estep Score: -6798860.500000 Penalty: 12586.388672 Iteration 32Q: 3 clusters Score -6798860 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 21400 members Entering Unmasked Estep Score: -6798861.500000 Penalty: 12586.388672 Iteration 33Q: 3 clusters Score -6798862 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 21393 members Entering Unmasked Estep Score: -6798863.000000 Penalty: 12586.388672 Iteration 34Q: 3 clusters Score -6798863 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 21393 members Entering Unmasked Estep Score: -6798864.500000 Penalty: 12586.388672 Iteration 35Q: 3 clusters Score -6798864 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 21390 members Entering Unmasked Estep Score: -6798871.000000 Penalty: 12586.388672 Iteration 36Q: 3 clusters Score -6798871 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 21383 members Entering Unmasked Estep Score: -6798887.000000 Penalty: 12586.388672 Iteration 37Q: 3 clusters Score -6798887 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 21374 members Entering Unmasked Estep Score: -6798888.000000 Penalty: 12586.388672 Iteration 38Q: 3 clusters Score -6798888 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 21367 members Entering Unmasked Estep Score: -6798896.500000 Penalty: 12586.388672 Iteration 39Q: 3 clusters Score -6798896 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 21364 members Entering Unmasked Estep Score: -6798890.500000 Penalty: 12586.388672 Iteration 40F: 3 clusters Score -6798890 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 21358 members Entering Unmasked Estep Score: -6798900.000000 Penalty: 12586.388672 Iteration 41Q: 3 clusters Score -6798900 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 21347 members Entering Unmasked Estep Score: -6798899.500000 Penalty: 12586.388672 Iteration 42Q: 3 clusters Score -6798900 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 21349 members Entering Unmasked Estep Score: -6798919.500000 Penalty: 12586.388672 Iteration 43Q: 3 clusters Score -6798920 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 21347 members Entering Unmasked Estep Score: -6798915.500000 Penalty: 12586.388672 Iteration 44Q: 3 clusters Score -6798916 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 21340 members Entering Unmasked Estep Score: -6798924.000000 Penalty: 12586.388672 Iteration 45Q: 3 clusters Score -6798924 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 21334 members Entering Unmasked Estep Score: -6798936.000000 Penalty: 12586.388672 Iteration 46Q: 3 clusters Score -6798936 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 21327 members Entering Unmasked Estep Score: -6798939.000000 Penalty: 12586.388672 Iteration 47Q: 3 clusters Score -6798939 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 21321 members Entering Unmasked Estep Score: -6798925.500000 Penalty: 12586.388672 Iteration 48Q: 3 clusters Score -6798926 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 21319 members Entering Unmasked Estep Score: -6798928.000000 Penalty: 12586.388672 Iteration 49Q: 3 clusters Score -6798928 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 21317 members Entering Unmasked Estep Score: -6798937.000000 Penalty: 12586.388672 Iteration 50Q: 3 clusters Score -6798937 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 21314 members Entering Unmasked Estep Score: -6798937.000000 Penalty: 12586.388672 Iteration 51Q: 3 clusters Score -6798937 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 21311 members Entering Unmasked Estep Score: -6798932.500000 Penalty: 12586.388672 Iteration 52Q: 3 clusters Score -6798932 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 21306 members Entering Unmasked Estep Score: -6798938.500000 Penalty: 12586.388672 Iteration 53Q: 3 clusters Score -6798938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 21303 members Entering Unmasked Estep Score: -6798944.500000 Penalty: 12586.388672 Iteration 54Q: 3 clusters Score -6798944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 21297 members Entering Unmasked Estep Score: -6798942.000000 Penalty: 12586.388672 Iteration 55Q: 3 clusters Score -6798942 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 21296 members Entering Unmasked Estep Score: -6798944.000000 Penalty: 12586.388672 Iteration 56Q: 3 clusters Score -6798944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 21292 members Entering Unmasked Estep Score: -6798940.000000 Penalty: 12586.388672 Iteration 57Q: 3 clusters Score -6798940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 21283 members Entering Unmasked Estep Score: -6798953.000000 Penalty: 12586.388672 Iteration 58Q: 3 clusters Score -6798953 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 21277 members Entering Unmasked Estep Score: -6798956.000000 Penalty: 12586.388672 Iteration 59Q: 3 clusters Score -6798956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 21275 members Entering Unmasked Estep Score: -6798951.500000 Penalty: 12586.388672 Iteration 60F: 3 clusters Score -6798952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 21274 members Entering Unmasked Estep Score: -6798950.500000 Penalty: 12586.388672 Iteration 61Q: 3 clusters Score -6798950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 21273 members Entering Unmasked Estep Score: -6798951.000000 Penalty: 12586.388672 Iteration 62Q: 3 clusters Score -6798951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 21273 members Entering Unmasked Estep Score: -6798948.500000 Penalty: 12586.388672 Iteration 63Q: 3 clusters Score -6798948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 21272 members Entering Unmasked Estep Score: -6798946.000000 Penalty: 12586.388672 Iteration 64Q: 3 clusters Score -6798946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 21272 members Entering Unmasked Estep Score: -6798947.500000 Penalty: 12586.388672 Iteration 65Q: 3 clusters Score -6798948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 21271 members Entering Unmasked Estep Score: -6798953.500000 Penalty: 12586.388672 Iteration 66Q: 3 clusters Score -6798954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 21269 members Entering Unmasked Estep Score: -6798943.000000 Penalty: 12586.388672 Iteration 67Q: 3 clusters Score -6798943 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 21268 members Entering Unmasked Estep Score: -6798946.000000 Penalty: 12586.388672 Iteration 68Q: 3 clusters Score -6798946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 21269 members Entering Unmasked Estep Score: -6798957.500000 Penalty: 12586.388672 Iteration 69Q: 3 clusters Score -6798958 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 21269 members Entering Unmasked Estep Score: -6798957.500000 Penalty: 12586.388672 Iteration 70F: 3 clusters Score -6798958 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Entering Unmasked Estep Score: -518518.687500 Penalty: 4813.417480 Iteration 0F: 2 clusters Score -518518.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -513218.062500 Penalty: 9626.834961 Iteration 0F: 3 clusters Score -513218.1 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -515066.281250 Penalty: 9626.834961 Iteration 1F: 3 clusters Score -515066.3 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -517400.375000 Penalty: 9626.834961 Iteration 2F: 3 clusters Score -517400.4 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -519143.156250 Penalty: 9626.834961 Iteration 3F: 3 clusters Score -519143.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -521104.406250 Penalty: 9626.834961 Iteration 4F: 3 clusters Score -521104.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -522543.531250 Penalty: 9626.834961 Iteration 5F: 3 clusters Score -522543.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -523852.781250 Penalty: 9626.834961 Iteration 6F: 3 clusters Score -523852.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -524383.437500 Penalty: 9626.834961 Iteration 7Q: 3 clusters Score -524383.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -524784.000000 Penalty: 9626.834961 Iteration 8Q: 3 clusters Score -524784 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -525195.750000 Penalty: 9626.834961 Iteration 9Q: 3 clusters Score -525195.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -525473.812500 Penalty: 9626.834961 Iteration 10Q: 3 clusters Score -525473.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -525830.000000 Penalty: 9626.834961 Iteration 11Q: 3 clusters Score -525830 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -526158.937500 Penalty: 9626.834961 Iteration 12Q: 3 clusters Score -526158.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -526432.125000 Penalty: 9626.834961 Iteration 13Q: 3 clusters Score -526432.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -526586.750000 Penalty: 9626.834961 Iteration 14Q: 3 clusters Score -526586.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -527044.937500 Penalty: 9626.834961 Iteration 15Q: 3 clusters Score -527044.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -527332.125000 Penalty: 9626.834961 Iteration 16Q: 3 clusters Score -527332.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -527826.000000 Penalty: 9626.834961 Iteration 17Q: 3 clusters Score -527826 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -528249.250000 Penalty: 9626.834961 Iteration 18Q: 3 clusters Score -528249.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -528742.750000 Penalty: 9626.834961 Iteration 19Q: 3 clusters Score -528742.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -528773.125000 Penalty: 9626.834961 Iteration 20F: 3 clusters Score -528773.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -528824.687500 Penalty: 9626.834961 Iteration 21Q: 3 clusters Score -528824.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -528907.875000 Penalty: 9626.834961 Iteration 22Q: 3 clusters Score -528907.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -529018.062500 Penalty: 9626.834961 Iteration 23Q: 3 clusters Score -529018.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -529208.062500 Penalty: 9626.834961 Iteration 24Q: 3 clusters Score -529208.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -529476.437500 Penalty: 9626.834961 Iteration 25Q: 3 clusters Score -529476.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -530055.687500 Penalty: 9626.834961 Iteration 26Q: 3 clusters Score -530055.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -531699.125000 Penalty: 9626.834961 Iteration 27Q: 3 clusters Score -531699.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -532970.687500 Penalty: 9626.834961 Iteration 28Q: 3 clusters Score -532970.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -532970.687500 Penalty: 9626.834961 Iteration 29F: 3 clusters Score -532970.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115933 members Mstep: Class 2 contains 28987 members Mstep: Class 3 contains 1193 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 21204 members Mstep: Class 8 contains 8032 members Mstep: Class 9 contains 1700 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 11243 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23524 members Mstep: Class 14 contains 22725 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 23348 members Mstep: Class 19 contains 85497 members Mstep: Class 20 contains 18033 members Mstep: Class 21 contains 52450 members Mstep: Class 22 contains 2645 members Mstep: Class 23 contains 14658 members Entering Unmasked Estep Score: -101677000.000000 Penalty: 159144.484375 Splitting cluster 4 changes total score from -101665728.000000 to -101677000.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 5 (618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Entering Unmasked Estep Score: -123941.671875 Penalty: 3936.224121 Iteration 0F: 2 clusters Score -123941.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -120517.437500 Penalty: 7872.448242 Iteration 0F: 3 clusters Score -120517.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -120996.117188 Penalty: 7872.448242 Iteration 1F: 3 clusters Score -120996.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -121471.882812 Penalty: 7872.448242 Iteration 2F: 3 clusters Score -121471.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -121819.750000 Penalty: 7872.448242 Iteration 3F: 3 clusters Score -121819.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -121983.742188 Penalty: 7872.448242 Iteration 4F: 3 clusters Score -121983.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -122028.093750 Penalty: 7872.448242 Iteration 5Q: 3 clusters Score -122028.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -122067.515625 Penalty: 7872.448242 Iteration 6Q: 3 clusters Score -122067.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -122109.914062 Penalty: 7872.448242 Iteration 7Q: 3 clusters Score -122109.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -122136.867188 Penalty: 7872.448242 Iteration 8Q: 3 clusters Score -122136.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -122150.265625 Penalty: 7872.448242 Iteration 9Q: 3 clusters Score -122150.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -122159.515625 Penalty: 7872.448242 Iteration 10Q: 3 clusters Score -122159.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -122159.515625 Penalty: 7872.448242 Iteration 11F: 3 clusters Score -122159.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (21204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21204 members Entering Unmasked Estep Score: -4985717.500000 Penalty: 6101.691406 Iteration 0F: 2 clusters Score -4985718 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -4968488.500000 Penalty: 12203.382812 Iteration 0F: 3 clusters Score -4968488 nChanged 8591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -4973017.000000 Penalty: 12203.382812 Iteration 1F: 3 clusters Score -4973017 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -4973671.000000 Penalty: 12203.382812 Iteration 2F: 3 clusters Score -4973671 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -4974157.000000 Penalty: 12203.382812 Iteration 3Q: 3 clusters Score -4974157 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -4974515.500000 Penalty: 12203.382812 Iteration 4Q: 3 clusters Score -4974516 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -4974870.500000 Penalty: 12203.382812 Iteration 5Q: 3 clusters Score -4974870 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -4975229.000000 Penalty: 12203.382812 Iteration 6Q: 3 clusters Score -4975229 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12233 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -4975578.000000 Penalty: 12203.382812 Iteration 7Q: 3 clusters Score -4975578 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 8673 members Entering Unmasked Estep Score: -4975957.500000 Penalty: 12203.382812 Iteration 8Q: 3 clusters Score -4975958 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -4976431.500000 Penalty: 12203.382812 Iteration 9Q: 3 clusters Score -4976432 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -4977096.000000 Penalty: 12203.382812 Iteration 10Q: 3 clusters Score -4977096 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13712 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -4978143.500000 Penalty: 12203.382812 Iteration 11Q: 3 clusters Score -4978144 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14205 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -4980000.000000 Penalty: 12203.382812 Iteration 12F: 3 clusters Score -4980000 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -4983228.500000 Penalty: 12203.382812 Iteration 13F: 3 clusters Score -4983228 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13858 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -4986774.000000 Penalty: 12203.382812 Iteration 14F: 3 clusters Score -4986774 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13065 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -4989374.000000 Penalty: 12203.382812 Iteration 15Q: 3 clusters Score -4989374 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -4991421.500000 Penalty: 12203.382812 Iteration 16Q: 3 clusters Score -4991422 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12087 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -4991972.500000 Penalty: 12203.382812 Iteration 17Q: 3 clusters Score -4991972 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -4992027.000000 Penalty: 12203.382812 Iteration 18Q: 3 clusters Score -4992027 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11981 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -4992031.500000 Penalty: 12203.382812 Iteration 19Q: 3 clusters Score -4992032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -4992033.000000 Penalty: 12203.382812 Iteration 20F: 3 clusters Score -4992033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -4992027.000000 Penalty: 12203.382812 Iteration 21Q: 3 clusters Score -4992027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -4992027.000000 Penalty: 12203.382812 Iteration 22F: 3 clusters Score -4992027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115933 members Mstep: Class 2 contains 28987 members Mstep: Class 3 contains 1193 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 11975 members Mstep: Class 7 contains 9229 members Mstep: Class 8 contains 8032 members Mstep: Class 9 contains 1700 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 11243 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 23524 members Mstep: Class 14 contains 22725 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 23348 members Mstep: Class 19 contains 85497 members Mstep: Class 20 contains 18033 members Mstep: Class 21 contains 52450 members Mstep: Class 22 contains 2645 members Mstep: Class 23 contains 14658 members Entering Unmasked Estep Score: -101681264.000000 Penalty: 167101.703125 Splitting cluster 6 changes total score from -101665728.000000 to -101681264.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 8 (8032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Entering Unmasked Estep Score: -1853000.875000 Penalty: 5507.103027 Iteration 0F: 2 clusters Score -1853001 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1844039.875000 Penalty: 11014.206055 Iteration 0F: 3 clusters Score -1844040 nChanged 2794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1845796.375000 Penalty: 11014.206055 Iteration 1F: 3 clusters Score -1845796 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1846209.375000 Penalty: 11014.206055 Iteration 2F: 3 clusters Score -1846209 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1846555.375000 Penalty: 11014.206055 Iteration 3Q: 3 clusters Score -1846555 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1847050.000000 Penalty: 11014.206055 Iteration 4Q: 3 clusters Score -1847050 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1847850.500000 Penalty: 11014.206055 Iteration 5F: 3 clusters Score -1847850 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1848972.625000 Penalty: 11014.206055 Iteration 6F: 3 clusters Score -1848973 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1850121.875000 Penalty: 11014.206055 Iteration 7F: 3 clusters Score -1850122 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -1850956.125000 Penalty: 11014.206055 Iteration 8F: 3 clusters Score -1850956 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -1851390.125000 Penalty: 11014.206055 Iteration 9Q: 3 clusters Score -1851390 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1851600.250000 Penalty: 11014.206055 Iteration 10Q: 3 clusters Score -1851600 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1851704.500000 Penalty: 11014.206055 Iteration 11Q: 3 clusters Score -1851704 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1851762.625000 Penalty: 11014.206055 Iteration 12Q: 3 clusters Score -1851763 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1851783.625000 Penalty: 11014.206055 Iteration 13Q: 3 clusters Score -1851784 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1851800.125000 Penalty: 11014.206055 Iteration 14Q: 3 clusters Score -1851800 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1851808.750000 Penalty: 11014.206055 Iteration 15Q: 3 clusters Score -1851809 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1851810.500000 Penalty: 11014.206055 Iteration 16Q: 3 clusters Score -1851810 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -1851811.750000 Penalty: 11014.206055 Iteration 17Q: 3 clusters Score -1851812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -1851819.125000 Penalty: 11014.206055 Iteration 18Q: 3 clusters Score -1851819 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1851823.250000 Penalty: 11014.206055 Iteration 19Q: 3 clusters Score -1851823 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1851825.750000 Penalty: 11014.206055 Iteration 20F: 3 clusters Score -1851826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1851826.125000 Penalty: 11014.206055 Iteration 21Q: 3 clusters Score -1851826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1851826.125000 Penalty: 11014.206055 Iteration 22F: 3 clusters Score -1851826 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Entering Unmasked Estep Score: -365524.281250 Penalty: 4556.009766 Iteration 0F: 2 clusters Score -365524.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -361082.625000 Penalty: 9112.019531 Iteration 0F: 3 clusters Score -361082.6 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -362401.531250 Penalty: 9112.019531 Iteration 1F: 3 clusters Score -362401.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -363681.781250 Penalty: 9112.019531 Iteration 2F: 3 clusters Score -363681.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -364284.843750 Penalty: 9112.019531 Iteration 3F: 3 clusters Score -364284.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -364610.531250 Penalty: 9112.019531 Iteration 4Q: 3 clusters Score -364610.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -364755.687500 Penalty: 9112.019531 Iteration 5Q: 3 clusters Score -364755.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -364871.593750 Penalty: 9112.019531 Iteration 6Q: 3 clusters Score -364871.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -364934.250000 Penalty: 9112.019531 Iteration 7Q: 3 clusters Score -364934.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -364965.562500 Penalty: 9112.019531 Iteration 8Q: 3 clusters Score -364965.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -364989.468750 Penalty: 9112.019531 Iteration 9Q: 3 clusters Score -364989.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -364999.656250 Penalty: 9112.019531 Iteration 10Q: 3 clusters Score -364999.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -365003.281250 Penalty: 9112.019531 Iteration 11Q: 3 clusters Score -365003.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -365004.593750 Penalty: 9112.019531 Iteration 12Q: 3 clusters Score -365004.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -365006.187500 Penalty: 9112.019531 Iteration 13Q: 3 clusters Score -365006.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -365011.718750 Penalty: 9112.019531 Iteration 14Q: 3 clusters Score -365011.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -365018.875000 Penalty: 9112.019531 Iteration 15Q: 3 clusters Score -365018.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -365021.500000 Penalty: 9112.019531 Iteration 16Q: 3 clusters Score -365021.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -365021.500000 Penalty: 9112.019531 Iteration 17F: 3 clusters Score -365021.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Entering Unmasked Estep Score: -584010.312500 Penalty: 4795.892090 Iteration 0F: 2 clusters Score -584010.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -578586.937500 Penalty: 9591.784180 Iteration 0F: 3 clusters Score -578586.9 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -579331.562500 Penalty: 9591.784180 Iteration 1F: 3 clusters Score -579331.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -579518.250000 Penalty: 9591.784180 Iteration 2F: 3 clusters Score -579518.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -579608.812500 Penalty: 9591.784180 Iteration 3Q: 3 clusters Score -579608.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -579681.500000 Penalty: 9591.784180 Iteration 4Q: 3 clusters Score -579681.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -579749.125000 Penalty: 9591.784180 Iteration 5Q: 3 clusters Score -579749.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -579792.812500 Penalty: 9591.784180 Iteration 6Q: 3 clusters Score -579792.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -579827.500000 Penalty: 9591.784180 Iteration 7Q: 3 clusters Score -579827.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -579857.312500 Penalty: 9591.784180 Iteration 8Q: 3 clusters Score -579857.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -579893.375000 Penalty: 9591.784180 Iteration 9Q: 3 clusters Score -579893.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -579928.062500 Penalty: 9591.784180 Iteration 10Q: 3 clusters Score -579928.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -579966.937500 Penalty: 9591.784180 Iteration 11Q: 3 clusters Score -579966.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -579998.062500 Penalty: 9591.784180 Iteration 12Q: 3 clusters Score -579998.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -580025.437500 Penalty: 9591.784180 Iteration 13Q: 3 clusters Score -580025.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -580061.687500 Penalty: 9591.784180 Iteration 14Q: 3 clusters Score -580061.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -580086.437500 Penalty: 9591.784180 Iteration 15Q: 3 clusters Score -580086.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -580105.812500 Penalty: 9591.784180 Iteration 16Q: 3 clusters Score -580105.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -580130.062500 Penalty: 9591.784180 Iteration 17Q: 3 clusters Score -580130.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -580172.312500 Penalty: 9591.784180 Iteration 18Q: 3 clusters Score -580172.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -580204.062500 Penalty: 9591.784180 Iteration 19Q: 3 clusters Score -580204.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -580230.062500 Penalty: 9591.784180 Iteration 20F: 3 clusters Score -580230.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -580256.562500 Penalty: 9591.784180 Iteration 21Q: 3 clusters Score -580256.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -580277.125000 Penalty: 9591.784180 Iteration 22Q: 3 clusters Score -580277.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -580294.000000 Penalty: 9591.784180 Iteration 23Q: 3 clusters Score -580294 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -580302.500000 Penalty: 9591.784180 Iteration 24Q: 3 clusters Score -580302.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -580309.187500 Penalty: 9591.784180 Iteration 25Q: 3 clusters Score -580309.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -580317.625000 Penalty: 9591.784180 Iteration 26Q: 3 clusters Score -580317.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -580323.312500 Penalty: 9591.784180 Iteration 27Q: 3 clusters Score -580323.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -580329.687500 Penalty: 9591.784180 Iteration 28Q: 3 clusters Score -580329.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -580334.812500 Penalty: 9591.784180 Iteration 29Q: 3 clusters Score -580334.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -580340.500000 Penalty: 9591.784180 Iteration 30Q: 3 clusters Score -580340.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -580351.062500 Penalty: 9591.784180 Iteration 31Q: 3 clusters Score -580351.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -580365.500000 Penalty: 9591.784180 Iteration 32Q: 3 clusters Score -580365.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -580378.250000 Penalty: 9591.784180 Iteration 33Q: 3 clusters Score -580378.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -580394.375000 Penalty: 9591.784180 Iteration 34Q: 3 clusters Score -580394.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -580416.875000 Penalty: 9591.784180 Iteration 35Q: 3 clusters Score -580416.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -580446.437500 Penalty: 9591.784180 Iteration 36Q: 3 clusters Score -580446.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -580477.625000 Penalty: 9591.784180 Iteration 37Q: 3 clusters Score -580477.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -580516.000000 Penalty: 9591.784180 Iteration 38Q: 3 clusters Score -580516 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -580557.687500 Penalty: 9591.784180 Iteration 39Q: 3 clusters Score -580557.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -580594.187500 Penalty: 9591.784180 Iteration 40F: 3 clusters Score -580594.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -580647.937500 Penalty: 9591.784180 Iteration 41Q: 3 clusters Score -580647.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -580719.125000 Penalty: 9591.784180 Iteration 42Q: 3 clusters Score -580719.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -580820.687500 Penalty: 9591.784180 Iteration 43Q: 3 clusters Score -580820.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -580912.750000 Penalty: 9591.784180 Iteration 44Q: 3 clusters Score -580912.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -581004.375000 Penalty: 9591.784180 Iteration 45Q: 3 clusters Score -581004.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -581099.500000 Penalty: 9591.784180 Iteration 46Q: 3 clusters Score -581099.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -581212.000000 Penalty: 9591.784180 Iteration 47Q: 3 clusters Score -581212 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -581370.500000 Penalty: 9591.784180 Iteration 48Q: 3 clusters Score -581370.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -581594.000000 Penalty: 9591.784180 Iteration 49Q: 3 clusters Score -581594 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -581826.500000 Penalty: 9591.784180 Iteration 50Q: 3 clusters Score -581826.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -582126.875000 Penalty: 9591.784180 Iteration 51Q: 3 clusters Score -582126.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -582456.312500 Penalty: 9591.784180 Iteration 52Q: 3 clusters Score -582456.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -582739.500000 Penalty: 9591.784180 Iteration 53Q: 3 clusters Score -582739.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -582903.000000 Penalty: 9591.784180 Iteration 54Q: 3 clusters Score -582903 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -582922.562500 Penalty: 9591.784180 Iteration 55Q: 3 clusters Score -582922.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -582930.625000 Penalty: 9591.784180 Iteration 56Q: 3 clusters Score -582930.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -582930.625000 Penalty: 9591.784180 Iteration 57F: 3 clusters Score -582930.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Entering Unmasked Estep Score: -2556671.750000 Penalty: 5713.094727 Iteration 0F: 2 clusters Score -2556672 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -2545714.250000 Penalty: 11426.189453 Iteration 0F: 3 clusters Score -2545714 nChanged 4251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -2548233.250000 Penalty: 11426.189453 Iteration 1F: 3 clusters Score -2548233 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -2548836.000000 Penalty: 11426.189453 Iteration 2F: 3 clusters Score -2548836 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -2549256.750000 Penalty: 11426.189453 Iteration 3F: 3 clusters Score -2549257 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -2549603.000000 Penalty: 11426.189453 Iteration 4Q: 3 clusters Score -2549603 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -2549928.750000 Penalty: 11426.189453 Iteration 5Q: 3 clusters Score -2549929 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -2550305.250000 Penalty: 11426.189453 Iteration 6Q: 3 clusters Score -2550305 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -2550631.500000 Penalty: 11426.189453 Iteration 7Q: 3 clusters Score -2550632 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -2550936.750000 Penalty: 11426.189453 Iteration 8Q: 3 clusters Score -2550937 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -2551240.000000 Penalty: 11426.189453 Iteration 9Q: 3 clusters Score -2551240 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -2551483.750000 Penalty: 11426.189453 Iteration 10Q: 3 clusters Score -2551484 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -2551675.000000 Penalty: 11426.189453 Iteration 11Q: 3 clusters Score -2551675 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -2551851.500000 Penalty: 11426.189453 Iteration 12Q: 3 clusters Score -2551852 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -2551990.500000 Penalty: 11426.189453 Iteration 13Q: 3 clusters Score -2551990 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -2552115.500000 Penalty: 11426.189453 Iteration 14Q: 3 clusters Score -2552116 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -2552203.500000 Penalty: 11426.189453 Iteration 15Q: 3 clusters Score -2552204 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -2552269.750000 Penalty: 11426.189453 Iteration 16Q: 3 clusters Score -2552270 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -2552330.000000 Penalty: 11426.189453 Iteration 17Q: 3 clusters Score -2552330 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -2552388.250000 Penalty: 11426.189453 Iteration 18Q: 3 clusters Score -2552388 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -2552439.750000 Penalty: 11426.189453 Iteration 19Q: 3 clusters Score -2552440 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -2552478.250000 Penalty: 11426.189453 Iteration 20F: 3 clusters Score -2552478 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -2552508.750000 Penalty: 11426.189453 Iteration 21Q: 3 clusters Score -2552509 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -2552542.250000 Penalty: 11426.189453 Iteration 22Q: 3 clusters Score -2552542 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -2552566.500000 Penalty: 11426.189453 Iteration 23Q: 3 clusters Score -2552566 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -2552583.250000 Penalty: 11426.189453 Iteration 24Q: 3 clusters Score -2552583 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -2552603.250000 Penalty: 11426.189453 Iteration 25Q: 3 clusters Score -2552603 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -2552615.250000 Penalty: 11426.189453 Iteration 26Q: 3 clusters Score -2552615 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -2552639.750000 Penalty: 11426.189453 Iteration 27Q: 3 clusters Score -2552640 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -2552657.500000 Penalty: 11426.189453 Iteration 28Q: 3 clusters Score -2552658 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -2552663.250000 Penalty: 11426.189453 Iteration 29Q: 3 clusters Score -2552663 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -2552680.500000 Penalty: 11426.189453 Iteration 30Q: 3 clusters Score -2552680 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -2552681.750000 Penalty: 11426.189453 Iteration 31Q: 3 clusters Score -2552682 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -2552690.500000 Penalty: 11426.189453 Iteration 32Q: 3 clusters Score -2552690 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -2552704.750000 Penalty: 11426.189453 Iteration 33Q: 3 clusters Score -2552705 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -2552712.250000 Penalty: 11426.189453 Iteration 34Q: 3 clusters Score -2552712 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -2552709.000000 Penalty: 11426.189453 Iteration 35Q: 3 clusters Score -2552709 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -2552718.750000 Penalty: 11426.189453 Iteration 36Q: 3 clusters Score -2552719 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -2552725.500000 Penalty: 11426.189453 Iteration 37Q: 3 clusters Score -2552726 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -2552734.500000 Penalty: 11426.189453 Iteration 38Q: 3 clusters Score -2552734 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -2552738.750000 Penalty: 11426.189453 Iteration 39Q: 3 clusters Score -2552739 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -2552747.000000 Penalty: 11426.189453 Iteration 40F: 3 clusters Score -2552747 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -2552749.750000 Penalty: 11426.189453 Iteration 41Q: 3 clusters Score -2552750 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -2552746.750000 Penalty: 11426.189453 Iteration 42Q: 3 clusters Score -2552747 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -2552751.000000 Penalty: 11426.189453 Iteration 43Q: 3 clusters Score -2552751 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -2552765.250000 Penalty: 11426.189453 Iteration 44Q: 3 clusters Score -2552765 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -2552767.250000 Penalty: 11426.189453 Iteration 45Q: 3 clusters Score -2552767 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9373 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -2552776.000000 Penalty: 11426.189453 Iteration 46Q: 3 clusters Score -2552776 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -2552782.750000 Penalty: 11426.189453 Iteration 47Q: 3 clusters Score -2552783 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -2552790.000000 Penalty: 11426.189453 Iteration 48Q: 3 clusters Score -2552790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -2552796.250000 Penalty: 11426.189453 Iteration 49Q: 3 clusters Score -2552796 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -2552800.250000 Penalty: 11426.189453 Iteration 50Q: 3 clusters Score -2552800 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -2552806.250000 Penalty: 11426.189453 Iteration 51Q: 3 clusters Score -2552806 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9416 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -2552810.000000 Penalty: 11426.189453 Iteration 52Q: 3 clusters Score -2552810 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -2552816.750000 Penalty: 11426.189453 Iteration 53Q: 3 clusters Score -2552817 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -2552822.500000 Penalty: 11426.189453 Iteration 54Q: 3 clusters Score -2552822 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9441 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -2552827.750000 Penalty: 11426.189453 Iteration 55Q: 3 clusters Score -2552828 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -2552837.000000 Penalty: 11426.189453 Iteration 56Q: 3 clusters Score -2552837 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -2552844.000000 Penalty: 11426.189453 Iteration 57Q: 3 clusters Score -2552844 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9466 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -2552850.500000 Penalty: 11426.189453 Iteration 58Q: 3 clusters Score -2552850 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -2552852.750000 Penalty: 11426.189453 Iteration 59Q: 3 clusters Score -2552853 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -2552867.750000 Penalty: 11426.189453 Iteration 60F: 3 clusters Score -2552868 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -2552877.250000 Penalty: 11426.189453 Iteration 61Q: 3 clusters Score -2552877 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -2552882.750000 Penalty: 11426.189453 Iteration 62Q: 3 clusters Score -2552883 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9512 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -2552892.250000 Penalty: 11426.189453 Iteration 63Q: 3 clusters Score -2552892 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -2552889.750000 Penalty: 11426.189453 Iteration 64Q: 3 clusters Score -2552890 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -2552894.750000 Penalty: 11426.189453 Iteration 65Q: 3 clusters Score -2552895 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -2552895.000000 Penalty: 11426.189453 Iteration 66Q: 3 clusters Score -2552895 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -2552899.000000 Penalty: 11426.189453 Iteration 67Q: 3 clusters Score -2552899 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -2552895.250000 Penalty: 11426.189453 Iteration 68Q: 3 clusters Score -2552895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9534 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -2552896.500000 Penalty: 11426.189453 Iteration 69Q: 3 clusters Score -2552896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -2552901.500000 Penalty: 11426.189453 Iteration 70Q: 3 clusters Score -2552902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -2552906.250000 Penalty: 11426.189453 Iteration 71Q: 3 clusters Score -2552906 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -2552909.750000 Penalty: 11426.189453 Iteration 72Q: 3 clusters Score -2552910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -2552909.750000 Penalty: 11426.189453 Iteration 73Q: 3 clusters Score -2552910 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -2552917.500000 Penalty: 11426.189453 Iteration 74Q: 3 clusters Score -2552918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -2552914.500000 Penalty: 11426.189453 Iteration 75Q: 3 clusters Score -2552914 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -2552925.250000 Penalty: 11426.189453 Iteration 76Q: 3 clusters Score -2552925 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -2552934.500000 Penalty: 11426.189453 Iteration 77Q: 3 clusters Score -2552934 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -2552932.750000 Penalty: 11426.189453 Iteration 78Q: 3 clusters Score -2552933 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -2552933.000000 Penalty: 11426.189453 Iteration 79Q: 3 clusters Score -2552933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9578 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -2552933.250000 Penalty: 11426.189453 Iteration 80F: 3 clusters Score -2552933 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -2552936.000000 Penalty: 11426.189453 Iteration 81Q: 3 clusters Score -2552936 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -2552938.000000 Penalty: 11426.189453 Iteration 82Q: 3 clusters Score -2552938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -2552934.250000 Penalty: 11426.189453 Iteration 83Q: 3 clusters Score -2552934 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -2552936.250000 Penalty: 11426.189453 Iteration 84Q: 3 clusters Score -2552936 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -2552938.750000 Penalty: 11426.189453 Iteration 85Q: 3 clusters Score -2552939 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -2552946.000000 Penalty: 11426.189453 Iteration 86Q: 3 clusters Score -2552946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -2552946.500000 Penalty: 11426.189453 Iteration 87Q: 3 clusters Score -2552946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -2552951.000000 Penalty: 11426.189453 Iteration 88Q: 3 clusters Score -2552951 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -2552949.250000 Penalty: 11426.189453 Iteration 89Q: 3 clusters Score -2552949 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -2552950.250000 Penalty: 11426.189453 Iteration 90Q: 3 clusters Score -2552950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -2552953.250000 Penalty: 11426.189453 Iteration 91Q: 3 clusters Score -2552953 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -2552955.750000 Penalty: 11426.189453 Iteration 92Q: 3 clusters Score -2552956 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -2552960.250000 Penalty: 11426.189453 Iteration 93Q: 3 clusters Score -2552960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -2552957.500000 Penalty: 11426.189453 Iteration 94Q: 3 clusters Score -2552958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9615 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -2552959.750000 Penalty: 11426.189453 Iteration 95Q: 3 clusters Score -2552960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -2552960.000000 Penalty: 11426.189453 Iteration 96Q: 3 clusters Score -2552960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9617 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -2552957.250000 Penalty: 11426.189453 Iteration 97Q: 3 clusters Score -2552957 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -2552965.250000 Penalty: 11426.189453 Iteration 98Q: 3 clusters Score -2552965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -2552965.500000 Penalty: 11426.189453 Iteration 99Q: 3 clusters Score -2552966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -2552966.250000 Penalty: 11426.189453 Iteration 100F: 3 clusters Score -2552966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -2552968.500000 Penalty: 11426.189453 Iteration 101Q: 3 clusters Score -2552968 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -2552968.500000 Penalty: 11426.189453 Iteration 102F: 3 clusters Score -2552968 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Entering Unmasked Estep Score: -149754.125000 Penalty: 4026.378906 Iteration 0F: 2 clusters Score -149754.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -146062.734375 Penalty: 8052.757812 Iteration 0F: 3 clusters Score -146062.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -146522.937500 Penalty: 8052.757812 Iteration 1F: 3 clusters Score -146522.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -147005.796875 Penalty: 8052.757812 Iteration 2F: 3 clusters Score -147005.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -147440.578125 Penalty: 8052.757812 Iteration 3F: 3 clusters Score -147440.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -147704.578125 Penalty: 8052.757812 Iteration 4F: 3 clusters Score -147704.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -147899.328125 Penalty: 8052.757812 Iteration 5Q: 3 clusters Score -147899.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -148076.671875 Penalty: 8052.757812 Iteration 6Q: 3 clusters Score -148076.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -148249.343750 Penalty: 8052.757812 Iteration 7Q: 3 clusters Score -148249.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -148352.406250 Penalty: 8052.757812 Iteration 8Q: 3 clusters Score -148352.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -148415.921875 Penalty: 8052.757812 Iteration 9Q: 3 clusters Score -148415.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -148445.734375 Penalty: 8052.757812 Iteration 10Q: 3 clusters Score -148445.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -148445.734375 Penalty: 8052.757812 Iteration 11F: 3 clusters Score -148445.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (23524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23524 members Entering Unmasked Estep Score: -5418480.500000 Penalty: 6165.288086 Iteration 0F: 2 clusters Score -5418480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -5399671.000000 Penalty: 12330.576172 Iteration 0F: 3 clusters Score -5399671 nChanged 9785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12166 members Mstep: Class 2 contains 11358 members Entering Unmasked Estep Score: -5405513.000000 Penalty: 12330.576172 Iteration 1F: 3 clusters Score -5405513 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -5407664.500000 Penalty: 12330.576172 Iteration 2F: 3 clusters Score -5407664 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12087 members Mstep: Class 2 contains 11437 members Entering Unmasked Estep Score: -5410343.000000 Penalty: 12330.576172 Iteration 3F: 3 clusters Score -5410343 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11952 members Mstep: Class 2 contains 11572 members Entering Unmasked Estep Score: -5413030.500000 Penalty: 12330.576172 Iteration 4F: 3 clusters Score -5413030 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -5415566.000000 Penalty: 12330.576172 Iteration 5F: 3 clusters Score -5415566 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 11450 members Entering Unmasked Estep Score: -5417591.500000 Penalty: 12330.576172 Iteration 6F: 3 clusters Score -5417592 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -5418801.000000 Penalty: 12330.576172 Iteration 7F: 3 clusters Score -5418801 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12332 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -5419733.500000 Penalty: 12330.576172 Iteration 8Q: 3 clusters Score -5419734 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -5420556.500000 Penalty: 12330.576172 Iteration 9Q: 3 clusters Score -5420556 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -5421347.000000 Penalty: 12330.576172 Iteration 10Q: 3 clusters Score -5421347 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12618 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -5421991.000000 Penalty: 12330.576172 Iteration 11Q: 3 clusters Score -5421991 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 10712 members Entering Unmasked Estep Score: -5422364.500000 Penalty: 12330.576172 Iteration 12Q: 3 clusters Score -5422364 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -5422742.500000 Penalty: 12330.576172 Iteration 13Q: 3 clusters Score -5422742 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13294 members Mstep: Class 2 contains 10230 members Entering Unmasked Estep Score: -5423035.500000 Penalty: 12330.576172 Iteration 14Q: 3 clusters Score -5423036 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13517 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -5423185.500000 Penalty: 12330.576172 Iteration 15Q: 3 clusters Score -5423186 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13708 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -5423287.000000 Penalty: 12330.576172 Iteration 16Q: 3 clusters Score -5423287 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13852 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -5423380.000000 Penalty: 12330.576172 Iteration 17Q: 3 clusters Score -5423380 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13982 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -5423431.500000 Penalty: 12330.576172 Iteration 18Q: 3 clusters Score -5423432 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14080 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -5423490.500000 Penalty: 12330.576172 Iteration 19Q: 3 clusters Score -5423490 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14157 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -5423511.500000 Penalty: 12330.576172 Iteration 20F: 3 clusters Score -5423512 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14223 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -5423513.000000 Penalty: 12330.576172 Iteration 21Q: 3 clusters Score -5423513 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14275 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -5423524.500000 Penalty: 12330.576172 Iteration 22Q: 3 clusters Score -5423524 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14319 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -5423548.500000 Penalty: 12330.576172 Iteration 23Q: 3 clusters Score -5423548 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -5423572.000000 Penalty: 12330.576172 Iteration 24Q: 3 clusters Score -5423572 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14391 members Mstep: Class 2 contains 9133 members Entering Unmasked Estep Score: -5423573.000000 Penalty: 12330.576172 Iteration 25Q: 3 clusters Score -5423573 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14426 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -5423573.000000 Penalty: 12330.576172 Iteration 26Q: 3 clusters Score -5423573 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14461 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -5423584.500000 Penalty: 12330.576172 Iteration 27Q: 3 clusters Score -5423584 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14498 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -5423590.000000 Penalty: 12330.576172 Iteration 28Q: 3 clusters Score -5423590 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -5423590.000000 Penalty: 12330.576172 Iteration 29Q: 3 clusters Score -5423590 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14557 members Mstep: Class 2 contains 8967 members Entering Unmasked Estep Score: -5423598.000000 Penalty: 12330.576172 Iteration 30Q: 3 clusters Score -5423598 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Mstep: Class 2 contains 8943 members Entering Unmasked Estep Score: -5423609.000000 Penalty: 12330.576172 Iteration 31Q: 3 clusters Score -5423609 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14604 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -5423610.000000 Penalty: 12330.576172 Iteration 32Q: 3 clusters Score -5423610 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14622 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -5423612.500000 Penalty: 12330.576172 Iteration 33Q: 3 clusters Score -5423612 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14640 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -5423621.500000 Penalty: 12330.576172 Iteration 34Q: 3 clusters Score -5423622 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14657 members Mstep: Class 2 contains 8867 members Entering Unmasked Estep Score: -5423624.000000 Penalty: 12330.576172 Iteration 35Q: 3 clusters Score -5423624 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14674 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -5423618.000000 Penalty: 12330.576172 Iteration 36Q: 3 clusters Score -5423618 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14695 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -5423622.000000 Penalty: 12330.576172 Iteration 37Q: 3 clusters Score -5423622 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14721 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -5423619.000000 Penalty: 12330.576172 Iteration 38Q: 3 clusters Score -5423619 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -5423626.500000 Penalty: 12330.576172 Iteration 39Q: 3 clusters Score -5423626 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14757 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -5423633.000000 Penalty: 12330.576172 Iteration 40F: 3 clusters Score -5423633 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14768 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -5423633.500000 Penalty: 12330.576172 Iteration 41Q: 3 clusters Score -5423634 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -5423638.000000 Penalty: 12330.576172 Iteration 42Q: 3 clusters Score -5423638 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14789 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -5423631.500000 Penalty: 12330.576172 Iteration 43Q: 3 clusters Score -5423632 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14798 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -5423645.000000 Penalty: 12330.576172 Iteration 44Q: 3 clusters Score -5423645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14803 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -5423648.000000 Penalty: 12330.576172 Iteration 45Q: 3 clusters Score -5423648 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14807 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -5423648.000000 Penalty: 12330.576172 Iteration 46Q: 3 clusters Score -5423648 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14811 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -5423647.500000 Penalty: 12330.576172 Iteration 47Q: 3 clusters Score -5423648 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14815 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -5423651.500000 Penalty: 12330.576172 Iteration 48Q: 3 clusters Score -5423652 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14819 members Mstep: Class 2 contains 8705 members Entering Unmasked Estep Score: -5423650.500000 Penalty: 12330.576172 Iteration 49Q: 3 clusters Score -5423650 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -5423654.000000 Penalty: 12330.576172 Iteration 50Q: 3 clusters Score -5423654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14834 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -5423651.000000 Penalty: 12330.576172 Iteration 51Q: 3 clusters Score -5423651 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14840 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -5423662.500000 Penalty: 12330.576172 Iteration 52Q: 3 clusters Score -5423662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14848 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -5423662.500000 Penalty: 12330.576172 Iteration 53Q: 3 clusters Score -5423662 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -5423663.000000 Penalty: 12330.576172 Iteration 54Q: 3 clusters Score -5423663 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14863 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -5423661.500000 Penalty: 12330.576172 Iteration 55Q: 3 clusters Score -5423662 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 8649 members Entering Unmasked Estep Score: -5423664.500000 Penalty: 12330.576172 Iteration 56Q: 3 clusters Score -5423664 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14888 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -5423664.500000 Penalty: 12330.576172 Iteration 57Q: 3 clusters Score -5423664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14902 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -5423675.000000 Penalty: 12330.576172 Iteration 58Q: 3 clusters Score -5423675 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -5423674.500000 Penalty: 12330.576172 Iteration 59Q: 3 clusters Score -5423674 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14917 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -5423671.000000 Penalty: 12330.576172 Iteration 60F: 3 clusters Score -5423671 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14922 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -5423675.500000 Penalty: 12330.576172 Iteration 61Q: 3 clusters Score -5423676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14927 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -5423675.500000 Penalty: 12330.576172 Iteration 62Q: 3 clusters Score -5423676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14931 members Mstep: Class 2 contains 8593 members Entering Unmasked Estep Score: -5423679.500000 Penalty: 12330.576172 Iteration 63Q: 3 clusters Score -5423680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14935 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -5423685.000000 Penalty: 12330.576172 Iteration 64Q: 3 clusters Score -5423685 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14939 members Mstep: Class 2 contains 8585 members Entering Unmasked Estep Score: -5423686.500000 Penalty: 12330.576172 Iteration 65Q: 3 clusters Score -5423686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14944 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -5423690.500000 Penalty: 12330.576172 Iteration 66Q: 3 clusters Score -5423690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14948 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -5423683.000000 Penalty: 12330.576172 Iteration 67Q: 3 clusters Score -5423683 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14952 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -5423681.000000 Penalty: 12330.576172 Iteration 68Q: 3 clusters Score -5423681 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14956 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -5423686.000000 Penalty: 12330.576172 Iteration 69Q: 3 clusters Score -5423686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14958 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -5423684.500000 Penalty: 12330.576172 Iteration 70Q: 3 clusters Score -5423684 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14959 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -5423678.500000 Penalty: 12330.576172 Iteration 71Q: 3 clusters Score -5423678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14960 members Mstep: Class 2 contains 8564 members Entering Unmasked Estep Score: -5423679.000000 Penalty: 12330.576172 Iteration 72Q: 3 clusters Score -5423679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14961 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -5423681.000000 Penalty: 12330.576172 Iteration 73Q: 3 clusters Score -5423681 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14961 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -5423681.000000 Penalty: 12330.576172 Iteration 74F: 3 clusters Score -5423681 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115933 members Mstep: Class 2 contains 28987 members Mstep: Class 3 contains 1193 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 11975 members Mstep: Class 7 contains 9229 members Mstep: Class 8 contains 8032 members Mstep: Class 9 contains 1700 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 11243 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14961 members Mstep: Class 14 contains 22725 members Mstep: Class 15 contains 8563 members Mstep: Class 16 contains 2172 members Mstep: Class 17 contains 23348 members Mstep: Class 19 contains 85497 members Mstep: Class 20 contains 18033 members Mstep: Class 21 contains 52450 members Mstep: Class 22 contains 2645 members Mstep: Class 23 contains 14658 members Entering Unmasked Estep Score: -101684552.000000 Penalty: 175058.937500 Splitting cluster 13 changes total score from -101665728.000000 to -101684552.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 14 (22725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22725 members Entering Unmasked Estep Score: -5134334.000000 Penalty: 6144.123047 Iteration 0F: 2 clusters Score -5134334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -5116135.000000 Penalty: 12288.246094 Iteration 0F: 3 clusters Score -5116135 nChanged 9282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 11524 members Entering Unmasked Estep Score: -5121121.500000 Penalty: 12288.246094 Iteration 1F: 3 clusters Score -5121122 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 11651 members Entering Unmasked Estep Score: -5121900.000000 Penalty: 12288.246094 Iteration 2F: 3 clusters Score -5121900 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -5122478.500000 Penalty: 12288.246094 Iteration 3F: 3 clusters Score -5122478 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 11971 members Entering Unmasked Estep Score: -5123058.500000 Penalty: 12288.246094 Iteration 4Q: 3 clusters Score -5123058 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -5123617.500000 Penalty: 12288.246094 Iteration 5Q: 3 clusters Score -5123618 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10159 members Mstep: Class 2 contains 12566 members Entering Unmasked Estep Score: -5124222.000000 Penalty: 12288.246094 Iteration 6Q: 3 clusters Score -5124222 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -5124964.500000 Penalty: 12288.246094 Iteration 7Q: 3 clusters Score -5124964 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -5125845.000000 Penalty: 12288.246094 Iteration 8Q: 3 clusters Score -5125845 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 14137 members Entering Unmasked Estep Score: -5126773.000000 Penalty: 12288.246094 Iteration 9F: 3 clusters Score -5126773 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -5127762.500000 Penalty: 12288.246094 Iteration 10F: 3 clusters Score -5127762 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 15003 members Entering Unmasked Estep Score: -5128566.000000 Penalty: 12288.246094 Iteration 11Q: 3 clusters Score -5128566 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 15226 members Entering Unmasked Estep Score: -5129207.000000 Penalty: 12288.246094 Iteration 12Q: 3 clusters Score -5129207 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 15321 members Entering Unmasked Estep Score: -5129541.500000 Penalty: 12288.246094 Iteration 13Q: 3 clusters Score -5129542 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -5129765.500000 Penalty: 12288.246094 Iteration 14Q: 3 clusters Score -5129766 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 15329 members Entering Unmasked Estep Score: -5129896.500000 Penalty: 12288.246094 Iteration 15Q: 3 clusters Score -5129896 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -5129983.500000 Penalty: 12288.246094 Iteration 16Q: 3 clusters Score -5129984 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 15259 members Entering Unmasked Estep Score: -5130031.500000 Penalty: 12288.246094 Iteration 17Q: 3 clusters Score -5130032 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 15217 members Entering Unmasked Estep Score: -5130063.500000 Penalty: 12288.246094 Iteration 18Q: 3 clusters Score -5130064 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 15167 members Entering Unmasked Estep Score: -5130092.000000 Penalty: 12288.246094 Iteration 19Q: 3 clusters Score -5130092 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 15109 members Entering Unmasked Estep Score: -5130137.500000 Penalty: 12288.246094 Iteration 20F: 3 clusters Score -5130138 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -5130140.000000 Penalty: 12288.246094 Iteration 21Q: 3 clusters Score -5130140 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 15022 members Entering Unmasked Estep Score: -5130148.500000 Penalty: 12288.246094 Iteration 22Q: 3 clusters Score -5130148 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 14976 members Entering Unmasked Estep Score: -5130173.000000 Penalty: 12288.246094 Iteration 23Q: 3 clusters Score -5130173 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 14934 members Entering Unmasked Estep Score: -5130171.500000 Penalty: 12288.246094 Iteration 24Q: 3 clusters Score -5130172 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 14892 members Entering Unmasked Estep Score: -5130178.000000 Penalty: 12288.246094 Iteration 25Q: 3 clusters Score -5130178 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7866 members Mstep: Class 2 contains 14859 members Entering Unmasked Estep Score: -5130179.500000 Penalty: 12288.246094 Iteration 26Q: 3 clusters Score -5130180 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 14823 members Entering Unmasked Estep Score: -5130206.000000 Penalty: 12288.246094 Iteration 27Q: 3 clusters Score -5130206 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -5130199.500000 Penalty: 12288.246094 Iteration 28Q: 3 clusters Score -5130200 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 14772 members Entering Unmasked Estep Score: -5130210.500000 Penalty: 12288.246094 Iteration 29Q: 3 clusters Score -5130210 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 14761 members Entering Unmasked Estep Score: -5130211.000000 Penalty: 12288.246094 Iteration 30Q: 3 clusters Score -5130211 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 14748 members Entering Unmasked Estep Score: -5130225.500000 Penalty: 12288.246094 Iteration 31Q: 3 clusters Score -5130226 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 14735 members Entering Unmasked Estep Score: -5130221.000000 Penalty: 12288.246094 Iteration 32Q: 3 clusters Score -5130221 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 14714 members Entering Unmasked Estep Score: -5130244.500000 Penalty: 12288.246094 Iteration 33Q: 3 clusters Score -5130244 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -5130242.500000 Penalty: 12288.246094 Iteration 34Q: 3 clusters Score -5130242 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 14679 members Entering Unmasked Estep Score: -5130253.500000 Penalty: 12288.246094 Iteration 35Q: 3 clusters Score -5130254 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 14667 members Entering Unmasked Estep Score: -5130236.000000 Penalty: 12288.246094 Iteration 36Q: 3 clusters Score -5130236 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8071 members Mstep: Class 2 contains 14654 members Entering Unmasked Estep Score: -5130235.500000 Penalty: 12288.246094 Iteration 37Q: 3 clusters Score -5130236 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -5130250.000000 Penalty: 12288.246094 Iteration 38Q: 3 clusters Score -5130250 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 14635 members Entering Unmasked Estep Score: -5130256.500000 Penalty: 12288.246094 Iteration 39Q: 3 clusters Score -5130256 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 14620 members Entering Unmasked Estep Score: -5130256.500000 Penalty: 12288.246094 Iteration 40F: 3 clusters Score -5130256 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 14609 members Entering Unmasked Estep Score: -5130264.500000 Penalty: 12288.246094 Iteration 41Q: 3 clusters Score -5130264 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -5130260.000000 Penalty: 12288.246094 Iteration 42Q: 3 clusters Score -5130260 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 14596 members Entering Unmasked Estep Score: -5130259.000000 Penalty: 12288.246094 Iteration 43Q: 3 clusters Score -5130259 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 14586 members Entering Unmasked Estep Score: -5130257.000000 Penalty: 12288.246094 Iteration 44Q: 3 clusters Score -5130257 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 14582 members Entering Unmasked Estep Score: -5130261.000000 Penalty: 12288.246094 Iteration 45Q: 3 clusters Score -5130261 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 14576 members Entering Unmasked Estep Score: -5130254.500000 Penalty: 12288.246094 Iteration 46Q: 3 clusters Score -5130254 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8155 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -5130258.500000 Penalty: 12288.246094 Iteration 47Q: 3 clusters Score -5130258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 14566 members Entering Unmasked Estep Score: -5130266.000000 Penalty: 12288.246094 Iteration 48Q: 3 clusters Score -5130266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 14563 members Entering Unmasked Estep Score: -5130269.000000 Penalty: 12288.246094 Iteration 49Q: 3 clusters Score -5130269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -5130266.500000 Penalty: 12288.246094 Iteration 50Q: 3 clusters Score -5130266 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -5130268.500000 Penalty: 12288.246094 Iteration 51Q: 3 clusters Score -5130268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -5130265.500000 Penalty: 12288.246094 Iteration 52Q: 3 clusters Score -5130266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 14548 members Entering Unmasked Estep Score: -5130259.500000 Penalty: 12288.246094 Iteration 53Q: 3 clusters Score -5130260 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8186 members Mstep: Class 2 contains 14539 members Entering Unmasked Estep Score: -5130256.000000 Penalty: 12288.246094 Iteration 54Q: 3 clusters Score -5130256 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 14524 members Entering Unmasked Estep Score: -5130262.000000 Penalty: 12288.246094 Iteration 55Q: 3 clusters Score -5130262 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 14509 members Entering Unmasked Estep Score: -5130275.000000 Penalty: 12288.246094 Iteration 56Q: 3 clusters Score -5130275 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -5130274.500000 Penalty: 12288.246094 Iteration 57Q: 3 clusters Score -5130274 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 14475 members Entering Unmasked Estep Score: -5130270.000000 Penalty: 12288.246094 Iteration 58Q: 3 clusters Score -5130270 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -5130268.000000 Penalty: 12288.246094 Iteration 59Q: 3 clusters Score -5130268 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 14454 members Entering Unmasked Estep Score: -5130272.500000 Penalty: 12288.246094 Iteration 60F: 3 clusters Score -5130272 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8287 members Mstep: Class 2 contains 14438 members Entering Unmasked Estep Score: -5130278.500000 Penalty: 12288.246094 Iteration 61Q: 3 clusters Score -5130278 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 14425 members Entering Unmasked Estep Score: -5130277.500000 Penalty: 12288.246094 Iteration 62Q: 3 clusters Score -5130278 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 14407 members Entering Unmasked Estep Score: -5130279.000000 Penalty: 12288.246094 Iteration 63Q: 3 clusters Score -5130279 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 14395 members Entering Unmasked Estep Score: -5130276.500000 Penalty: 12288.246094 Iteration 64Q: 3 clusters Score -5130276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 14386 members Entering Unmasked Estep Score: -5130283.000000 Penalty: 12288.246094 Iteration 65Q: 3 clusters Score -5130283 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 14377 members Entering Unmasked Estep Score: -5130287.000000 Penalty: 12288.246094 Iteration 66Q: 3 clusters Score -5130287 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 14369 members Entering Unmasked Estep Score: -5130289.000000 Penalty: 12288.246094 Iteration 67Q: 3 clusters Score -5130289 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -5130292.500000 Penalty: 12288.246094 Iteration 68Q: 3 clusters Score -5130292 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 14348 members Entering Unmasked Estep Score: -5130296.500000 Penalty: 12288.246094 Iteration 69Q: 3 clusters Score -5130296 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 14335 members Entering Unmasked Estep Score: -5130299.500000 Penalty: 12288.246094 Iteration 70Q: 3 clusters Score -5130300 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 14323 members Entering Unmasked Estep Score: -5130295.000000 Penalty: 12288.246094 Iteration 71Q: 3 clusters Score -5130295 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 14317 members Entering Unmasked Estep Score: -5130300.500000 Penalty: 12288.246094 Iteration 72Q: 3 clusters Score -5130300 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 14307 members Entering Unmasked Estep Score: -5130302.500000 Penalty: 12288.246094 Iteration 73Q: 3 clusters Score -5130302 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -5130308.000000 Penalty: 12288.246094 Iteration 74Q: 3 clusters Score -5130308 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8432 members Mstep: Class 2 contains 14293 members Entering Unmasked Estep Score: -5130305.500000 Penalty: 12288.246094 Iteration 75Q: 3 clusters Score -5130306 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Mstep: Class 2 contains 14287 members Entering Unmasked Estep Score: -5130310.000000 Penalty: 12288.246094 Iteration 76Q: 3 clusters Score -5130310 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 14278 members Entering Unmasked Estep Score: -5130306.500000 Penalty: 12288.246094 Iteration 77Q: 3 clusters Score -5130306 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 14273 members Entering Unmasked Estep Score: -5130309.000000 Penalty: 12288.246094 Iteration 78Q: 3 clusters Score -5130309 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 14262 members Entering Unmasked Estep Score: -5130306.000000 Penalty: 12288.246094 Iteration 79Q: 3 clusters Score -5130306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 14255 members Entering Unmasked Estep Score: -5130312.500000 Penalty: 12288.246094 Iteration 80F: 3 clusters Score -5130312 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 14249 members Entering Unmasked Estep Score: -5130311.000000 Penalty: 12288.246094 Iteration 81Q: 3 clusters Score -5130311 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -5130317.500000 Penalty: 12288.246094 Iteration 82Q: 3 clusters Score -5130318 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 14230 members Entering Unmasked Estep Score: -5130311.500000 Penalty: 12288.246094 Iteration 83Q: 3 clusters Score -5130312 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8505 members Mstep: Class 2 contains 14220 members Entering Unmasked Estep Score: -5130325.000000 Penalty: 12288.246094 Iteration 84Q: 3 clusters Score -5130325 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -5130324.000000 Penalty: 12288.246094 Iteration 85Q: 3 clusters Score -5130324 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -5130318.500000 Penalty: 12288.246094 Iteration 86Q: 3 clusters Score -5130318 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -5130327.500000 Penalty: 12288.246094 Iteration 87Q: 3 clusters Score -5130328 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -5130338.000000 Penalty: 12288.246094 Iteration 88Q: 3 clusters Score -5130338 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 14158 members Entering Unmasked Estep Score: -5130325.000000 Penalty: 12288.246094 Iteration 89Q: 3 clusters Score -5130325 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 14149 members Entering Unmasked Estep Score: -5130338.500000 Penalty: 12288.246094 Iteration 90Q: 3 clusters Score -5130338 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 14139 members Entering Unmasked Estep Score: -5130330.000000 Penalty: 12288.246094 Iteration 91Q: 3 clusters Score -5130330 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 14135 members Entering Unmasked Estep Score: -5130334.000000 Penalty: 12288.246094 Iteration 92Q: 3 clusters Score -5130334 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -5130333.000000 Penalty: 12288.246094 Iteration 93Q: 3 clusters Score -5130333 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 14123 members Entering Unmasked Estep Score: -5130335.500000 Penalty: 12288.246094 Iteration 94Q: 3 clusters Score -5130336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 14120 members Entering Unmasked Estep Score: -5130332.000000 Penalty: 12288.246094 Iteration 95Q: 3 clusters Score -5130332 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8608 members Mstep: Class 2 contains 14117 members Entering Unmasked Estep Score: -5130336.000000 Penalty: 12288.246094 Iteration 96Q: 3 clusters Score -5130336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 14115 members Entering Unmasked Estep Score: -5130336.500000 Penalty: 12288.246094 Iteration 97Q: 3 clusters Score -5130336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 14114 members Entering Unmasked Estep Score: -5130333.500000 Penalty: 12288.246094 Iteration 98Q: 3 clusters Score -5130334 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 14108 members Entering Unmasked Estep Score: -5130340.000000 Penalty: 12288.246094 Iteration 99Q: 3 clusters Score -5130340 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 14101 members Entering Unmasked Estep Score: -5130341.500000 Penalty: 12288.246094 Iteration 100F: 3 clusters Score -5130342 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 14097 members Entering Unmasked Estep Score: -5130343.500000 Penalty: 12288.246094 Iteration 101Q: 3 clusters Score -5130344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 14094 members Entering Unmasked Estep Score: -5130338.500000 Penalty: 12288.246094 Iteration 102Q: 3 clusters Score -5130338 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 14090 members Entering Unmasked Estep Score: -5130336.500000 Penalty: 12288.246094 Iteration 103Q: 3 clusters Score -5130336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 14091 members Entering Unmasked Estep Score: -5130338.000000 Penalty: 12288.246094 Iteration 104Q: 3 clusters Score -5130338 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 14091 members Entering Unmasked Estep Score: -5130338.000000 Penalty: 12288.246094 Iteration 105F: 3 clusters Score -5130338 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Entering Unmasked Estep Score: -476885.750000 Penalty: 4706.084473 Iteration 0F: 2 clusters Score -476885.8 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 1138 members Entering Unmasked Estep Score: -471893.968750 Penalty: 9412.168945 Iteration 0F: 3 clusters Score -471894 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -473208.281250 Penalty: 9412.168945 Iteration 1F: 3 clusters Score -473208.3 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -474785.937500 Penalty: 9412.168945 Iteration 2F: 3 clusters Score -474785.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -476508.468750 Penalty: 9412.168945 Iteration 3F: 3 clusters Score -476508.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -477212.531250 Penalty: 9412.168945 Iteration 4F: 3 clusters Score -477212.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -477847.531250 Penalty: 9412.168945 Iteration 5F: 3 clusters Score -477847.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -478385.437500 Penalty: 9412.168945 Iteration 6Q: 3 clusters Score -478385.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -478823.125000 Penalty: 9412.168945 Iteration 7Q: 3 clusters Score -478823.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -479079.656250 Penalty: 9412.168945 Iteration 8Q: 3 clusters Score -479079.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -479224.562500 Penalty: 9412.168945 Iteration 9Q: 3 clusters Score -479224.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -479290.687500 Penalty: 9412.168945 Iteration 10Q: 3 clusters Score -479290.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -479322.625000 Penalty: 9412.168945 Iteration 11Q: 3 clusters Score -479322.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -479364.468750 Penalty: 9412.168945 Iteration 12Q: 3 clusters Score -479364.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -479400.656250 Penalty: 9412.168945 Iteration 13Q: 3 clusters Score -479400.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -479419.750000 Penalty: 9412.168945 Iteration 14Q: 3 clusters Score -479419.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -479456.718750 Penalty: 9412.168945 Iteration 15Q: 3 clusters Score -479456.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -479494.156250 Penalty: 9412.168945 Iteration 16Q: 3 clusters Score -479494.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -479548.093750 Penalty: 9412.168945 Iteration 17Q: 3 clusters Score -479548.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -479667.593750 Penalty: 9412.168945 Iteration 18Q: 3 clusters Score -479667.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -479930.312500 Penalty: 9412.168945 Iteration 19Q: 3 clusters Score -479930.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -480246.250000 Penalty: 9412.168945 Iteration 20F: 3 clusters Score -480246.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -480346.906250 Penalty: 9412.168945 Iteration 21Q: 3 clusters Score -480346.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -480371.593750 Penalty: 9412.168945 Iteration 22Q: 3 clusters Score -480371.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -480371.593750 Penalty: 9412.168945 Iteration 23F: 3 clusters Score -480371.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115933 members Mstep: Class 2 contains 28987 members Mstep: Class 3 contains 1193 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 11975 members Mstep: Class 7 contains 9229 members Mstep: Class 8 contains 8032 members Mstep: Class 9 contains 1700 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 11243 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14961 members Mstep: Class 14 contains 22725 members Mstep: Class 15 contains 8563 members Mstep: Class 16 contains 1197 members Mstep: Class 17 contains 23348 members Mstep: Class 18 contains 975 members Mstep: Class 19 contains 85497 members Mstep: Class 20 contains 18033 members Mstep: Class 21 contains 52450 members Mstep: Class 22 contains 2645 members Mstep: Class 23 contains 14658 members Entering Unmasked Estep Score: -101684768.000000 Penalty: 183016.156250 Splitting cluster 16 changes total score from -101665728.000000 to -101684768.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 17 (23348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23348 members Entering Unmasked Estep Score: -5474576.000000 Penalty: 6160.688477 Iteration 0F: 2 clusters Score -5474576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -5455966.000000 Penalty: 12321.376953 Iteration 0F: 3 clusters Score -5455966 nChanged 9592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -5461008.500000 Penalty: 12321.376953 Iteration 1F: 3 clusters Score -5461008 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11663 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -5461699.500000 Penalty: 12321.376953 Iteration 2F: 3 clusters Score -5461700 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11660 members Mstep: Class 2 contains 11688 members Entering Unmasked Estep Score: -5462243.500000 Penalty: 12321.376953 Iteration 3Q: 3 clusters Score -5462244 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -5462762.500000 Penalty: 12321.376953 Iteration 4Q: 3 clusters Score -5462762 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -5463317.500000 Penalty: 12321.376953 Iteration 5Q: 3 clusters Score -5463318 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11998 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -5463826.000000 Penalty: 12321.376953 Iteration 6Q: 3 clusters Score -5463826 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -5464275.500000 Penalty: 12321.376953 Iteration 7Q: 3 clusters Score -5464276 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12556 members Mstep: Class 2 contains 10792 members Entering Unmasked Estep Score: -5464722.500000 Penalty: 12321.376953 Iteration 8Q: 3 clusters Score -5464722 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12930 members Mstep: Class 2 contains 10418 members Entering Unmasked Estep Score: -5465244.500000 Penalty: 12321.376953 Iteration 9Q: 3 clusters Score -5465244 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -5465795.500000 Penalty: 12321.376953 Iteration 10Q: 3 clusters Score -5465796 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13900 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -5466441.000000 Penalty: 12321.376953 Iteration 11Q: 3 clusters Score -5466441 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14459 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -5467132.500000 Penalty: 12321.376953 Iteration 12Q: 3 clusters Score -5467132 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15018 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -5467922.500000 Penalty: 12321.376953 Iteration 13Q: 3 clusters Score -5467922 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15593 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -5468843.000000 Penalty: 12321.376953 Iteration 14Q: 3 clusters Score -5468843 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -5469775.500000 Penalty: 12321.376953 Iteration 15Q: 3 clusters Score -5469776 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16398 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -5470471.000000 Penalty: 12321.376953 Iteration 16Q: 3 clusters Score -5470471 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16628 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -5470884.500000 Penalty: 12321.376953 Iteration 17Q: 3 clusters Score -5470884 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16829 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -5471132.500000 Penalty: 12321.376953 Iteration 18Q: 3 clusters Score -5471132 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16978 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -5471221.000000 Penalty: 12321.376953 Iteration 19Q: 3 clusters Score -5471221 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17071 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -5471270.500000 Penalty: 12321.376953 Iteration 20F: 3 clusters Score -5471270 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17148 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -5471308.500000 Penalty: 12321.376953 Iteration 21Q: 3 clusters Score -5471308 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17206 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -5471315.500000 Penalty: 12321.376953 Iteration 22Q: 3 clusters Score -5471316 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17240 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -5471339.500000 Penalty: 12321.376953 Iteration 23Q: 3 clusters Score -5471340 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17263 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -5471352.000000 Penalty: 12321.376953 Iteration 24Q: 3 clusters Score -5471352 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17281 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -5471345.500000 Penalty: 12321.376953 Iteration 25Q: 3 clusters Score -5471346 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17290 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -5471344.500000 Penalty: 12321.376953 Iteration 26Q: 3 clusters Score -5471344 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17300 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -5471352.000000 Penalty: 12321.376953 Iteration 27Q: 3 clusters Score -5471352 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17306 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -5471341.500000 Penalty: 12321.376953 Iteration 28Q: 3 clusters Score -5471342 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17308 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -5471344.000000 Penalty: 12321.376953 Iteration 29Q: 3 clusters Score -5471344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17308 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -5471351.500000 Penalty: 12321.376953 Iteration 30Q: 3 clusters Score -5471352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17313 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -5471356.500000 Penalty: 12321.376953 Iteration 31Q: 3 clusters Score -5471356 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -5471358.500000 Penalty: 12321.376953 Iteration 32Q: 3 clusters Score -5471358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -5471362.000000 Penalty: 12321.376953 Iteration 33Q: 3 clusters Score -5471362 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17318 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -5471357.000000 Penalty: 12321.376953 Iteration 34Q: 3 clusters Score -5471357 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -5471359.500000 Penalty: 12321.376953 Iteration 35Q: 3 clusters Score -5471360 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -5471359.500000 Penalty: 12321.376953 Iteration 36F: 3 clusters Score -5471360 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (85497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85497 members Entering Unmasked Estep Score: -20307062.000000 Penalty: 6955.694824 Iteration 0F: 2 clusters Score -2.030706e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42849 members Mstep: Class 2 contains 42648 members Entering Unmasked Estep Score: -20253434.000000 Penalty: 13911.389648 Iteration 0F: 3 clusters Score -2.025343e+07 nChanged 38705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42990 members Mstep: Class 2 contains 42507 members Entering Unmasked Estep Score: -20274684.000000 Penalty: 13911.389648 Iteration 1F: 3 clusters Score -2.027468e+07 nChanged 3954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43214 members Mstep: Class 2 contains 42283 members Entering Unmasked Estep Score: -20275956.000000 Penalty: 13911.389648 Iteration 2Q: 3 clusters Score -2.027596e+07 nChanged 3700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43478 members Mstep: Class 2 contains 42019 members Entering Unmasked Estep Score: -20277350.000000 Penalty: 13911.389648 Iteration 3Q: 3 clusters Score -2.027735e+07 nChanged 3684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43840 members Mstep: Class 2 contains 41657 members Entering Unmasked Estep Score: -20278828.000000 Penalty: 13911.389648 Iteration 4Q: 3 clusters Score -2.027883e+07 nChanged 3706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44268 members Mstep: Class 2 contains 41229 members Entering Unmasked Estep Score: -20280376.000000 Penalty: 13911.389648 Iteration 5Q: 3 clusters Score -2.028038e+07 nChanged 3745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44663 members Mstep: Class 2 contains 40834 members Entering Unmasked Estep Score: -20281882.000000 Penalty: 13911.389648 Iteration 6Q: 3 clusters Score -2.028188e+07 nChanged 3808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45069 members Mstep: Class 2 contains 40428 members Entering Unmasked Estep Score: -20283458.000000 Penalty: 13911.389648 Iteration 7Q: 3 clusters Score -2.028346e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45541 members Mstep: Class 2 contains 39956 members Entering Unmasked Estep Score: -20285010.000000 Penalty: 13911.389648 Iteration 8Q: 3 clusters Score -2.028501e+07 nChanged 3730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46015 members Mstep: Class 2 contains 39482 members Entering Unmasked Estep Score: -20286618.000000 Penalty: 13911.389648 Iteration 9Q: 3 clusters Score -2.028662e+07 nChanged 3585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46498 members Mstep: Class 2 contains 38999 members Entering Unmasked Estep Score: -20288280.000000 Penalty: 13911.389648 Iteration 10Q: 3 clusters Score -2.028828e+07 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46934 members Mstep: Class 2 contains 38563 members Entering Unmasked Estep Score: -20289938.000000 Penalty: 13911.389648 Iteration 11Q: 3 clusters Score -2.028994e+07 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47206 members Mstep: Class 2 contains 38291 members Entering Unmasked Estep Score: -20291136.000000 Penalty: 13911.389648 Iteration 12Q: 3 clusters Score -2.029114e+07 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47351 members Mstep: Class 2 contains 38146 members Entering Unmasked Estep Score: -20292252.000000 Penalty: 13911.389648 Iteration 13Q: 3 clusters Score -2.029225e+07 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47340 members Mstep: Class 2 contains 38157 members Entering Unmasked Estep Score: -20293168.000000 Penalty: 13911.389648 Iteration 14Q: 3 clusters Score -2.029317e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47369 members Mstep: Class 2 contains 38128 members Entering Unmasked Estep Score: -20293762.000000 Penalty: 13911.389648 Iteration 15Q: 3 clusters Score -2.029376e+07 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47402 members Mstep: Class 2 contains 38095 members Entering Unmasked Estep Score: -20294172.000000 Penalty: 13911.389648 Iteration 16Q: 3 clusters Score -2.029417e+07 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47473 members Mstep: Class 2 contains 38024 members Entering Unmasked Estep Score: -20294484.000000 Penalty: 13911.389648 Iteration 17Q: 3 clusters Score -2.029448e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47535 members Mstep: Class 2 contains 37962 members Entering Unmasked Estep Score: -20294530.000000 Penalty: 13911.389648 Iteration 18Q: 3 clusters Score -2.029453e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47626 members Mstep: Class 2 contains 37871 members Entering Unmasked Estep Score: -20294654.000000 Penalty: 13911.389648 Iteration 19Q: 3 clusters Score -2.029465e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47736 members Mstep: Class 2 contains 37761 members Entering Unmasked Estep Score: -20294660.000000 Penalty: 13911.389648 Iteration 20F: 3 clusters Score -2.029466e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47850 members Mstep: Class 2 contains 37647 members Entering Unmasked Estep Score: -20294762.000000 Penalty: 13911.389648 Iteration 21Q: 3 clusters Score -2.029476e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47979 members Mstep: Class 2 contains 37518 members Entering Unmasked Estep Score: -20294832.000000 Penalty: 13911.389648 Iteration 22Q: 3 clusters Score -2.029483e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48139 members Mstep: Class 2 contains 37358 members Entering Unmasked Estep Score: -20294934.000000 Penalty: 13911.389648 Iteration 23Q: 3 clusters Score -2.029493e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48304 members Mstep: Class 2 contains 37193 members Entering Unmasked Estep Score: -20295012.000000 Penalty: 13911.389648 Iteration 24Q: 3 clusters Score -2.029501e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48484 members Mstep: Class 2 contains 37013 members Entering Unmasked Estep Score: -20295020.000000 Penalty: 13911.389648 Iteration 25Q: 3 clusters Score -2.029502e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48649 members Mstep: Class 2 contains 36848 members Entering Unmasked Estep Score: -20295058.000000 Penalty: 13911.389648 Iteration 26Q: 3 clusters Score -2.029506e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48820 members Mstep: Class 2 contains 36677 members Entering Unmasked Estep Score: -20295180.000000 Penalty: 13911.389648 Iteration 27Q: 3 clusters Score -2.029518e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48958 members Mstep: Class 2 contains 36539 members Entering Unmasked Estep Score: -20295248.000000 Penalty: 13911.389648 Iteration 28Q: 3 clusters Score -2.029525e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49097 members Mstep: Class 2 contains 36400 members Entering Unmasked Estep Score: -20295226.000000 Penalty: 13911.389648 Iteration 29Q: 3 clusters Score -2.029523e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49272 members Mstep: Class 2 contains 36225 members Entering Unmasked Estep Score: -20295214.000000 Penalty: 13911.389648 Iteration 30Q: 3 clusters Score -2.029521e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49459 members Mstep: Class 2 contains 36038 members Entering Unmasked Estep Score: -20295252.000000 Penalty: 13911.389648 Iteration 31Q: 3 clusters Score -2.029525e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49647 members Mstep: Class 2 contains 35850 members Entering Unmasked Estep Score: -20295296.000000 Penalty: 13911.389648 Iteration 32Q: 3 clusters Score -2.02953e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49843 members Mstep: Class 2 contains 35654 members Entering Unmasked Estep Score: -20295306.000000 Penalty: 13911.389648 Iteration 33Q: 3 clusters Score -2.029531e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50071 members Mstep: Class 2 contains 35426 members Entering Unmasked Estep Score: -20295342.000000 Penalty: 13911.389648 Iteration 34Q: 3 clusters Score -2.029534e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50318 members Mstep: Class 2 contains 35179 members Entering Unmasked Estep Score: -20295304.000000 Penalty: 13911.389648 Iteration 35Q: 3 clusters Score -2.02953e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50561 members Mstep: Class 2 contains 34936 members Entering Unmasked Estep Score: -20295344.000000 Penalty: 13911.389648 Iteration 36Q: 3 clusters Score -2.029534e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50831 members Mstep: Class 2 contains 34666 members Entering Unmasked Estep Score: -20295306.000000 Penalty: 13911.389648 Iteration 37Q: 3 clusters Score -2.029531e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51120 members Mstep: Class 2 contains 34377 members Entering Unmasked Estep Score: -20295404.000000 Penalty: 13911.389648 Iteration 38Q: 3 clusters Score -2.02954e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51424 members Mstep: Class 2 contains 34073 members Entering Unmasked Estep Score: -20295396.000000 Penalty: 13911.389648 Iteration 39Q: 3 clusters Score -2.02954e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51736 members Mstep: Class 2 contains 33761 members Entering Unmasked Estep Score: -20295472.000000 Penalty: 13911.389648 Iteration 40F: 3 clusters Score -2.029547e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52058 members Mstep: Class 2 contains 33439 members Entering Unmasked Estep Score: -20295498.000000 Penalty: 13911.389648 Iteration 41Q: 3 clusters Score -2.02955e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52407 members Mstep: Class 2 contains 33090 members Entering Unmasked Estep Score: -20295502.000000 Penalty: 13911.389648 Iteration 42Q: 3 clusters Score -2.02955e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52759 members Mstep: Class 2 contains 32738 members Entering Unmasked Estep Score: -20295564.000000 Penalty: 13911.389648 Iteration 43Q: 3 clusters Score -2.029556e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53091 members Mstep: Class 2 contains 32406 members Entering Unmasked Estep Score: -20295676.000000 Penalty: 13911.389648 Iteration 44Q: 3 clusters Score -2.029568e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53436 members Mstep: Class 2 contains 32061 members Entering Unmasked Estep Score: -20295704.000000 Penalty: 13911.389648 Iteration 45Q: 3 clusters Score -2.02957e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53779 members Mstep: Class 2 contains 31718 members Entering Unmasked Estep Score: -20295738.000000 Penalty: 13911.389648 Iteration 46Q: 3 clusters Score -2.029574e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54124 members Mstep: Class 2 contains 31373 members Entering Unmasked Estep Score: -20295786.000000 Penalty: 13911.389648 Iteration 47Q: 3 clusters Score -2.029579e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54462 members Mstep: Class 2 contains 31035 members Entering Unmasked Estep Score: -20295844.000000 Penalty: 13911.389648 Iteration 48Q: 3 clusters Score -2.029584e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54849 members Mstep: Class 2 contains 30648 members Entering Unmasked Estep Score: -20295882.000000 Penalty: 13911.389648 Iteration 49Q: 3 clusters Score -2.029588e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55245 members Mstep: Class 2 contains 30252 members Entering Unmasked Estep Score: -20295908.000000 Penalty: 13911.389648 Iteration 50Q: 3 clusters Score -2.029591e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55649 members Mstep: Class 2 contains 29848 members Entering Unmasked Estep Score: -20295948.000000 Penalty: 13911.389648 Iteration 51Q: 3 clusters Score -2.029595e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56056 members Mstep: Class 2 contains 29441 members Entering Unmasked Estep Score: -20296012.000000 Penalty: 13911.389648 Iteration 52Q: 3 clusters Score -2.029601e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56453 members Mstep: Class 2 contains 29044 members Entering Unmasked Estep Score: -20296038.000000 Penalty: 13911.389648 Iteration 53Q: 3 clusters Score -2.029604e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56881 members Mstep: Class 2 contains 28616 members Entering Unmasked Estep Score: -20296134.000000 Penalty: 13911.389648 Iteration 54Q: 3 clusters Score -2.029613e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57354 members Mstep: Class 2 contains 28143 members Entering Unmasked Estep Score: -20296198.000000 Penalty: 13911.389648 Iteration 55Q: 3 clusters Score -2.02962e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57828 members Mstep: Class 2 contains 27669 members Entering Unmasked Estep Score: -20296274.000000 Penalty: 13911.389648 Iteration 56Q: 3 clusters Score -2.029627e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58338 members Mstep: Class 2 contains 27159 members Entering Unmasked Estep Score: -20296324.000000 Penalty: 13911.389648 Iteration 57Q: 3 clusters Score -2.029632e+07 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58832 members Mstep: Class 2 contains 26665 members Entering Unmasked Estep Score: -20296394.000000 Penalty: 13911.389648 Iteration 58Q: 3 clusters Score -2.029639e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59354 members Mstep: Class 2 contains 26143 members Entering Unmasked Estep Score: -20296466.000000 Penalty: 13911.389648 Iteration 59Q: 3 clusters Score -2.029647e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59926 members Mstep: Class 2 contains 25571 members Entering Unmasked Estep Score: -20296502.000000 Penalty: 13911.389648 Iteration 60F: 3 clusters Score -2.02965e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60537 members Mstep: Class 2 contains 24960 members Entering Unmasked Estep Score: -20296634.000000 Penalty: 13911.389648 Iteration 61Q: 3 clusters Score -2.029663e+07 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61174 members Mstep: Class 2 contains 24323 members Entering Unmasked Estep Score: -20296748.000000 Penalty: 13911.389648 Iteration 62Q: 3 clusters Score -2.029675e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61844 members Mstep: Class 2 contains 23653 members Entering Unmasked Estep Score: -20296874.000000 Penalty: 13911.389648 Iteration 63Q: 3 clusters Score -2.029687e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62525 members Mstep: Class 2 contains 22972 members Entering Unmasked Estep Score: -20297044.000000 Penalty: 13911.389648 Iteration 64Q: 3 clusters Score -2.029704e+07 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63220 members Mstep: Class 2 contains 22277 members Entering Unmasked Estep Score: -20297172.000000 Penalty: 13911.389648 Iteration 65Q: 3 clusters Score -2.029717e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63934 members Mstep: Class 2 contains 21563 members Entering Unmasked Estep Score: -20297294.000000 Penalty: 13911.389648 Iteration 66Q: 3 clusters Score -2.029729e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64619 members Mstep: Class 2 contains 20878 members Entering Unmasked Estep Score: -20297458.000000 Penalty: 13911.389648 Iteration 67Q: 3 clusters Score -2.029746e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65335 members Mstep: Class 2 contains 20162 members Entering Unmasked Estep Score: -20297634.000000 Penalty: 13911.389648 Iteration 68Q: 3 clusters Score -2.029763e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66086 members Mstep: Class 2 contains 19411 members Entering Unmasked Estep Score: -20297842.000000 Penalty: 13911.389648 Iteration 69Q: 3 clusters Score -2.029784e+07 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66894 members Mstep: Class 2 contains 18603 members Entering Unmasked Estep Score: -20298030.000000 Penalty: 13911.389648 Iteration 70Q: 3 clusters Score -2.029803e+07 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67681 members Mstep: Class 2 contains 17816 members Entering Unmasked Estep Score: -20298238.000000 Penalty: 13911.389648 Iteration 71Q: 3 clusters Score -2.029824e+07 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68520 members Mstep: Class 2 contains 16977 members Entering Unmasked Estep Score: -20298488.000000 Penalty: 13911.389648 Iteration 72Q: 3 clusters Score -2.029849e+07 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69398 members Mstep: Class 2 contains 16099 members Entering Unmasked Estep Score: -20298736.000000 Penalty: 13911.389648 Iteration 73Q: 3 clusters Score -2.029874e+07 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70265 members Mstep: Class 2 contains 15232 members Entering Unmasked Estep Score: -20299072.000000 Penalty: 13911.389648 Iteration 74Q: 3 clusters Score -2.029907e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71165 members Mstep: Class 2 contains 14332 members Entering Unmasked Estep Score: -20299316.000000 Penalty: 13911.389648 Iteration 75Q: 3 clusters Score -2.029932e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72068 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -20299508.000000 Penalty: 13911.389648 Iteration 76Q: 3 clusters Score -2.029951e+07 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72989 members Mstep: Class 2 contains 12508 members Entering Unmasked Estep Score: -20299830.000000 Penalty: 13911.389648 Iteration 77Q: 3 clusters Score -2.029983e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73897 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -20300236.000000 Penalty: 13911.389648 Iteration 78Q: 3 clusters Score -2.030024e+07 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74800 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -20300498.000000 Penalty: 13911.389648 Iteration 79Q: 3 clusters Score -2.03005e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75704 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -20300842.000000 Penalty: 13911.389648 Iteration 80F: 3 clusters Score -2.030084e+07 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76539 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -20301100.000000 Penalty: 13911.389648 Iteration 81Q: 3 clusters Score -2.03011e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77373 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -20301392.000000 Penalty: 13911.389648 Iteration 82Q: 3 clusters Score -2.030139e+07 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78238 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -20301572.000000 Penalty: 13911.389648 Iteration 83Q: 3 clusters Score -2.030157e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79011 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -20301742.000000 Penalty: 13911.389648 Iteration 84Q: 3 clusters Score -2.030174e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79740 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -20301818.000000 Penalty: 13911.389648 Iteration 85Q: 3 clusters Score -2.030182e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80409 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -20301940.000000 Penalty: 13911.389648 Iteration 86Q: 3 clusters Score -2.030194e+07 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81010 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -20301994.000000 Penalty: 13911.389648 Iteration 87Q: 3 clusters Score -2.030199e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81540 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -20301984.000000 Penalty: 13911.389648 Iteration 88Q: 3 clusters Score -2.030198e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81954 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -20302080.000000 Penalty: 13911.389648 Iteration 89Q: 3 clusters Score -2.030208e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82312 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -20302074.000000 Penalty: 13911.389648 Iteration 90Q: 3 clusters Score -2.030207e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82600 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -20302108.000000 Penalty: 13911.389648 Iteration 91Q: 3 clusters Score -2.030211e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82842 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -20302202.000000 Penalty: 13911.389648 Iteration 92Q: 3 clusters Score -2.03022e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83018 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -20302236.000000 Penalty: 13911.389648 Iteration 93Q: 3 clusters Score -2.030224e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83165 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -20302190.000000 Penalty: 13911.389648 Iteration 94Q: 3 clusters Score -2.030219e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83250 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -20302204.000000 Penalty: 13911.389648 Iteration 95Q: 3 clusters Score -2.03022e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83331 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -20302250.000000 Penalty: 13911.389648 Iteration 96Q: 3 clusters Score -2.030225e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83409 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -20302288.000000 Penalty: 13911.389648 Iteration 97Q: 3 clusters Score -2.030229e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83491 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -20302318.000000 Penalty: 13911.389648 Iteration 98Q: 3 clusters Score -2.030232e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83549 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -20302348.000000 Penalty: 13911.389648 Iteration 99Q: 3 clusters Score -2.030235e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83600 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -20302382.000000 Penalty: 13911.389648 Iteration 100F: 3 clusters Score -2.030238e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83644 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -20302394.000000 Penalty: 13911.389648 Iteration 101Q: 3 clusters Score -2.030239e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83674 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -20302418.000000 Penalty: 13911.389648 Iteration 102Q: 3 clusters Score -2.030242e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83698 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -20302418.000000 Penalty: 13911.389648 Iteration 103Q: 3 clusters Score -2.030242e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83712 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -20302422.000000 Penalty: 13911.389648 Iteration 104Q: 3 clusters Score -2.030242e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83729 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -20302452.000000 Penalty: 13911.389648 Iteration 105Q: 3 clusters Score -2.030245e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83745 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -20302448.000000 Penalty: 13911.389648 Iteration 106Q: 3 clusters Score -2.030245e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83752 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -20302452.000000 Penalty: 13911.389648 Iteration 107Q: 3 clusters Score -2.030245e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83760 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -20302468.000000 Penalty: 13911.389648 Iteration 108Q: 3 clusters Score -2.030247e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83772 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -20302458.000000 Penalty: 13911.389648 Iteration 109Q: 3 clusters Score -2.030246e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83775 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -20302452.000000 Penalty: 13911.389648 Iteration 110Q: 3 clusters Score -2.030245e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83779 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -20302444.000000 Penalty: 13911.389648 Iteration 111Q: 3 clusters Score -2.030244e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83779 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -20302466.000000 Penalty: 13911.389648 Iteration 112Q: 3 clusters Score -2.030247e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83779 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -20302466.000000 Penalty: 13911.389648 Iteration 113F: 3 clusters Score -2.030247e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (18033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18033 members Entering Unmasked Estep Score: -4190062.750000 Penalty: 6002.474609 Iteration 0F: 2 clusters Score -4190063 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -4174826.250000 Penalty: 12004.949219 Iteration 0F: 3 clusters Score -4174826 nChanged 7214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -4178682.500000 Penalty: 12004.949219 Iteration 1F: 3 clusters Score -4178682 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -4179290.000000 Penalty: 12004.949219 Iteration 2F: 3 clusters Score -4179290 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -4179739.250000 Penalty: 12004.949219 Iteration 3F: 3 clusters Score -4179739 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -4180063.000000 Penalty: 12004.949219 Iteration 4Q: 3 clusters Score -4180063 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -4180300.750000 Penalty: 12004.949219 Iteration 5Q: 3 clusters Score -4180301 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10051 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -4180591.750000 Penalty: 12004.949219 Iteration 6Q: 3 clusters Score -4180592 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -4180993.000000 Penalty: 12004.949219 Iteration 7Q: 3 clusters Score -4180993 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10792 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -4181568.000000 Penalty: 12004.949219 Iteration 8Q: 3 clusters Score -4181568 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -4182366.250000 Penalty: 12004.949219 Iteration 9Q: 3 clusters Score -4182366 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -4183379.750000 Penalty: 12004.949219 Iteration 10F: 3 clusters Score -4183380 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13183 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -4184510.000000 Penalty: 12004.949219 Iteration 11F: 3 clusters Score -4184510 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14192 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -4185680.250000 Penalty: 12004.949219 Iteration 12F: 3 clusters Score -4185680 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -4186677.500000 Penalty: 12004.949219 Iteration 13F: 3 clusters Score -4186678 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15717 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -4187389.000000 Penalty: 12004.949219 Iteration 14Q: 3 clusters Score -4187389 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16167 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -4187870.250000 Penalty: 12004.949219 Iteration 15Q: 3 clusters Score -4187870 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16449 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -4188146.250000 Penalty: 12004.949219 Iteration 16Q: 3 clusters Score -4188146 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16636 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -4188336.500000 Penalty: 12004.949219 Iteration 17Q: 3 clusters Score -4188336 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16760 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -4188440.250000 Penalty: 12004.949219 Iteration 18Q: 3 clusters Score -4188440 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16862 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -4188533.750000 Penalty: 12004.949219 Iteration 19Q: 3 clusters Score -4188534 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16945 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -4188621.250000 Penalty: 12004.949219 Iteration 20F: 3 clusters Score -4188621 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17004 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -4188672.750000 Penalty: 12004.949219 Iteration 21Q: 3 clusters Score -4188673 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -4188712.750000 Penalty: 12004.949219 Iteration 22Q: 3 clusters Score -4188713 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17077 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -4188741.000000 Penalty: 12004.949219 Iteration 23Q: 3 clusters Score -4188741 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17086 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -4188754.500000 Penalty: 12004.949219 Iteration 24Q: 3 clusters Score -4188754 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17099 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -4188756.250000 Penalty: 12004.949219 Iteration 25Q: 3 clusters Score -4188756 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17112 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -4188772.000000 Penalty: 12004.949219 Iteration 26Q: 3 clusters Score -4188772 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -4188777.250000 Penalty: 12004.949219 Iteration 27Q: 3 clusters Score -4188777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17130 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -4188782.750000 Penalty: 12004.949219 Iteration 28Q: 3 clusters Score -4188783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17136 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -4188789.250000 Penalty: 12004.949219 Iteration 29Q: 3 clusters Score -4188789 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -4188793.500000 Penalty: 12004.949219 Iteration 30Q: 3 clusters Score -4188794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17140 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -4188789.750000 Penalty: 12004.949219 Iteration 31Q: 3 clusters Score -4188790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17144 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -4188795.750000 Penalty: 12004.949219 Iteration 32Q: 3 clusters Score -4188796 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17153 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -4188810.750000 Penalty: 12004.949219 Iteration 33Q: 3 clusters Score -4188811 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17158 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -4188823.000000 Penalty: 12004.949219 Iteration 34Q: 3 clusters Score -4188823 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17162 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -4188827.000000 Penalty: 12004.949219 Iteration 35Q: 3 clusters Score -4188827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17167 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -4188834.000000 Penalty: 12004.949219 Iteration 36Q: 3 clusters Score -4188834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17169 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -4188837.500000 Penalty: 12004.949219 Iteration 37Q: 3 clusters Score -4188838 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17173 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -4188842.000000 Penalty: 12004.949219 Iteration 38Q: 3 clusters Score -4188842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17177 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -4188843.500000 Penalty: 12004.949219 Iteration 39Q: 3 clusters Score -4188844 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17182 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -4188852.000000 Penalty: 12004.949219 Iteration 40F: 3 clusters Score -4188852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17186 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -4188851.750000 Penalty: 12004.949219 Iteration 41Q: 3 clusters Score -4188852 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17186 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -4188851.750000 Penalty: 12004.949219 Iteration 42F: 3 clusters Score -4188852 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (52450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52450 members Entering Unmasked Estep Score: -12407428.000000 Penalty: 6656.414551 Iteration 0F: 2 clusters Score -1.240743e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26211 members Mstep: Class 2 contains 26239 members Entering Unmasked Estep Score: -12370387.000000 Penalty: 13312.829102 Iteration 0F: 3 clusters Score -1.237039e+07 nChanged 23177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26198 members Mstep: Class 2 contains 26252 members Entering Unmasked Estep Score: -12382969.000000 Penalty: 13312.829102 Iteration 1F: 3 clusters Score -1.238297e+07 nChanged 2883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26115 members Mstep: Class 2 contains 26335 members Entering Unmasked Estep Score: -12384177.000000 Penalty: 13312.829102 Iteration 2F: 3 clusters Score -1.238418e+07 nChanged 2620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26085 members Mstep: Class 2 contains 26365 members Entering Unmasked Estep Score: -12385218.000000 Penalty: 13312.829102 Iteration 3Q: 3 clusters Score -1.238522e+07 nChanged 2539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25958 members Mstep: Class 2 contains 26492 members Entering Unmasked Estep Score: -12386322.000000 Penalty: 13312.829102 Iteration 4Q: 3 clusters Score -1.238632e+07 nChanged 2540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25774 members Mstep: Class 2 contains 26676 members Entering Unmasked Estep Score: -12387571.000000 Penalty: 13312.829102 Iteration 5Q: 3 clusters Score -1.238757e+07 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25518 members Mstep: Class 2 contains 26932 members Entering Unmasked Estep Score: -12388850.000000 Penalty: 13312.829102 Iteration 6Q: 3 clusters Score -1.238885e+07 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25078 members Mstep: Class 2 contains 27372 members Entering Unmasked Estep Score: -12389981.000000 Penalty: 13312.829102 Iteration 7Q: 3 clusters Score -1.238998e+07 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24561 members Mstep: Class 2 contains 27889 members Entering Unmasked Estep Score: -12391153.000000 Penalty: 13312.829102 Iteration 8Q: 3 clusters Score -1.239115e+07 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23938 members Mstep: Class 2 contains 28512 members Entering Unmasked Estep Score: -12392188.000000 Penalty: 13312.829102 Iteration 9Q: 3 clusters Score -1.239219e+07 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23220 members Mstep: Class 2 contains 29230 members Entering Unmasked Estep Score: -12393156.000000 Penalty: 13312.829102 Iteration 10Q: 3 clusters Score -1.239316e+07 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22452 members Mstep: Class 2 contains 29998 members Entering Unmasked Estep Score: -12394037.000000 Penalty: 13312.829102 Iteration 11Q: 3 clusters Score -1.239404e+07 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21689 members Mstep: Class 2 contains 30761 members Entering Unmasked Estep Score: -12394884.000000 Penalty: 13312.829102 Iteration 12Q: 3 clusters Score -1.239488e+07 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20994 members Mstep: Class 2 contains 31456 members Entering Unmasked Estep Score: -12395664.000000 Penalty: 13312.829102 Iteration 13Q: 3 clusters Score -1.239566e+07 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20237 members Mstep: Class 2 contains 32213 members Entering Unmasked Estep Score: -12396352.000000 Penalty: 13312.829102 Iteration 14Q: 3 clusters Score -1.239635e+07 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19453 members Mstep: Class 2 contains 32997 members Entering Unmasked Estep Score: -12397038.000000 Penalty: 13312.829102 Iteration 15Q: 3 clusters Score -1.239704e+07 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18788 members Mstep: Class 2 contains 33662 members Entering Unmasked Estep Score: -12397648.000000 Penalty: 13312.829102 Iteration 16Q: 3 clusters Score -1.239765e+07 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18164 members Mstep: Class 2 contains 34286 members Entering Unmasked Estep Score: -12398126.000000 Penalty: 13312.829102 Iteration 17Q: 3 clusters Score -1.239813e+07 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17696 members Mstep: Class 2 contains 34754 members Entering Unmasked Estep Score: -12398669.000000 Penalty: 13312.829102 Iteration 18Q: 3 clusters Score -1.239867e+07 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17286 members Mstep: Class 2 contains 35164 members Entering Unmasked Estep Score: -12399062.000000 Penalty: 13312.829102 Iteration 19Q: 3 clusters Score -1.239906e+07 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16920 members Mstep: Class 2 contains 35530 members Entering Unmasked Estep Score: -12399407.000000 Penalty: 13312.829102 Iteration 20F: 3 clusters Score -1.239941e+07 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16694 members Mstep: Class 2 contains 35756 members Entering Unmasked Estep Score: -12399808.000000 Penalty: 13312.829102 Iteration 21Q: 3 clusters Score -1.239981e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 35842 members Entering Unmasked Estep Score: -12400303.000000 Penalty: 13312.829102 Iteration 22Q: 3 clusters Score -1.24003e+07 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16652 members Mstep: Class 2 contains 35798 members Entering Unmasked Estep Score: -12400865.000000 Penalty: 13312.829102 Iteration 23Q: 3 clusters Score -1.240086e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16753 members Mstep: Class 2 contains 35697 members Entering Unmasked Estep Score: -12401380.000000 Penalty: 13312.829102 Iteration 24Q: 3 clusters Score -1.240138e+07 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16916 members Mstep: Class 2 contains 35534 members Entering Unmasked Estep Score: -12401866.000000 Penalty: 13312.829102 Iteration 25Q: 3 clusters Score -1.240187e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17064 members Mstep: Class 2 contains 35386 members Entering Unmasked Estep Score: -12402326.000000 Penalty: 13312.829102 Iteration 26Q: 3 clusters Score -1.240233e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17177 members Mstep: Class 2 contains 35273 members Entering Unmasked Estep Score: -12402673.000000 Penalty: 13312.829102 Iteration 27Q: 3 clusters Score -1.240267e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17201 members Mstep: Class 2 contains 35249 members Entering Unmasked Estep Score: -12402863.000000 Penalty: 13312.829102 Iteration 28Q: 3 clusters Score -1.240286e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17173 members Mstep: Class 2 contains 35277 members Entering Unmasked Estep Score: -12403025.000000 Penalty: 13312.829102 Iteration 29Q: 3 clusters Score -1.240302e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17111 members Mstep: Class 2 contains 35339 members Entering Unmasked Estep Score: -12403128.000000 Penalty: 13312.829102 Iteration 30Q: 3 clusters Score -1.240313e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16997 members Mstep: Class 2 contains 35453 members Entering Unmasked Estep Score: -12403181.000000 Penalty: 13312.829102 Iteration 31Q: 3 clusters Score -1.240318e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 35587 members Entering Unmasked Estep Score: -12403278.000000 Penalty: 13312.829102 Iteration 32Q: 3 clusters Score -1.240328e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16699 members Mstep: Class 2 contains 35751 members Entering Unmasked Estep Score: -12403383.000000 Penalty: 13312.829102 Iteration 33Q: 3 clusters Score -1.240338e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 35916 members Entering Unmasked Estep Score: -12403483.000000 Penalty: 13312.829102 Iteration 34Q: 3 clusters Score -1.240348e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16351 members Mstep: Class 2 contains 36099 members Entering Unmasked Estep Score: -12403525.000000 Penalty: 13312.829102 Iteration 35Q: 3 clusters Score -1.240352e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16183 members Mstep: Class 2 contains 36267 members Entering Unmasked Estep Score: -12403618.000000 Penalty: 13312.829102 Iteration 36Q: 3 clusters Score -1.240362e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16011 members Mstep: Class 2 contains 36439 members Entering Unmasked Estep Score: -12403685.000000 Penalty: 13312.829102 Iteration 37Q: 3 clusters Score -1.240368e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15833 members Mstep: Class 2 contains 36617 members Entering Unmasked Estep Score: -12403744.000000 Penalty: 13312.829102 Iteration 38Q: 3 clusters Score -1.240374e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15628 members Mstep: Class 2 contains 36822 members Entering Unmasked Estep Score: -12403856.000000 Penalty: 13312.829102 Iteration 39Q: 3 clusters Score -1.240386e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15447 members Mstep: Class 2 contains 37003 members Entering Unmasked Estep Score: -12403977.000000 Penalty: 13312.829102 Iteration 40F: 3 clusters Score -1.240398e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 37139 members Entering Unmasked Estep Score: -12404039.000000 Penalty: 13312.829102 Iteration 41Q: 3 clusters Score -1.240404e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 37295 members Entering Unmasked Estep Score: -12404080.000000 Penalty: 13312.829102 Iteration 42Q: 3 clusters Score -1.240408e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15010 members Mstep: Class 2 contains 37440 members Entering Unmasked Estep Score: -12404074.000000 Penalty: 13312.829102 Iteration 43Q: 3 clusters Score -1.240407e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 37555 members Entering Unmasked Estep Score: -12404139.000000 Penalty: 13312.829102 Iteration 44Q: 3 clusters Score -1.240414e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14783 members Mstep: Class 2 contains 37667 members Entering Unmasked Estep Score: -12404176.000000 Penalty: 13312.829102 Iteration 45Q: 3 clusters Score -1.240418e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14675 members Mstep: Class 2 contains 37775 members Entering Unmasked Estep Score: -12404193.000000 Penalty: 13312.829102 Iteration 46Q: 3 clusters Score -1.240419e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14589 members Mstep: Class 2 contains 37861 members Entering Unmasked Estep Score: -12404166.000000 Penalty: 13312.829102 Iteration 47Q: 3 clusters Score -1.240417e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14504 members Mstep: Class 2 contains 37946 members Entering Unmasked Estep Score: -12404206.000000 Penalty: 13312.829102 Iteration 48Q: 3 clusters Score -1.240421e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14432 members Mstep: Class 2 contains 38018 members Entering Unmasked Estep Score: -12404189.000000 Penalty: 13312.829102 Iteration 49Q: 3 clusters Score -1.240419e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14378 members Mstep: Class 2 contains 38072 members Entering Unmasked Estep Score: -12404206.000000 Penalty: 13312.829102 Iteration 50Q: 3 clusters Score -1.240421e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14337 members Mstep: Class 2 contains 38113 members Entering Unmasked Estep Score: -12404215.000000 Penalty: 13312.829102 Iteration 51Q: 3 clusters Score -1.240422e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14296 members Mstep: Class 2 contains 38154 members Entering Unmasked Estep Score: -12404208.000000 Penalty: 13312.829102 Iteration 52Q: 3 clusters Score -1.240421e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Mstep: Class 2 contains 38180 members Entering Unmasked Estep Score: -12404197.000000 Penalty: 13312.829102 Iteration 53Q: 3 clusters Score -1.24042e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 38203 members Entering Unmasked Estep Score: -12404179.000000 Penalty: 13312.829102 Iteration 54Q: 3 clusters Score -1.240418e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14221 members Mstep: Class 2 contains 38229 members Entering Unmasked Estep Score: -12404190.000000 Penalty: 13312.829102 Iteration 55Q: 3 clusters Score -1.240419e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14202 members Mstep: Class 2 contains 38248 members Entering Unmasked Estep Score: -12404198.000000 Penalty: 13312.829102 Iteration 56Q: 3 clusters Score -1.24042e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14183 members Mstep: Class 2 contains 38267 members Entering Unmasked Estep Score: -12404192.000000 Penalty: 13312.829102 Iteration 57Q: 3 clusters Score -1.240419e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14159 members Mstep: Class 2 contains 38291 members Entering Unmasked Estep Score: -12404193.000000 Penalty: 13312.829102 Iteration 58Q: 3 clusters Score -1.240419e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14141 members Mstep: Class 2 contains 38309 members Entering Unmasked Estep Score: -12404190.000000 Penalty: 13312.829102 Iteration 59Q: 3 clusters Score -1.240419e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14126 members Mstep: Class 2 contains 38324 members Entering Unmasked Estep Score: -12404193.000000 Penalty: 13312.829102 Iteration 60F: 3 clusters Score -1.240419e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 38329 members Entering Unmasked Estep Score: -12404194.000000 Penalty: 13312.829102 Iteration 61Q: 3 clusters Score -1.240419e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14109 members Mstep: Class 2 contains 38341 members Entering Unmasked Estep Score: -12404202.000000 Penalty: 13312.829102 Iteration 62Q: 3 clusters Score -1.24042e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14091 members Mstep: Class 2 contains 38359 members Entering Unmasked Estep Score: -12404204.000000 Penalty: 13312.829102 Iteration 63Q: 3 clusters Score -1.24042e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14080 members Mstep: Class 2 contains 38370 members Entering Unmasked Estep Score: -12404209.000000 Penalty: 13312.829102 Iteration 64Q: 3 clusters Score -1.240421e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 38383 members Entering Unmasked Estep Score: -12404194.000000 Penalty: 13312.829102 Iteration 65Q: 3 clusters Score -1.240419e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 38395 members Entering Unmasked Estep Score: -12404208.000000 Penalty: 13312.829102 Iteration 66Q: 3 clusters Score -1.240421e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14046 members Mstep: Class 2 contains 38404 members Entering Unmasked Estep Score: -12404204.000000 Penalty: 13312.829102 Iteration 67Q: 3 clusters Score -1.24042e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14034 members Mstep: Class 2 contains 38416 members Entering Unmasked Estep Score: -12404207.000000 Penalty: 13312.829102 Iteration 68Q: 3 clusters Score -1.240421e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14029 members Mstep: Class 2 contains 38421 members Entering Unmasked Estep Score: -12404214.000000 Penalty: 13312.829102 Iteration 69Q: 3 clusters Score -1.240421e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14025 members Mstep: Class 2 contains 38425 members Entering Unmasked Estep Score: -12404206.000000 Penalty: 13312.829102 Iteration 70Q: 3 clusters Score -1.240421e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14018 members Mstep: Class 2 contains 38432 members Entering Unmasked Estep Score: -12404203.000000 Penalty: 13312.829102 Iteration 71Q: 3 clusters Score -1.24042e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 38440 members Entering Unmasked Estep Score: -12404205.000000 Penalty: 13312.829102 Iteration 72Q: 3 clusters Score -1.24042e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14002 members Mstep: Class 2 contains 38448 members Entering Unmasked Estep Score: -12404201.000000 Penalty: 13312.829102 Iteration 73Q: 3 clusters Score -1.24042e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13994 members Mstep: Class 2 contains 38456 members Entering Unmasked Estep Score: -12404221.000000 Penalty: 13312.829102 Iteration 74Q: 3 clusters Score -1.240422e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13990 members Mstep: Class 2 contains 38460 members Entering Unmasked Estep Score: -12404229.000000 Penalty: 13312.829102 Iteration 75Q: 3 clusters Score -1.240423e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13986 members Mstep: Class 2 contains 38464 members Entering Unmasked Estep Score: -12404218.000000 Penalty: 13312.829102 Iteration 76Q: 3 clusters Score -1.240422e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13980 members Mstep: Class 2 contains 38470 members Entering Unmasked Estep Score: -12404233.000000 Penalty: 13312.829102 Iteration 77Q: 3 clusters Score -1.240423e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 38474 members Entering Unmasked Estep Score: -12404234.000000 Penalty: 13312.829102 Iteration 78Q: 3 clusters Score -1.240423e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13972 members Mstep: Class 2 contains 38478 members Entering Unmasked Estep Score: -12404230.000000 Penalty: 13312.829102 Iteration 79Q: 3 clusters Score -1.240423e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13968 members Mstep: Class 2 contains 38482 members Entering Unmasked Estep Score: -12404230.000000 Penalty: 13312.829102 Iteration 80F: 3 clusters Score -1.240423e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 38486 members Entering Unmasked Estep Score: -12404215.000000 Penalty: 13312.829102 Iteration 81Q: 3 clusters Score -1.240422e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13960 members Mstep: Class 2 contains 38490 members Entering Unmasked Estep Score: -12404215.000000 Penalty: 13312.829102 Iteration 82Q: 3 clusters Score -1.240422e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 38492 members Entering Unmasked Estep Score: -12404213.000000 Penalty: 13312.829102 Iteration 83Q: 3 clusters Score -1.240421e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13957 members Mstep: Class 2 contains 38493 members Entering Unmasked Estep Score: -12404218.000000 Penalty: 13312.829102 Iteration 84Q: 3 clusters Score -1.240422e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13954 members Mstep: Class 2 contains 38496 members Entering Unmasked Estep Score: -12404227.000000 Penalty: 13312.829102 Iteration 85Q: 3 clusters Score -1.240423e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13947 members Mstep: Class 2 contains 38503 members Entering Unmasked Estep Score: -12404235.000000 Penalty: 13312.829102 Iteration 86Q: 3 clusters Score -1.240424e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 38508 members Entering Unmasked Estep Score: -12404244.000000 Penalty: 13312.829102 Iteration 87Q: 3 clusters Score -1.240424e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13935 members Mstep: Class 2 contains 38515 members Entering Unmasked Estep Score: -12404250.000000 Penalty: 13312.829102 Iteration 88Q: 3 clusters Score -1.240425e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13932 members Mstep: Class 2 contains 38518 members Entering Unmasked Estep Score: -12404267.000000 Penalty: 13312.829102 Iteration 89Q: 3 clusters Score -1.240427e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13928 members Mstep: Class 2 contains 38522 members Entering Unmasked Estep Score: -12404261.000000 Penalty: 13312.829102 Iteration 90Q: 3 clusters Score -1.240426e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13922 members Mstep: Class 2 contains 38528 members Entering Unmasked Estep Score: -12404254.000000 Penalty: 13312.829102 Iteration 91Q: 3 clusters Score -1.240425e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 38529 members Entering Unmasked Estep Score: -12404253.000000 Penalty: 13312.829102 Iteration 92Q: 3 clusters Score -1.240425e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Mstep: Class 2 contains 38530 members Entering Unmasked Estep Score: -12404251.000000 Penalty: 13312.829102 Iteration 93Q: 3 clusters Score -1.240425e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Mstep: Class 2 contains 38530 members Entering Unmasked Estep Score: -12404248.000000 Penalty: 13312.829102 Iteration 94Q: 3 clusters Score -1.240425e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13919 members Mstep: Class 2 contains 38531 members Entering Unmasked Estep Score: -12404246.000000 Penalty: 13312.829102 Iteration 95Q: 3 clusters Score -1.240425e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13917 members Mstep: Class 2 contains 38533 members Entering Unmasked Estep Score: -12404247.000000 Penalty: 13312.829102 Iteration 96Q: 3 clusters Score -1.240425e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13916 members Mstep: Class 2 contains 38534 members Entering Unmasked Estep Score: -12404239.000000 Penalty: 13312.829102 Iteration 97Q: 3 clusters Score -1.240424e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13916 members Mstep: Class 2 contains 38534 members Entering Unmasked Estep Score: -12404239.000000 Penalty: 13312.829102 Iteration 98F: 3 clusters Score -1.240424e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Entering Unmasked Estep Score: -577794.875000 Penalty: 4826.761230 Iteration 0F: 2 clusters Score -577794.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -572337.687500 Penalty: 9653.522461 Iteration 0F: 3 clusters Score -572337.7 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -573064.625000 Penalty: 9653.522461 Iteration 1F: 3 clusters Score -573064.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -573255.375000 Penalty: 9653.522461 Iteration 2F: 3 clusters Score -573255.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -573366.625000 Penalty: 9653.522461 Iteration 3Q: 3 clusters Score -573366.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -573472.875000 Penalty: 9653.522461 Iteration 4Q: 3 clusters Score -573472.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -573592.125000 Penalty: 9653.522461 Iteration 5Q: 3 clusters Score -573592.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -573719.312500 Penalty: 9653.522461 Iteration 6Q: 3 clusters Score -573719.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -573801.875000 Penalty: 9653.522461 Iteration 7Q: 3 clusters Score -573801.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -573861.875000 Penalty: 9653.522461 Iteration 8Q: 3 clusters Score -573861.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -573904.562500 Penalty: 9653.522461 Iteration 9Q: 3 clusters Score -573904.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -573951.875000 Penalty: 9653.522461 Iteration 10Q: 3 clusters Score -573951.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -573992.062500 Penalty: 9653.522461 Iteration 11Q: 3 clusters Score -573992.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -574023.875000 Penalty: 9653.522461 Iteration 12Q: 3 clusters Score -574023.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -574052.937500 Penalty: 9653.522461 Iteration 13Q: 3 clusters Score -574052.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -574084.250000 Penalty: 9653.522461 Iteration 14Q: 3 clusters Score -574084.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -574105.250000 Penalty: 9653.522461 Iteration 15Q: 3 clusters Score -574105.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -574119.125000 Penalty: 9653.522461 Iteration 16Q: 3 clusters Score -574119.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -574128.875000 Penalty: 9653.522461 Iteration 17Q: 3 clusters Score -574128.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -574141.562500 Penalty: 9653.522461 Iteration 18Q: 3 clusters Score -574141.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -574150.500000 Penalty: 9653.522461 Iteration 19Q: 3 clusters Score -574150.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -574161.375000 Penalty: 9653.522461 Iteration 20F: 3 clusters Score -574161.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -574167.000000 Penalty: 9653.522461 Iteration 21Q: 3 clusters Score -574167 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -574177.687500 Penalty: 9653.522461 Iteration 22Q: 3 clusters Score -574177.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -574198.125000 Penalty: 9653.522461 Iteration 23Q: 3 clusters Score -574198.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -574214.937500 Penalty: 9653.522461 Iteration 24Q: 3 clusters Score -574214.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -574220.500000 Penalty: 9653.522461 Iteration 25Q: 3 clusters Score -574220.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -574224.812500 Penalty: 9653.522461 Iteration 26Q: 3 clusters Score -574224.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -574235.000000 Penalty: 9653.522461 Iteration 27Q: 3 clusters Score -574235 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -574247.562500 Penalty: 9653.522461 Iteration 28Q: 3 clusters Score -574247.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -574256.062500 Penalty: 9653.522461 Iteration 29Q: 3 clusters Score -574256.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -574269.937500 Penalty: 9653.522461 Iteration 30Q: 3 clusters Score -574269.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -574281.375000 Penalty: 9653.522461 Iteration 31Q: 3 clusters Score -574281.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -574293.250000 Penalty: 9653.522461 Iteration 32Q: 3 clusters Score -574293.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -574294.000000 Penalty: 9653.522461 Iteration 33Q: 3 clusters Score -574294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -574296.062500 Penalty: 9653.522461 Iteration 34Q: 3 clusters Score -574296.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -574297.687500 Penalty: 9653.522461 Iteration 35Q: 3 clusters Score -574297.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -574298.562500 Penalty: 9653.522461 Iteration 36Q: 3 clusters Score -574298.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -574299.187500 Penalty: 9653.522461 Iteration 37Q: 3 clusters Score -574299.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -574300.062500 Penalty: 9653.522461 Iteration 38Q: 3 clusters Score -574300.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -574301.062500 Penalty: 9653.522461 Iteration 39Q: 3 clusters Score -574301.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -574301.750000 Penalty: 9653.522461 Iteration 40F: 3 clusters Score -574301.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (14658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14658 members Entering Unmasked Estep Score: -3468790.500000 Penalty: 5875.554688 Iteration 0F: 2 clusters Score -3468790 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -3455606.750000 Penalty: 11751.109375 Iteration 0F: 3 clusters Score -3455607 nChanged 5744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -3458926.750000 Penalty: 11751.109375 Iteration 1F: 3 clusters Score -3458927 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 7197 members Entering Unmasked Estep Score: -3460246.500000 Penalty: 11751.109375 Iteration 2F: 3 clusters Score -3460246 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -3462378.000000 Penalty: 11751.109375 Iteration 3F: 3 clusters Score -3462378 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -3464928.500000 Penalty: 11751.109375 Iteration 4F: 3 clusters Score -3464928 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -3467474.250000 Penalty: 11751.109375 Iteration 5F: 3 clusters Score -3467474 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9472 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -3469622.250000 Penalty: 11751.109375 Iteration 6F: 3 clusters Score -3469622 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -3471351.500000 Penalty: 11751.109375 Iteration 7F: 3 clusters Score -3471352 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9465 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -3472266.000000 Penalty: 11751.109375 Iteration 8Q: 3 clusters Score -3472266 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -3472552.750000 Penalty: 11751.109375 Iteration 9Q: 3 clusters Score -3472553 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -3472598.500000 Penalty: 11751.109375 Iteration 10Q: 3 clusters Score -3472598 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -3472610.000000 Penalty: 11751.109375 Iteration 11Q: 3 clusters Score -3472610 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -3472618.000000 Penalty: 11751.109375 Iteration 12Q: 3 clusters Score -3472618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -3472620.250000 Penalty: 11751.109375 Iteration 13Q: 3 clusters Score -3472620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -3472610.250000 Penalty: 11751.109375 Iteration 14Q: 3 clusters Score -3472610 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -3472610.250000 Penalty: 11751.109375 Iteration 15F: 3 clusters Score -3472610 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115933 members Mstep: Class 2 contains 28987 members Mstep: Class 3 contains 1193 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 11975 members Mstep: Class 7 contains 9229 members Mstep: Class 8 contains 8032 members Mstep: Class 9 contains 1700 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 11243 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14961 members Mstep: Class 14 contains 22725 members Mstep: Class 15 contains 8563 members Mstep: Class 16 contains 1197 members Mstep: Class 17 contains 23348 members Mstep: Class 18 contains 975 members Mstep: Class 19 contains 85497 members Mstep: Class 20 contains 18033 members Mstep: Class 21 contains 52450 members Mstep: Class 22 contains 2645 members Mstep: Class 23 contains 9392 members Mstep: Class 24 contains 5266 members Entering Unmasked Estep Score: -101686472.000000 Penalty: 190973.375000 Splitting cluster 23 changes total score from -101665728.000000 to -101686472.000000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115933 members Mstep: Class 2 contains 28987 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 11975 members Mstep: Class 8 contains 8032 members Mstep: Class 9 contains 1700 members Mstep: Class 10 contains 2515 members Mstep: Class 11 contains 11243 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14961 members Mstep: Class 14 contains 22725 members Mstep: Class 16 contains 1197 members Mstep: Class 17 contains 23348 members Mstep: Class 19 contains 85497 members Mstep: Class 20 contains 18033 members Mstep: Class 21 contains 52450 members Mstep: Class 22 contains 2645 members Mstep: Class 23 contains 9392 members Entering Unmasked Estep ConsiderDeletion Score: -101691088.000000 Penalty: 190973.375000 Iteration 39Q: 25 clusters Score -1.016911e+08 nChanged 7039 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 115719 members Mstep: Class 2 contains 29123 members Mstep: Class 3 contains 1191 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 12978 members Mstep: Class 7 contains 9184 members Mstep: Class 8 contains 7985 members Mstep: Class 9 contains 1695 members Mstep: Class 10 contains 2518 members Mstep: Class 11 contains 11060 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14882 members Mstep: Class 14 contains 22332 members Mstep: Class 15 contains 8725 members Mstep: Class 16 contains 1267 members Mstep: Class 17 contains 23244 members Mstep: Class 18 contains 971 members Mstep: Class 19 contains 85473 members Mstep: Class 20 contains 18052 members Mstep: Class 21 contains 51836 members Mstep: Class 22 contains 2665 members Mstep: Class 23 contains 9943 members Mstep: Class 24 contains 5011 members Entering Unmasked Estep ConsiderDeletion Score: -101695048.000000 Penalty: 190973.375000 Iteration 40F: 25 clusters Score -1.01695e+08 nChanged 4273 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115581 members Mstep: Class 2 contains 29220 members Mstep: Class 3 contains 1191 members Mstep: Class 4 contains 1410 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 13417 members Mstep: Class 7 contains 9262 members Mstep: Class 8 contains 7684 members Mstep: Class 9 contains 1690 members Mstep: Class 10 contains 2479 members Mstep: Class 11 contains 10950 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14879 members Mstep: Class 14 contains 21892 members Mstep: Class 15 contains 8994 members Mstep: Class 16 contains 1278 members Mstep: Class 17 contains 23268 members Mstep: Class 18 contains 971 members Mstep: Class 19 contains 85399 members Mstep: Class 20 contains 18073 members Mstep: Class 21 contains 51165 members Mstep: Class 22 contains 2661 members Mstep: Class 23 contains 10458 members Mstep: Class 24 contains 5333 members Entering Unmasked Estep ConsiderDeletion Score: -101696896.000000 Penalty: 190973.375000 Iteration 41Q: 25 clusters Score -1.016969e+08 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115551 members Mstep: Class 2 contains 29326 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 13748 members Mstep: Class 7 contains 9286 members Mstep: Class 8 contains 7377 members Mstep: Class 9 contains 1687 members Mstep: Class 10 contains 2446 members Mstep: Class 11 contains 10860 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14902 members Mstep: Class 14 contains 21533 members Mstep: Class 15 contains 9109 members Mstep: Class 16 contains 1277 members Mstep: Class 17 contains 23319 members Mstep: Class 18 contains 971 members Mstep: Class 19 contains 85338 members Mstep: Class 20 contains 18085 members Mstep: Class 21 contains 50615 members Mstep: Class 22 contains 2716 members Mstep: Class 23 contains 10887 members Mstep: Class 24 contains 5612 members Entering Unmasked Estep ConsiderDeletion Score: -101699016.000000 Penalty: 190973.375000 Iteration 42Q: 25 clusters Score -1.01699e+08 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115534 members Mstep: Class 2 contains 29435 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 13978 members Mstep: Class 7 contains 9301 members Mstep: Class 8 contains 7054 members Mstep: Class 9 contains 1679 members Mstep: Class 10 contains 2430 members Mstep: Class 11 contains 10812 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14885 members Mstep: Class 14 contains 21272 members Mstep: Class 15 contains 9163 members Mstep: Class 16 contains 1280 members Mstep: Class 17 contains 23365 members Mstep: Class 18 contains 976 members Mstep: Class 19 contains 85298 members Mstep: Class 20 contains 18099 members Mstep: Class 21 contains 50132 members Mstep: Class 22 contains 2804 members Mstep: Class 23 contains 11284 members Mstep: Class 24 contains 5865 members Entering Unmasked Estep ConsiderDeletion Score: -101700088.000000 Penalty: 190973.375000 Iteration 43Q: 25 clusters Score -1.017001e+08 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115527 members Mstep: Class 2 contains 29543 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14140 members Mstep: Class 7 contains 9307 members Mstep: Class 8 contains 6737 members Mstep: Class 9 contains 1659 members Mstep: Class 10 contains 2409 members Mstep: Class 11 contains 10791 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14856 members Mstep: Class 14 contains 21092 members Mstep: Class 15 contains 9188 members Mstep: Class 16 contains 1283 members Mstep: Class 17 contains 23410 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85269 members Mstep: Class 20 contains 18115 members Mstep: Class 21 contains 49701 members Mstep: Class 22 contains 2893 members Mstep: Class 23 contains 11649 members Mstep: Class 24 contains 6101 members Entering Unmasked Estep ConsiderDeletion Score: -101700944.000000 Penalty: 190973.375000 Iteration 44Q: 25 clusters Score -1.017009e+08 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115540 members Mstep: Class 2 contains 29633 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14228 members Mstep: Class 7 contains 9312 members Mstep: Class 8 contains 6454 members Mstep: Class 9 contains 1629 members Mstep: Class 10 contains 2398 members Mstep: Class 11 contains 10764 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14871 members Mstep: Class 14 contains 21004 members Mstep: Class 15 contains 9203 members Mstep: Class 16 contains 1284 members Mstep: Class 17 contains 23468 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85257 members Mstep: Class 20 contains 18124 members Mstep: Class 21 contains 49312 members Mstep: Class 22 contains 2968 members Mstep: Class 23 contains 11952 members Mstep: Class 24 contains 6269 members Entering Unmasked Estep ConsiderDeletion Score: -101701520.000000 Penalty: 190973.375000 Iteration 45Q: 25 clusters Score -1.017015e+08 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115582 members Mstep: Class 2 contains 29677 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14312 members Mstep: Class 7 contains 9313 members Mstep: Class 8 contains 6199 members Mstep: Class 9 contains 1603 members Mstep: Class 10 contains 2387 members Mstep: Class 11 contains 10726 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14879 members Mstep: Class 14 contains 20959 members Mstep: Class 15 contains 9222 members Mstep: Class 16 contains 1284 members Mstep: Class 17 contains 23513 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85242 members Mstep: Class 20 contains 18130 members Mstep: Class 21 contains 48990 members Mstep: Class 22 contains 3046 members Mstep: Class 23 contains 12219 members Mstep: Class 24 contains 6387 members Entering Unmasked Estep ConsiderDeletion Score: -101702064.000000 Penalty: 190973.375000 Iteration 46Q: 25 clusters Score -1.017021e+08 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115638 members Mstep: Class 2 contains 29704 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14383 members Mstep: Class 7 contains 9316 members Mstep: Class 8 contains 5933 members Mstep: Class 9 contains 1571 members Mstep: Class 10 contains 2379 members Mstep: Class 11 contains 10708 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14891 members Mstep: Class 14 contains 20994 members Mstep: Class 15 contains 9234 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 23564 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85232 members Mstep: Class 20 contains 18137 members Mstep: Class 21 contains 48661 members Mstep: Class 22 contains 3098 members Mstep: Class 23 contains 12466 members Mstep: Class 24 contains 6476 members Entering Unmasked Estep ConsiderDeletion Score: -101702288.000000 Penalty: 190973.375000 Iteration 47Q: 25 clusters Score -1.017023e+08 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115684 members Mstep: Class 2 contains 29721 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14429 members Mstep: Class 7 contains 9319 members Mstep: Class 8 contains 5674 members Mstep: Class 9 contains 1529 members Mstep: Class 10 contains 2367 members Mstep: Class 11 contains 10692 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14911 members Mstep: Class 14 contains 21046 members Mstep: Class 15 contains 9250 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23593 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85227 members Mstep: Class 20 contains 18147 members Mstep: Class 21 contains 48394 members Mstep: Class 22 contains 3145 members Mstep: Class 23 contains 12697 members Mstep: Class 24 contains 6558 members Entering Unmasked Estep ConsiderDeletion Score: -101702832.000000 Penalty: 190973.375000 Iteration 48Q: 25 clusters Score -1.017028e+08 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115719 members Mstep: Class 2 contains 29722 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14484 members Mstep: Class 7 contains 9323 members Mstep: Class 8 contains 5418 members Mstep: Class 9 contains 1477 members Mstep: Class 10 contains 2360 members Mstep: Class 11 contains 10685 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14918 members Mstep: Class 14 contains 21108 members Mstep: Class 15 contains 9269 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23619 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85230 members Mstep: Class 20 contains 18156 members Mstep: Class 21 contains 48172 members Mstep: Class 22 contains 3195 members Mstep: Class 23 contains 12892 members Mstep: Class 24 contains 6636 members Entering Unmasked Estep ConsiderDeletion Score: -101703008.000000 Penalty: 190973.375000 Iteration 49Q: 25 clusters Score -1.01703e+08 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115762 members Mstep: Class 2 contains 29720 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14533 members Mstep: Class 7 contains 9323 members Mstep: Class 8 contains 5175 members Mstep: Class 9 contains 1430 members Mstep: Class 10 contains 2351 members Mstep: Class 11 contains 10671 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14930 members Mstep: Class 14 contains 21173 members Mstep: Class 15 contains 9280 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23642 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85249 members Mstep: Class 20 contains 18174 members Mstep: Class 21 contains 47987 members Mstep: Class 22 contains 3232 members Mstep: Class 23 contains 13054 members Mstep: Class 24 contains 6697 members Entering Unmasked Estep ConsiderDeletion Score: -101703352.000000 Penalty: 190973.375000 Iteration 50Q: 25 clusters Score -1.017034e+08 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115817 members Mstep: Class 2 contains 29717 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14566 members Mstep: Class 7 contains 9323 members Mstep: Class 8 contains 4973 members Mstep: Class 9 contains 1369 members Mstep: Class 10 contains 2345 members Mstep: Class 11 contains 10669 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14934 members Mstep: Class 14 contains 21244 members Mstep: Class 15 contains 9291 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23674 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85272 members Mstep: Class 20 contains 18187 members Mstep: Class 21 contains 47789 members Mstep: Class 22 contains 3254 members Mstep: Class 23 contains 13192 members Mstep: Class 24 contains 6767 members Entering Unmasked Estep ConsiderDeletion Score: -101703408.000000 Penalty: 190973.375000 Iteration 51Q: 25 clusters Score -1.017034e+08 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115842 members Mstep: Class 2 contains 29719 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14581 members Mstep: Class 7 contains 9322 members Mstep: Class 8 contains 4750 members Mstep: Class 9 contains 1306 members Mstep: Class 10 contains 2340 members Mstep: Class 11 contains 10664 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14966 members Mstep: Class 14 contains 21326 members Mstep: Class 15 contains 9307 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23696 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85281 members Mstep: Class 20 contains 18209 members Mstep: Class 21 contains 47643 members Mstep: Class 22 contains 3279 members Mstep: Class 23 contains 13318 members Mstep: Class 24 contains 6834 members Entering Unmasked Estep ConsiderDeletion Score: -101703904.000000 Penalty: 190973.375000 Iteration 52Q: 25 clusters Score -1.017039e+08 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115887 members Mstep: Class 2 contains 29713 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14594 members Mstep: Class 7 contains 9324 members Mstep: Class 8 contains 4499 members Mstep: Class 9 contains 1260 members Mstep: Class 10 contains 2336 members Mstep: Class 11 contains 10661 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 14996 members Mstep: Class 14 contains 21394 members Mstep: Class 15 contains 9318 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23714 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85291 members Mstep: Class 20 contains 18227 members Mstep: Class 21 contains 47531 members Mstep: Class 22 contains 3305 members Mstep: Class 23 contains 13439 members Mstep: Class 24 contains 6894 members Entering Unmasked Estep ConsiderDeletion Score: -101704320.000000 Penalty: 190973.375000 Iteration 53Q: 25 clusters Score -1.017043e+08 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115938 members Mstep: Class 2 contains 29707 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14608 members Mstep: Class 7 contains 9324 members Mstep: Class 8 contains 4266 members Mstep: Class 9 contains 1228 members Mstep: Class 10 contains 2334 members Mstep: Class 11 contains 10647 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15027 members Mstep: Class 14 contains 21447 members Mstep: Class 15 contains 9332 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23719 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85287 members Mstep: Class 20 contains 18247 members Mstep: Class 21 contains 47435 members Mstep: Class 22 contains 3328 members Mstep: Class 23 contains 13550 members Mstep: Class 24 contains 6958 members Entering Unmasked Estep ConsiderDeletion Score: -101704856.000000 Penalty: 190973.375000 Iteration 54Q: 25 clusters Score -1.017049e+08 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 115985 members Mstep: Class 2 contains 29704 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14625 members Mstep: Class 7 contains 9327 members Mstep: Class 8 contains 4089 members Mstep: Class 9 contains 1210 members Mstep: Class 10 contains 2333 members Mstep: Class 11 contains 10627 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15042 members Mstep: Class 14 contains 21476 members Mstep: Class 15 contains 9339 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23738 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85295 members Mstep: Class 20 contains 18264 members Mstep: Class 21 contains 47322 members Mstep: Class 22 contains 3340 members Mstep: Class 23 contains 13648 members Mstep: Class 24 contains 7017 members Entering Unmasked Estep ConsiderDeletion Score: -101704928.000000 Penalty: 190973.375000 Iteration 55Q: 25 clusters Score -1.017049e+08 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 116054 members Mstep: Class 2 contains 29701 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14636 members Mstep: Class 7 contains 9329 members Mstep: Class 8 contains 3934 members Mstep: Class 9 contains 1194 members Mstep: Class 10 contains 2332 members Mstep: Class 11 contains 10608 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15065 members Mstep: Class 14 contains 21502 members Mstep: Class 15 contains 9350 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23756 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85287 members Mstep: Class 20 contains 18271 members Mstep: Class 21 contains 47202 members Mstep: Class 22 contains 3356 members Mstep: Class 23 contains 13745 members Mstep: Class 24 contains 7059 members Entering Unmasked Estep ConsiderDeletion Score: -101705240.000000 Penalty: 190973.375000 Iteration 56Q: 25 clusters Score -1.017052e+08 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 116070 members Mstep: Class 2 contains 29704 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14644 members Mstep: Class 7 contains 9329 members Mstep: Class 8 contains 3810 members Mstep: Class 9 contains 1183 members Mstep: Class 10 contains 2332 members Mstep: Class 11 contains 10589 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15094 members Mstep: Class 14 contains 21502 members Mstep: Class 15 contains 9355 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23779 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85282 members Mstep: Class 20 contains 18289 members Mstep: Class 21 contains 47098 members Mstep: Class 22 contains 3370 members Mstep: Class 23 contains 13840 members Mstep: Class 24 contains 7112 members Entering Unmasked Estep ConsiderDeletion Score: -101705424.000000 Penalty: 190973.375000 Iteration 57Q: 25 clusters Score -1.017054e+08 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 116099 members Mstep: Class 2 contains 29700 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14650 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3679 members Mstep: Class 9 contains 1181 members Mstep: Class 10 contains 2329 members Mstep: Class 11 contains 10572 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15118 members Mstep: Class 14 contains 21518 members Mstep: Class 15 contains 9360 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23800 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85275 members Mstep: Class 20 contains 18310 members Mstep: Class 21 contains 46994 members Mstep: Class 22 contains 3382 members Mstep: Class 23 contains 13920 members Mstep: Class 24 contains 7164 members Entering Unmasked Estep ConsiderDeletion Score: -101705688.000000 Penalty: 190973.375000 Iteration 58Q: 25 clusters Score -1.017057e+08 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 116101 members Mstep: Class 2 contains 29698 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14657 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3566 members Mstep: Class 9 contains 1176 members Mstep: Class 10 contains 2327 members Mstep: Class 11 contains 10557 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15136 members Mstep: Class 14 contains 21513 members Mstep: Class 15 contains 9361 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23820 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85267 members Mstep: Class 20 contains 18341 members Mstep: Class 21 contains 46918 members Mstep: Class 22 contains 3394 members Mstep: Class 23 contains 13992 members Mstep: Class 24 contains 7227 members Entering Unmasked Estep ConsiderDeletion Score: -101705688.000000 Penalty: 190973.375000 Iteration 59Q: 25 clusters Score -1.017057e+08 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 116118 members Mstep: Class 2 contains 29697 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14668 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3494 members Mstep: Class 9 contains 1172 members Mstep: Class 10 contains 2326 members Mstep: Class 11 contains 10530 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15155 members Mstep: Class 14 contains 21502 members Mstep: Class 15 contains 9367 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23829 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85264 members Mstep: Class 20 contains 18361 members Mstep: Class 21 contains 46845 members Mstep: Class 22 contains 3403 members Mstep: Class 23 contains 14048 members Mstep: Class 24 contains 7273 members Entering Unmasked Estep ConsiderDeletion Score: -101706128.000000 Penalty: 190973.375000 Iteration 60F: 25 clusters Score -1.017061e+08 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116128 members Mstep: Class 2 contains 29696 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14674 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3577 members Mstep: Class 9 contains 1037 members Mstep: Class 10 contains 2326 members Mstep: Class 11 contains 10515 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15162 members Mstep: Class 14 contains 21504 members Mstep: Class 15 contains 9370 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23849 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85255 members Mstep: Class 20 contains 18384 members Mstep: Class 21 contains 46763 members Mstep: Class 22 contains 3410 members Mstep: Class 23 contains 14095 members Mstep: Class 24 contains 7309 members Entering Unmasked Estep ConsiderDeletion Score: -101706488.000000 Penalty: 190973.375000 Iteration 61Q: 25 clusters Score -1.017065e+08 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116143 members Mstep: Class 2 contains 29693 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14678 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3578 members Mstep: Class 9 contains 946 members Mstep: Class 10 contains 2326 members Mstep: Class 11 contains 10501 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15172 members Mstep: Class 14 contains 21529 members Mstep: Class 15 contains 9376 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23872 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85248 members Mstep: Class 20 contains 18406 members Mstep: Class 21 contains 46697 members Mstep: Class 22 contains 3413 members Mstep: Class 23 contains 14131 members Mstep: Class 24 contains 7345 members Entering Unmasked Estep ConsiderDeletion Score: -101706600.000000 Penalty: 190973.375000 Iteration 62Q: 25 clusters Score -1.017066e+08 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116146 members Mstep: Class 2 contains 29690 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14680 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3565 members Mstep: Class 9 contains 890 members Mstep: Class 10 contains 2325 members Mstep: Class 11 contains 10484 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15190 members Mstep: Class 14 contains 21551 members Mstep: Class 15 contains 9378 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 23887 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85236 members Mstep: Class 20 contains 18423 members Mstep: Class 21 contains 46653 members Mstep: Class 22 contains 3424 members Mstep: Class 23 contains 14167 members Mstep: Class 24 contains 7365 members Entering Unmasked Estep ConsiderDeletion Score: -101706728.000000 Penalty: 190973.375000 Iteration 63Q: 25 clusters Score -1.017067e+08 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116159 members Mstep: Class 2 contains 29689 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14683 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3537 members Mstep: Class 9 contains 861 members Mstep: Class 10 contains 2325 members Mstep: Class 11 contains 10469 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15199 members Mstep: Class 14 contains 21566 members Mstep: Class 15 contains 9385 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23896 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85228 members Mstep: Class 20 contains 18434 members Mstep: Class 21 contains 46598 members Mstep: Class 22 contains 3430 members Mstep: Class 23 contains 14203 members Mstep: Class 24 contains 7391 members Entering Unmasked Estep ConsiderDeletion Score: -101706960.000000 Penalty: 190973.375000 Iteration 64Q: 25 clusters Score -1.01707e+08 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116147 members Mstep: Class 2 contains 29690 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14685 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3532 members Mstep: Class 9 contains 836 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10468 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15201 members Mstep: Class 14 contains 21573 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23902 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85223 members Mstep: Class 20 contains 18445 members Mstep: Class 21 contains 46553 members Mstep: Class 22 contains 3431 members Mstep: Class 23 contains 14230 members Mstep: Class 24 contains 7424 members Entering Unmasked Estep ConsiderDeletion Score: -101706992.000000 Penalty: 190973.375000 Iteration 65Q: 25 clusters Score -1.01707e+08 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116134 members Mstep: Class 2 contains 29689 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14684 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3528 members Mstep: Class 9 contains 822 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10458 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15210 members Mstep: Class 14 contains 21576 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23904 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85216 members Mstep: Class 20 contains 18462 members Mstep: Class 21 contains 46513 members Mstep: Class 22 contains 3431 members Mstep: Class 23 contains 14257 members Mstep: Class 24 contains 7456 members Entering Unmasked Estep ConsiderDeletion Score: -101706928.000000 Penalty: 190973.375000 Iteration 66Q: 25 clusters Score -1.017069e+08 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116128 members Mstep: Class 2 contains 29691 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14686 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3513 members Mstep: Class 9 contains 813 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10449 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15213 members Mstep: Class 14 contains 21582 members Mstep: Class 15 contains 9388 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23914 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85212 members Mstep: Class 20 contains 18479 members Mstep: Class 21 contains 46464 members Mstep: Class 22 contains 3430 members Mstep: Class 23 contains 14278 members Mstep: Class 24 contains 7488 members Entering Unmasked Estep ConsiderDeletion Score: -101707072.000000 Penalty: 190973.375000 Iteration 67Q: 25 clusters Score -1.017071e+08 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116128 members Mstep: Class 2 contains 29691 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14685 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3497 members Mstep: Class 9 contains 807 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10438 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15215 members Mstep: Class 14 contains 21595 members Mstep: Class 15 contains 9388 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23916 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85205 members Mstep: Class 20 contains 18491 members Mstep: Class 21 contains 46417 members Mstep: Class 22 contains 3431 members Mstep: Class 23 contains 14299 members Mstep: Class 24 contains 7525 members Entering Unmasked Estep ConsiderDeletion Score: -101706968.000000 Penalty: 190973.375000 Iteration 68Q: 25 clusters Score -1.01707e+08 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116120 members Mstep: Class 2 contains 29688 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14689 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3498 members Mstep: Class 9 contains 799 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10435 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15219 members Mstep: Class 14 contains 21592 members Mstep: Class 15 contains 9386 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23920 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85197 members Mstep: Class 20 contains 18502 members Mstep: Class 21 contains 46377 members Mstep: Class 22 contains 3435 members Mstep: Class 23 contains 14319 members Mstep: Class 24 contains 7552 members Entering Unmasked Estep ConsiderDeletion Score: -101706968.000000 Penalty: 190973.375000 Iteration 69Q: 25 clusters Score -1.01707e+08 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116115 members Mstep: Class 2 contains 29689 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14689 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3498 members Mstep: Class 9 contains 794 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10431 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15217 members Mstep: Class 14 contains 21589 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23930 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85198 members Mstep: Class 20 contains 18515 members Mstep: Class 21 contains 46328 members Mstep: Class 22 contains 3436 members Mstep: Class 23 contains 14338 members Mstep: Class 24 contains 7578 members Entering Unmasked Estep ConsiderDeletion Score: -101707088.000000 Penalty: 190973.375000 Iteration 70Q: 25 clusters Score -1.017071e+08 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116111 members Mstep: Class 2 contains 29687 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14687 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3495 members Mstep: Class 9 contains 791 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10424 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15218 members Mstep: Class 14 contains 21591 members Mstep: Class 15 contains 9382 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23940 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85193 members Mstep: Class 20 contains 18526 members Mstep: Class 21 contains 46268 members Mstep: Class 22 contains 3438 members Mstep: Class 23 contains 14362 members Mstep: Class 24 contains 7615 members Entering Unmasked Estep ConsiderDeletion Score: -101707152.000000 Penalty: 190973.375000 Iteration 71Q: 25 clusters Score -1.017072e+08 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116102 members Mstep: Class 2 contains 29686 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14686 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3497 members Mstep: Class 9 contains 785 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10422 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15208 members Mstep: Class 14 contains 21597 members Mstep: Class 15 contains 9379 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23940 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85190 members Mstep: Class 20 contains 18538 members Mstep: Class 21 contains 46219 members Mstep: Class 22 contains 3440 members Mstep: Class 23 contains 14383 members Mstep: Class 24 contains 7656 members Entering Unmasked Estep ConsiderDeletion Score: -101707264.000000 Penalty: 190973.375000 Iteration 72Q: 25 clusters Score -1.017073e+08 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116094 members Mstep: Class 2 contains 29686 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14687 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3495 members Mstep: Class 9 contains 782 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 10417 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15197 members Mstep: Class 14 contains 21595 members Mstep: Class 15 contains 9379 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23944 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85185 members Mstep: Class 20 contains 18551 members Mstep: Class 21 contains 46170 members Mstep: Class 22 contains 3441 members Mstep: Class 23 contains 14403 members Mstep: Class 24 contains 7703 members Entering Unmasked Estep ConsiderDeletion Score: -101707256.000000 Penalty: 190973.375000 Iteration 73Q: 25 clusters Score -1.017073e+08 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116085 members Mstep: Class 2 contains 29685 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14687 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3500 members Mstep: Class 9 contains 780 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 10414 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15186 members Mstep: Class 14 contains 21589 members Mstep: Class 15 contains 9377 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23951 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85181 members Mstep: Class 20 contains 18561 members Mstep: Class 21 contains 46119 members Mstep: Class 22 contains 3441 members Mstep: Class 23 contains 14423 members Mstep: Class 24 contains 7750 members Entering Unmasked Estep ConsiderDeletion Score: -101707296.000000 Penalty: 190973.375000 Iteration 74Q: 25 clusters Score -1.017073e+08 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116077 members Mstep: Class 2 contains 29684 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14687 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3499 members Mstep: Class 9 contains 777 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 10414 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15170 members Mstep: Class 14 contains 21587 members Mstep: Class 15 contains 9378 members Mstep: Class 16 contains 1288 members Mstep: Class 17 contains 23957 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85175 members Mstep: Class 20 contains 18570 members Mstep: Class 21 contains 46067 members Mstep: Class 22 contains 3442 members Mstep: Class 23 contains 14450 members Mstep: Class 24 contains 7795 members Entering Unmasked Estep ConsiderDeletion Score: -101707384.000000 Penalty: 190973.375000 Iteration 75Q: 25 clusters Score -1.017074e+08 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116065 members Mstep: Class 2 contains 29684 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14687 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 772 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 10407 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15160 members Mstep: Class 14 contains 21577 members Mstep: Class 15 contains 9379 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23964 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85174 members Mstep: Class 20 contains 18579 members Mstep: Class 21 contains 46024 members Mstep: Class 22 contains 3442 members Mstep: Class 23 contains 14477 members Mstep: Class 24 contains 7834 members Entering Unmasked Estep ConsiderDeletion Score: -101707360.000000 Penalty: 190973.375000 Iteration 76Q: 25 clusters Score -1.017074e+08 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116058 members Mstep: Class 2 contains 29685 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14687 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3500 members Mstep: Class 9 contains 771 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10407 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15148 members Mstep: Class 14 contains 21578 members Mstep: Class 15 contains 9379 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23969 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85172 members Mstep: Class 20 contains 18584 members Mstep: Class 21 contains 45977 members Mstep: Class 22 contains 3442 members Mstep: Class 23 contains 14503 members Mstep: Class 24 contains 7867 members Entering Unmasked Estep ConsiderDeletion Score: -101707480.000000 Penalty: 190973.375000 Iteration 77Q: 25 clusters Score -1.017075e+08 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116041 members Mstep: Class 2 contains 29685 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14689 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3499 members Mstep: Class 9 contains 770 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10406 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15143 members Mstep: Class 14 contains 21567 members Mstep: Class 15 contains 9378 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23971 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85169 members Mstep: Class 20 contains 18591 members Mstep: Class 21 contains 45944 members Mstep: Class 22 contains 3444 members Mstep: Class 23 contains 14529 members Mstep: Class 24 contains 7901 members Entering Unmasked Estep ConsiderDeletion Score: -101707400.000000 Penalty: 190973.375000 Iteration 78Q: 25 clusters Score -1.017074e+08 nChanged 96 Entering ConstructFrom: Score: -101707400.000000 Penalty: 190973.375000 Entering ConstructFrom: Trying to split cluster 1 (116033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116033 members Entering Unmasked Estep Score: -27341518.000000 Penalty: 7142.748047 Iteration 0F: 2 clusters Score -2.734152e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57845 members Mstep: Class 2 contains 58188 members Entering Unmasked Estep Score: -27263656.000000 Penalty: 14285.496094 Iteration 0F: 3 clusters Score -2.726366e+07 nChanged 53462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56301 members Mstep: Class 2 contains 59732 members Entering Unmasked Estep Score: -27292910.000000 Penalty: 14285.496094 Iteration 1F: 3 clusters Score -2.729291e+07 nChanged 4653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55200 members Mstep: Class 2 contains 60833 members Entering Unmasked Estep Score: -27293922.000000 Penalty: 14285.496094 Iteration 2Q: 3 clusters Score -2.729392e+07 nChanged 4338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53630 members Mstep: Class 2 contains 62403 members Entering Unmasked Estep Score: -27295212.000000 Penalty: 14285.496094 Iteration 3Q: 3 clusters Score -2.729521e+07 nChanged 4087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51515 members Mstep: Class 2 contains 64518 members Entering Unmasked Estep Score: -27296328.000000 Penalty: 14285.496094 Iteration 4Q: 3 clusters Score -2.729633e+07 nChanged 4159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48556 members Mstep: Class 2 contains 67477 members Entering Unmasked Estep Score: -27297578.000000 Penalty: 14285.496094 Iteration 5Q: 3 clusters Score -2.729758e+07 nChanged 4627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44509 members Mstep: Class 2 contains 71524 members Entering Unmasked Estep Score: -27299292.000000 Penalty: 14285.496094 Iteration 6Q: 3 clusters Score -2.729929e+07 nChanged 5747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39050 members Mstep: Class 2 contains 76983 members Entering Unmasked Estep Score: -27302350.000000 Penalty: 14285.496094 Iteration 7Q: 3 clusters Score -2.730235e+07 nChanged 7295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31877 members Mstep: Class 2 contains 84156 members Entering Unmasked Estep Score: -27307010.000000 Penalty: 14285.496094 Iteration 8F: 3 clusters Score -2.730701e+07 nChanged 8655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23250 members Mstep: Class 2 contains 92783 members Entering Unmasked Estep Score: -27313918.000000 Penalty: 14285.496094 Iteration 9F: 3 clusters Score -2.731392e+07 nChanged 8786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14484 members Mstep: Class 2 contains 101549 members Entering Unmasked Estep Score: -27321908.000000 Penalty: 14285.496094 Iteration 10F: 3 clusters Score -2.732191e+07 nChanged 6890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 108431 members Entering Unmasked Estep Score: -27328524.000000 Penalty: 14285.496094 Iteration 11F: 3 clusters Score -2.732852e+07 nChanged 3983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 112406 members Entering Unmasked Estep Score: -27332224.000000 Penalty: 14285.496094 Iteration 12Q: 3 clusters Score -2.733222e+07 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 114059 members Entering Unmasked Estep Score: -27333806.000000 Penalty: 14285.496094 Iteration 13Q: 3 clusters Score -2.733381e+07 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 114711 members Entering Unmasked Estep Score: -27334450.000000 Penalty: 14285.496094 Iteration 14Q: 3 clusters Score -2.733445e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 115022 members Entering Unmasked Estep Score: -27334756.000000 Penalty: 14285.496094 Iteration 15Q: 3 clusters Score -2.733476e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 115153 members Entering Unmasked Estep Score: -27334892.000000 Penalty: 14285.496094 Iteration 16Q: 3 clusters Score -2.733489e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 115227 members Entering Unmasked Estep Score: -27335036.000000 Penalty: 14285.496094 Iteration 17Q: 3 clusters Score -2.733504e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 115272 members Entering Unmasked Estep Score: -27335076.000000 Penalty: 14285.496094 Iteration 18Q: 3 clusters Score -2.733508e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 115297 members Entering Unmasked Estep Score: -27335130.000000 Penalty: 14285.496094 Iteration 19Q: 3 clusters Score -2.733513e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 115311 members Entering Unmasked Estep Score: -27335164.000000 Penalty: 14285.496094 Iteration 20F: 3 clusters Score -2.733516e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 115323 members Entering Unmasked Estep Score: -27335126.000000 Penalty: 14285.496094 Iteration 21Q: 3 clusters Score -2.733513e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 115336 members Entering Unmasked Estep Score: -27335168.000000 Penalty: 14285.496094 Iteration 22Q: 3 clusters Score -2.733517e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 115345 members Entering Unmasked Estep Score: -27335222.000000 Penalty: 14285.496094 Iteration 23Q: 3 clusters Score -2.733522e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 115351 members Entering Unmasked Estep Score: -27335224.000000 Penalty: 14285.496094 Iteration 24Q: 3 clusters Score -2.733522e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 115356 members Entering Unmasked Estep Score: -27335232.000000 Penalty: 14285.496094 Iteration 25Q: 3 clusters Score -2.733523e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 115357 members Entering Unmasked Estep Score: -27335250.000000 Penalty: 14285.496094 Iteration 26Q: 3 clusters Score -2.733525e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 115356 members Entering Unmasked Estep Score: -27335274.000000 Penalty: 14285.496094 Iteration 27Q: 3 clusters Score -2.733527e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 115356 members Entering Unmasked Estep Score: -27335274.000000 Penalty: 14285.496094 Iteration 28F: 3 clusters Score -2.733527e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (29684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29684 members Entering Unmasked Estep Score: -6960457.500000 Penalty: 6307.747559 Iteration 0F: 2 clusters Score -6960458 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14907 members Mstep: Class 2 contains 14777 members Entering Unmasked Estep Score: -6937862.500000 Penalty: 12615.495117 Iteration 0F: 3 clusters Score -6937862 nChanged 12481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15062 members Mstep: Class 2 contains 14622 members Entering Unmasked Estep Score: -6944418.500000 Penalty: 12615.495117 Iteration 1F: 3 clusters Score -6944418 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Mstep: Class 2 contains 14489 members Entering Unmasked Estep Score: -6945290.500000 Penalty: 12615.495117 Iteration 2F: 3 clusters Score -6945290 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 14255 members Entering Unmasked Estep Score: -6945964.500000 Penalty: 12615.495117 Iteration 3F: 3 clusters Score -6945964 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15750 members Mstep: Class 2 contains 13934 members Entering Unmasked Estep Score: -6946648.000000 Penalty: 12615.495117 Iteration 4Q: 3 clusters Score -6946648 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16254 members Mstep: Class 2 contains 13430 members Entering Unmasked Estep Score: -6947621.500000 Penalty: 12615.495117 Iteration 5Q: 3 clusters Score -6947622 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16987 members Mstep: Class 2 contains 12697 members Entering Unmasked Estep Score: -6949163.000000 Penalty: 12615.495117 Iteration 6F: 3 clusters Score -6949163 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -6951366.000000 Penalty: 12615.495117 Iteration 7F: 3 clusters Score -6951366 nChanged 2337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18639 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -6953672.500000 Penalty: 12615.495117 Iteration 8F: 3 clusters Score -6953672 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19014 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -6955258.000000 Penalty: 12615.495117 Iteration 9F: 3 clusters Score -6955258 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19088 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -6956130.000000 Penalty: 12615.495117 Iteration 10Q: 3 clusters Score -6956130 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19017 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -6956507.500000 Penalty: 12615.495117 Iteration 11Q: 3 clusters Score -6956508 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18927 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -6956739.000000 Penalty: 12615.495117 Iteration 12Q: 3 clusters Score -6956739 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18797 members Mstep: Class 2 contains 10887 members Entering Unmasked Estep Score: -6956850.000000 Penalty: 12615.495117 Iteration 13Q: 3 clusters Score -6956850 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18683 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -6956936.000000 Penalty: 12615.495117 Iteration 14Q: 3 clusters Score -6956936 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18558 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -6956986.000000 Penalty: 12615.495117 Iteration 15Q: 3 clusters Score -6956986 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18437 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -6957069.000000 Penalty: 12615.495117 Iteration 16Q: 3 clusters Score -6957069 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -6957141.000000 Penalty: 12615.495117 Iteration 17Q: 3 clusters Score -6957141 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18215 members Mstep: Class 2 contains 11469 members Entering Unmasked Estep Score: -6957178.000000 Penalty: 12615.495117 Iteration 18Q: 3 clusters Score -6957178 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18126 members Mstep: Class 2 contains 11558 members Entering Unmasked Estep Score: -6957200.000000 Penalty: 12615.495117 Iteration 19Q: 3 clusters Score -6957200 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18040 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -6957239.500000 Penalty: 12615.495117 Iteration 20F: 3 clusters Score -6957240 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17951 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -6957245.000000 Penalty: 12615.495117 Iteration 21Q: 3 clusters Score -6957245 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17863 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -6957269.500000 Penalty: 12615.495117 Iteration 22Q: 3 clusters Score -6957270 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17807 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -6957295.000000 Penalty: 12615.495117 Iteration 23Q: 3 clusters Score -6957295 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17762 members Mstep: Class 2 contains 11922 members Entering Unmasked Estep Score: -6957324.000000 Penalty: 12615.495117 Iteration 24Q: 3 clusters Score -6957324 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17712 members Mstep: Class 2 contains 11972 members Entering Unmasked Estep Score: -6957333.500000 Penalty: 12615.495117 Iteration 25Q: 3 clusters Score -6957334 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17678 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -6957346.000000 Penalty: 12615.495117 Iteration 26Q: 3 clusters Score -6957346 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17644 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -6957356.500000 Penalty: 12615.495117 Iteration 27Q: 3 clusters Score -6957356 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17621 members Mstep: Class 2 contains 12063 members Entering Unmasked Estep Score: -6957356.000000 Penalty: 12615.495117 Iteration 28Q: 3 clusters Score -6957356 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17596 members Mstep: Class 2 contains 12088 members Entering Unmasked Estep Score: -6957354.000000 Penalty: 12615.495117 Iteration 29Q: 3 clusters Score -6957354 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17580 members Mstep: Class 2 contains 12104 members Entering Unmasked Estep Score: -6957341.000000 Penalty: 12615.495117 Iteration 30Q: 3 clusters Score -6957341 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17561 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -6957354.000000 Penalty: 12615.495117 Iteration 31Q: 3 clusters Score -6957354 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17545 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -6957345.000000 Penalty: 12615.495117 Iteration 32Q: 3 clusters Score -6957345 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17532 members Mstep: Class 2 contains 12152 members Entering Unmasked Estep Score: -6957338.000000 Penalty: 12615.495117 Iteration 33Q: 3 clusters Score -6957338 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17515 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -6957342.500000 Penalty: 12615.495117 Iteration 34Q: 3 clusters Score -6957342 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17497 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -6957334.000000 Penalty: 12615.495117 Iteration 35Q: 3 clusters Score -6957334 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17482 members Mstep: Class 2 contains 12202 members Entering Unmasked Estep Score: -6957351.500000 Penalty: 12615.495117 Iteration 36Q: 3 clusters Score -6957352 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17468 members Mstep: Class 2 contains 12216 members Entering Unmasked Estep Score: -6957356.500000 Penalty: 12615.495117 Iteration 37Q: 3 clusters Score -6957356 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17455 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -6957366.500000 Penalty: 12615.495117 Iteration 38Q: 3 clusters Score -6957366 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17447 members Mstep: Class 2 contains 12237 members Entering Unmasked Estep Score: -6957360.000000 Penalty: 12615.495117 Iteration 39Q: 3 clusters Score -6957360 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17427 members Mstep: Class 2 contains 12257 members Entering Unmasked Estep Score: -6957363.500000 Penalty: 12615.495117 Iteration 40F: 3 clusters Score -6957364 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17409 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -6957360.500000 Penalty: 12615.495117 Iteration 41Q: 3 clusters Score -6957360 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17398 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -6957344.500000 Penalty: 12615.495117 Iteration 42Q: 3 clusters Score -6957344 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17387 members Mstep: Class 2 contains 12297 members Entering Unmasked Estep Score: -6957357.500000 Penalty: 12615.495117 Iteration 43Q: 3 clusters Score -6957358 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17380 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -6957362.000000 Penalty: 12615.495117 Iteration 44Q: 3 clusters Score -6957362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17375 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -6957364.000000 Penalty: 12615.495117 Iteration 45Q: 3 clusters Score -6957364 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17368 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -6957369.500000 Penalty: 12615.495117 Iteration 46Q: 3 clusters Score -6957370 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17358 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -6957380.500000 Penalty: 12615.495117 Iteration 47Q: 3 clusters Score -6957380 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17349 members Mstep: Class 2 contains 12335 members Entering Unmasked Estep Score: -6957370.000000 Penalty: 12615.495117 Iteration 48Q: 3 clusters Score -6957370 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17341 members Mstep: Class 2 contains 12343 members Entering Unmasked Estep Score: -6957362.000000 Penalty: 12615.495117 Iteration 49Q: 3 clusters Score -6957362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17336 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -6957360.000000 Penalty: 12615.495117 Iteration 50Q: 3 clusters Score -6957360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17332 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -6957373.500000 Penalty: 12615.495117 Iteration 51Q: 3 clusters Score -6957374 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17330 members Mstep: Class 2 contains 12354 members Entering Unmasked Estep Score: -6957365.500000 Penalty: 12615.495117 Iteration 52Q: 3 clusters Score -6957366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17329 members Mstep: Class 2 contains 12355 members Entering Unmasked Estep Score: -6957364.500000 Penalty: 12615.495117 Iteration 53Q: 3 clusters Score -6957364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17328 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -6957372.000000 Penalty: 12615.495117 Iteration 54Q: 3 clusters Score -6957372 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17328 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -6957372.000000 Penalty: 12615.495117 Iteration 55F: 3 clusters Score -6957372 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Entering Unmasked Estep Score: -238005.703125 Penalty: 4337.031738 Iteration 0F: 2 clusters Score -238005.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -234087.593750 Penalty: 8674.063477 Iteration 0F: 3 clusters Score -234087.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -234950.453125 Penalty: 8674.063477 Iteration 1F: 3 clusters Score -234950.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -235752.968750 Penalty: 8674.063477 Iteration 2F: 3 clusters Score -235753 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -236414.031250 Penalty: 8674.063477 Iteration 3F: 3 clusters Score -236414 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -236739.781250 Penalty: 8674.063477 Iteration 4F: 3 clusters Score -236739.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -236992.937500 Penalty: 8674.063477 Iteration 5Q: 3 clusters Score -236992.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -237187.265625 Penalty: 8674.063477 Iteration 6Q: 3 clusters Score -237187.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -237296.531250 Penalty: 8674.063477 Iteration 7Q: 3 clusters Score -237296.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -237343.578125 Penalty: 8674.063477 Iteration 8Q: 3 clusters Score -237343.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -237371.781250 Penalty: 8674.063477 Iteration 9Q: 3 clusters Score -237371.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -237397.984375 Penalty: 8674.063477 Iteration 10Q: 3 clusters Score -237398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -237411.250000 Penalty: 8674.063477 Iteration 11Q: 3 clusters Score -237411.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -237414.125000 Penalty: 8674.063477 Iteration 12Q: 3 clusters Score -237414.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -237419.296875 Penalty: 8674.063477 Iteration 13Q: 3 clusters Score -237419.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -237434.687500 Penalty: 8674.063477 Iteration 14Q: 3 clusters Score -237434.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -237442.015625 Penalty: 8674.063477 Iteration 15Q: 3 clusters Score -237442 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -237442.015625 Penalty: 8674.063477 Iteration 16F: 3 clusters Score -237442 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Entering Unmasked Estep Score: -301813.312500 Penalty: 4445.777344 Iteration 0F: 2 clusters Score -301813.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -297342.968750 Penalty: 8891.554688 Iteration 0F: 3 clusters Score -297343 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -297951.625000 Penalty: 8891.554688 Iteration 1F: 3 clusters Score -297951.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -298192.531250 Penalty: 8891.554688 Iteration 2F: 3 clusters Score -298192.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -298353.187500 Penalty: 8891.554688 Iteration 3Q: 3 clusters Score -298353.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -298553.062500 Penalty: 8891.554688 Iteration 4Q: 3 clusters Score -298553.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -299006.875000 Penalty: 8891.554688 Iteration 5Q: 3 clusters Score -299006.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -300081.718750 Penalty: 8891.554688 Iteration 6F: 3 clusters Score -300081.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -300897.781250 Penalty: 8891.554688 Iteration 7F: 3 clusters Score -300897.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -301610.093750 Penalty: 8891.554688 Iteration 8F: 3 clusters Score -301610.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -302164.968750 Penalty: 8891.554688 Iteration 9F: 3 clusters Score -302165 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -302451.906250 Penalty: 8891.554688 Iteration 10Q: 3 clusters Score -302451.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -302609.687500 Penalty: 8891.554688 Iteration 11Q: 3 clusters Score -302609.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -302781.968750 Penalty: 8891.554688 Iteration 12Q: 3 clusters Score -302782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -303023.968750 Penalty: 8891.554688 Iteration 13Q: 3 clusters Score -303024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -303178.718750 Penalty: 8891.554688 Iteration 14Q: 3 clusters Score -303178.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -303188.406250 Penalty: 8891.554688 Iteration 15Q: 3 clusters Score -303188.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -303197.562500 Penalty: 8891.554688 Iteration 16Q: 3 clusters Score -303197.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -303209.625000 Penalty: 8891.554688 Iteration 17Q: 3 clusters Score -303209.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -303216.687500 Penalty: 8891.554688 Iteration 18Q: 3 clusters Score -303216.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -303228.031250 Penalty: 8891.554688 Iteration 19F: 3 clusters Score -303228 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -303437.156250 Penalty: 8891.554688 Iteration 20F: 3 clusters Score -303437.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -303681.625000 Penalty: 8891.554688 Iteration 21Q: 3 clusters Score -303681.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -303681.625000 Penalty: 8891.554688 Iteration 22F: 3 clusters Score -303681.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116033 members Mstep: Class 2 contains 29684 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1009 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14692 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3498 members Mstep: Class 9 contains 770 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10404 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15141 members Mstep: Class 14 contains 21558 members Mstep: Class 15 contains 9377 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23975 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85162 members Mstep: Class 20 contains 18594 members Mstep: Class 21 contains 45909 members Mstep: Class 22 contains 3446 members Mstep: Class 23 contains 14547 members Mstep: Class 24 contains 7937 members Mstep: Class 25 contains 411 members Entering Unmasked Estep Score: -101705760.000000 Penalty: 198930.609375 Splitting cluster 4 changes total score from -101707400.000000 to -101705760.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Entering Unmasked Estep Score: -123941.671875 Penalty: 3936.224121 Iteration 0F: 2 clusters Score -123941.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -120412.039062 Penalty: 7872.448242 Iteration 0F: 3 clusters Score -120412 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -120687.210938 Penalty: 7872.448242 Iteration 1F: 3 clusters Score -120687.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -120797.828125 Penalty: 7872.448242 Iteration 2Q: 3 clusters Score -120797.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -120835.937500 Penalty: 7872.448242 Iteration 3Q: 3 clusters Score -120835.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -120853.273438 Penalty: 7872.448242 Iteration 4Q: 3 clusters Score -120853.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -120857.890625 Penalty: 7872.448242 Iteration 5Q: 3 clusters Score -120857.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -120857.890625 Penalty: 7872.448242 Iteration 6F: 3 clusters Score -120857.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14692 members Entering Unmasked Estep Score: -3460254.250000 Penalty: 5876.973145 Iteration 0F: 2 clusters Score -3460254 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -3447120.500000 Penalty: 11753.946289 Iteration 0F: 3 clusters Score -3447120 nChanged 5626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -3450171.000000 Penalty: 11753.946289 Iteration 1F: 3 clusters Score -3450171 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -3450722.500000 Penalty: 11753.946289 Iteration 2F: 3 clusters Score -3450722 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -3451051.000000 Penalty: 11753.946289 Iteration 3Q: 3 clusters Score -3451051 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -3451259.250000 Penalty: 11753.946289 Iteration 4Q: 3 clusters Score -3451259 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -3451421.250000 Penalty: 11753.946289 Iteration 5Q: 3 clusters Score -3451421 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -3451548.000000 Penalty: 11753.946289 Iteration 6Q: 3 clusters Score -3451548 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -3451677.500000 Penalty: 11753.946289 Iteration 7Q: 3 clusters Score -3451678 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -3451775.000000 Penalty: 11753.946289 Iteration 8Q: 3 clusters Score -3451775 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -3451895.250000 Penalty: 11753.946289 Iteration 9Q: 3 clusters Score -3451895 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -3452005.500000 Penalty: 11753.946289 Iteration 10Q: 3 clusters Score -3452006 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -3452107.750000 Penalty: 11753.946289 Iteration 11Q: 3 clusters Score -3452108 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -3452219.250000 Penalty: 11753.946289 Iteration 12Q: 3 clusters Score -3452219 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -3452348.750000 Penalty: 11753.946289 Iteration 13Q: 3 clusters Score -3452349 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -3452475.500000 Penalty: 11753.946289 Iteration 14Q: 3 clusters Score -3452476 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -3452592.250000 Penalty: 11753.946289 Iteration 15Q: 3 clusters Score -3452592 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 9116 members Entering Unmasked Estep Score: -3452714.000000 Penalty: 11753.946289 Iteration 16Q: 3 clusters Score -3452714 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -3452842.750000 Penalty: 11753.946289 Iteration 17Q: 3 clusters Score -3452843 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -3452963.750000 Penalty: 11753.946289 Iteration 18Q: 3 clusters Score -3452964 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -3453085.500000 Penalty: 11753.946289 Iteration 19Q: 3 clusters Score -3453086 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -3453196.750000 Penalty: 11753.946289 Iteration 20F: 3 clusters Score -3453197 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -3453298.750000 Penalty: 11753.946289 Iteration 21Q: 3 clusters Score -3453299 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -3453383.500000 Penalty: 11753.946289 Iteration 22Q: 3 clusters Score -3453384 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -3453469.000000 Penalty: 11753.946289 Iteration 23Q: 3 clusters Score -3453469 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 10109 members Entering Unmasked Estep Score: -3453531.250000 Penalty: 11753.946289 Iteration 24Q: 3 clusters Score -3453531 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -3453589.500000 Penalty: 11753.946289 Iteration 25Q: 3 clusters Score -3453590 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 10317 members Entering Unmasked Estep Score: -3453651.250000 Penalty: 11753.946289 Iteration 26Q: 3 clusters Score -3453651 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -3453704.250000 Penalty: 11753.946289 Iteration 27Q: 3 clusters Score -3453704 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -3453762.250000 Penalty: 11753.946289 Iteration 28Q: 3 clusters Score -3453762 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 10656 members Entering Unmasked Estep Score: -3453826.500000 Penalty: 11753.946289 Iteration 29Q: 3 clusters Score -3453826 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -3453874.250000 Penalty: 11753.946289 Iteration 30Q: 3 clusters Score -3453874 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -3453911.000000 Penalty: 11753.946289 Iteration 31Q: 3 clusters Score -3453911 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -3453961.250000 Penalty: 11753.946289 Iteration 32Q: 3 clusters Score -3453961 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -3454005.000000 Penalty: 11753.946289 Iteration 33Q: 3 clusters Score -3454005 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -3454041.000000 Penalty: 11753.946289 Iteration 34Q: 3 clusters Score -3454041 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -3454086.750000 Penalty: 11753.946289 Iteration 35Q: 3 clusters Score -3454087 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 11311 members Entering Unmasked Estep Score: -3454115.750000 Penalty: 11753.946289 Iteration 36Q: 3 clusters Score -3454116 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -3454166.500000 Penalty: 11753.946289 Iteration 37Q: 3 clusters Score -3454166 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -3454207.250000 Penalty: 11753.946289 Iteration 38Q: 3 clusters Score -3454207 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -3454248.750000 Penalty: 11753.946289 Iteration 39Q: 3 clusters Score -3454249 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -3454282.000000 Penalty: 11753.946289 Iteration 40F: 3 clusters Score -3454282 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 11727 members Entering Unmasked Estep Score: -3454326.000000 Penalty: 11753.946289 Iteration 41Q: 3 clusters Score -3454326 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 11786 members Entering Unmasked Estep Score: -3454362.500000 Penalty: 11753.946289 Iteration 42Q: 3 clusters Score -3454362 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -3454372.250000 Penalty: 11753.946289 Iteration 43Q: 3 clusters Score -3454372 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 11902 members Entering Unmasked Estep Score: -3454400.250000 Penalty: 11753.946289 Iteration 44Q: 3 clusters Score -3454400 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 11964 members Entering Unmasked Estep Score: -3454436.750000 Penalty: 11753.946289 Iteration 45Q: 3 clusters Score -3454437 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -3454471.750000 Penalty: 11753.946289 Iteration 46Q: 3 clusters Score -3454472 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -3454512.000000 Penalty: 11753.946289 Iteration 47Q: 3 clusters Score -3454512 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -3454541.750000 Penalty: 11753.946289 Iteration 48Q: 3 clusters Score -3454542 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -3454588.250000 Penalty: 11753.946289 Iteration 49Q: 3 clusters Score -3454588 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -3454620.000000 Penalty: 11753.946289 Iteration 50Q: 3 clusters Score -3454620 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -3454640.000000 Penalty: 11753.946289 Iteration 51Q: 3 clusters Score -3454640 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -3454660.250000 Penalty: 11753.946289 Iteration 52Q: 3 clusters Score -3454660 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -3454690.750000 Penalty: 11753.946289 Iteration 53Q: 3 clusters Score -3454691 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -3454718.750000 Penalty: 11753.946289 Iteration 54Q: 3 clusters Score -3454719 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 12557 members Entering Unmasked Estep Score: -3454745.000000 Penalty: 11753.946289 Iteration 55Q: 3 clusters Score -3454745 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -3454769.250000 Penalty: 11753.946289 Iteration 56Q: 3 clusters Score -3454769 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -3454783.750000 Penalty: 11753.946289 Iteration 57Q: 3 clusters Score -3454784 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -3454812.250000 Penalty: 11753.946289 Iteration 58Q: 3 clusters Score -3454812 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 12733 members Entering Unmasked Estep Score: -3454847.750000 Penalty: 11753.946289 Iteration 59Q: 3 clusters Score -3454848 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 12765 members Entering Unmasked Estep Score: -3454864.250000 Penalty: 11753.946289 Iteration 60F: 3 clusters Score -3454864 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -3454888.750000 Penalty: 11753.946289 Iteration 61Q: 3 clusters Score -3454889 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 12830 members Entering Unmasked Estep Score: -3454907.000000 Penalty: 11753.946289 Iteration 62Q: 3 clusters Score -3454907 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -3454910.750000 Penalty: 11753.946289 Iteration 63Q: 3 clusters Score -3454911 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 12867 members Entering Unmasked Estep Score: -3454921.500000 Penalty: 11753.946289 Iteration 64Q: 3 clusters Score -3454922 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -3454928.750000 Penalty: 11753.946289 Iteration 65Q: 3 clusters Score -3454929 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 12889 members Entering Unmasked Estep Score: -3454933.750000 Penalty: 11753.946289 Iteration 66Q: 3 clusters Score -3454934 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -3454944.500000 Penalty: 11753.946289 Iteration 67Q: 3 clusters Score -3454944 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -3454959.000000 Penalty: 11753.946289 Iteration 68Q: 3 clusters Score -3454959 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 12946 members Entering Unmasked Estep Score: -3454973.250000 Penalty: 11753.946289 Iteration 69Q: 3 clusters Score -3454973 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 12965 members Entering Unmasked Estep Score: -3454989.250000 Penalty: 11753.946289 Iteration 70Q: 3 clusters Score -3454989 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 12976 members Entering Unmasked Estep Score: -3454998.000000 Penalty: 11753.946289 Iteration 71Q: 3 clusters Score -3454998 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 12986 members Entering Unmasked Estep Score: -3455001.750000 Penalty: 11753.946289 Iteration 72Q: 3 clusters Score -3455002 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 12995 members Entering Unmasked Estep Score: -3455001.750000 Penalty: 11753.946289 Iteration 73Q: 3 clusters Score -3455002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 12999 members Entering Unmasked Estep Score: -3454998.000000 Penalty: 11753.946289 Iteration 74Q: 3 clusters Score -3454998 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 13001 members Entering Unmasked Estep Score: -3454999.750000 Penalty: 11753.946289 Iteration 75Q: 3 clusters Score -3455000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 13003 members Entering Unmasked Estep Score: -3455002.250000 Penalty: 11753.946289 Iteration 76Q: 3 clusters Score -3455002 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 13005 members Entering Unmasked Estep Score: -3455003.500000 Penalty: 11753.946289 Iteration 77Q: 3 clusters Score -3455004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 13008 members Entering Unmasked Estep Score: -3455008.000000 Penalty: 11753.946289 Iteration 78Q: 3 clusters Score -3455008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -3455007.750000 Penalty: 11753.946289 Iteration 79Q: 3 clusters Score -3455008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 13015 members Entering Unmasked Estep Score: -3455010.000000 Penalty: 11753.946289 Iteration 80F: 3 clusters Score -3455010 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 13016 members Entering Unmasked Estep Score: -3455011.500000 Penalty: 11753.946289 Iteration 81Q: 3 clusters Score -3455012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 13016 members Entering Unmasked Estep Score: -3455011.500000 Penalty: 11753.946289 Iteration 82F: 3 clusters Score -3455012 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9331 members Entering Unmasked Estep Score: -2201285.250000 Penalty: 5598.921875 Iteration 0F: 2 clusters Score -2201285 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -2191430.000000 Penalty: 11197.843750 Iteration 0F: 3 clusters Score -2191430 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -2193394.250000 Penalty: 11197.843750 Iteration 1F: 3 clusters Score -2193394 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -2193827.500000 Penalty: 11197.843750 Iteration 2F: 3 clusters Score -2193828 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -2194101.250000 Penalty: 11197.843750 Iteration 3Q: 3 clusters Score -2194101 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -2194317.750000 Penalty: 11197.843750 Iteration 4Q: 3 clusters Score -2194318 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -2194501.250000 Penalty: 11197.843750 Iteration 5Q: 3 clusters Score -2194501 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -2194669.500000 Penalty: 11197.843750 Iteration 6Q: 3 clusters Score -2194670 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -2194832.250000 Penalty: 11197.843750 Iteration 7Q: 3 clusters Score -2194832 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -2195007.250000 Penalty: 11197.843750 Iteration 8Q: 3 clusters Score -2195007 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -2195164.250000 Penalty: 11197.843750 Iteration 9Q: 3 clusters Score -2195164 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -2195320.750000 Penalty: 11197.843750 Iteration 10Q: 3 clusters Score -2195321 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -2195478.000000 Penalty: 11197.843750 Iteration 11Q: 3 clusters Score -2195478 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -2195649.000000 Penalty: 11197.843750 Iteration 12Q: 3 clusters Score -2195649 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -2195829.750000 Penalty: 11197.843750 Iteration 13Q: 3 clusters Score -2195830 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -2195994.750000 Penalty: 11197.843750 Iteration 14Q: 3 clusters Score -2195995 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -2196126.500000 Penalty: 11197.843750 Iteration 15Q: 3 clusters Score -2196126 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -2196240.500000 Penalty: 11197.843750 Iteration 16Q: 3 clusters Score -2196240 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -2196349.250000 Penalty: 11197.843750 Iteration 17Q: 3 clusters Score -2196349 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -2196442.500000 Penalty: 11197.843750 Iteration 18Q: 3 clusters Score -2196442 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -2196511.250000 Penalty: 11197.843750 Iteration 19Q: 3 clusters Score -2196511 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -2196571.000000 Penalty: 11197.843750 Iteration 20F: 3 clusters Score -2196571 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -2196630.750000 Penalty: 11197.843750 Iteration 21Q: 3 clusters Score -2196631 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -2196658.250000 Penalty: 11197.843750 Iteration 22Q: 3 clusters Score -2196658 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -2196691.500000 Penalty: 11197.843750 Iteration 23Q: 3 clusters Score -2196692 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -2196716.250000 Penalty: 11197.843750 Iteration 24Q: 3 clusters Score -2196716 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -2196736.500000 Penalty: 11197.843750 Iteration 25Q: 3 clusters Score -2196736 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -2196748.000000 Penalty: 11197.843750 Iteration 26Q: 3 clusters Score -2196748 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -2196763.750000 Penalty: 11197.843750 Iteration 27Q: 3 clusters Score -2196764 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -2196779.500000 Penalty: 11197.843750 Iteration 28Q: 3 clusters Score -2196780 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -2196782.500000 Penalty: 11197.843750 Iteration 29Q: 3 clusters Score -2196782 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -2196790.000000 Penalty: 11197.843750 Iteration 30Q: 3 clusters Score -2196790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -2196795.500000 Penalty: 11197.843750 Iteration 31Q: 3 clusters Score -2196796 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -2196804.750000 Penalty: 11197.843750 Iteration 32Q: 3 clusters Score -2196805 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -2196804.500000 Penalty: 11197.843750 Iteration 33Q: 3 clusters Score -2196804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2196807.750000 Penalty: 11197.843750 Iteration 34Q: 3 clusters Score -2196808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2196808.000000 Penalty: 11197.843750 Iteration 35Q: 3 clusters Score -2196808 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -2196815.500000 Penalty: 11197.843750 Iteration 36Q: 3 clusters Score -2196816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2196812.750000 Penalty: 11197.843750 Iteration 37Q: 3 clusters Score -2196813 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2196819.250000 Penalty: 11197.843750 Iteration 38Q: 3 clusters Score -2196819 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -2196822.000000 Penalty: 11197.843750 Iteration 39Q: 3 clusters Score -2196822 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -2196821.750000 Penalty: 11197.843750 Iteration 40F: 3 clusters Score -2196822 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -2196822.250000 Penalty: 11197.843750 Iteration 41Q: 3 clusters Score -2196822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -2196825.250000 Penalty: 11197.843750 Iteration 42Q: 3 clusters Score -2196825 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -2196826.750000 Penalty: 11197.843750 Iteration 43Q: 3 clusters Score -2196827 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -2196825.500000 Penalty: 11197.843750 Iteration 44Q: 3 clusters Score -2196826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -2196825.500000 Penalty: 11197.843750 Iteration 45F: 3 clusters Score -2196826 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Entering Unmasked Estep Score: -797916.312500 Penalty: 4997.967285 Iteration 0F: 2 clusters Score -797916.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -791830.437500 Penalty: 9995.934570 Iteration 0F: 3 clusters Score -791830.4 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -792723.000000 Penalty: 9995.934570 Iteration 1F: 3 clusters Score -792723 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -792981.562500 Penalty: 9995.934570 Iteration 2F: 3 clusters Score -792981.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -793119.187500 Penalty: 9995.934570 Iteration 3Q: 3 clusters Score -793119.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -793211.375000 Penalty: 9995.934570 Iteration 4Q: 3 clusters Score -793211.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -793292.250000 Penalty: 9995.934570 Iteration 5Q: 3 clusters Score -793292.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -793353.750000 Penalty: 9995.934570 Iteration 6Q: 3 clusters Score -793353.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -793394.312500 Penalty: 9995.934570 Iteration 7Q: 3 clusters Score -793394.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -793432.187500 Penalty: 9995.934570 Iteration 8Q: 3 clusters Score -793432.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -793465.750000 Penalty: 9995.934570 Iteration 9Q: 3 clusters Score -793465.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -793499.312500 Penalty: 9995.934570 Iteration 10Q: 3 clusters Score -793499.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -793528.187500 Penalty: 9995.934570 Iteration 11Q: 3 clusters Score -793528.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -793551.562500 Penalty: 9995.934570 Iteration 12Q: 3 clusters Score -793551.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -793568.500000 Penalty: 9995.934570 Iteration 13Q: 3 clusters Score -793568.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -793590.125000 Penalty: 9995.934570 Iteration 14Q: 3 clusters Score -793590.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -793607.437500 Penalty: 9995.934570 Iteration 15Q: 3 clusters Score -793607.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -793618.750000 Penalty: 9995.934570 Iteration 16Q: 3 clusters Score -793618.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -793628.312500 Penalty: 9995.934570 Iteration 17Q: 3 clusters Score -793628.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -793638.000000 Penalty: 9995.934570 Iteration 18Q: 3 clusters Score -793638 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -793644.812500 Penalty: 9995.934570 Iteration 19Q: 3 clusters Score -793644.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -793651.375000 Penalty: 9995.934570 Iteration 20F: 3 clusters Score -793651.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -793658.500000 Penalty: 9995.934570 Iteration 21Q: 3 clusters Score -793658.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -793666.062500 Penalty: 9995.934570 Iteration 22Q: 3 clusters Score -793666.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -793672.000000 Penalty: 9995.934570 Iteration 23Q: 3 clusters Score -793672 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -793680.500000 Penalty: 9995.934570 Iteration 24Q: 3 clusters Score -793680.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -793690.250000 Penalty: 9995.934570 Iteration 25Q: 3 clusters Score -793690.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -793694.187500 Penalty: 9995.934570 Iteration 26Q: 3 clusters Score -793694.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -793698.562500 Penalty: 9995.934570 Iteration 27Q: 3 clusters Score -793698.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -793703.937500 Penalty: 9995.934570 Iteration 28Q: 3 clusters Score -793703.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -793707.687500 Penalty: 9995.934570 Iteration 29Q: 3 clusters Score -793707.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -793714.125000 Penalty: 9995.934570 Iteration 30Q: 3 clusters Score -793714.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -793716.625000 Penalty: 9995.934570 Iteration 31Q: 3 clusters Score -793716.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -793718.562500 Penalty: 9995.934570 Iteration 32Q: 3 clusters Score -793718.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -793718.562500 Penalty: 9995.934570 Iteration 33F: 3 clusters Score -793718.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Entering Unmasked Estep Score: -160080.593750 Penalty: 4070.914062 Iteration 0F: 2 clusters Score -160080.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -156381.609375 Penalty: 8141.828125 Iteration 0F: 3 clusters Score -156381.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -156668.343750 Penalty: 8141.828125 Iteration 1F: 3 clusters Score -156668.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -156748.484375 Penalty: 8141.828125 Iteration 2Q: 3 clusters Score -156748.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -156838.921875 Penalty: 8141.828125 Iteration 3Q: 3 clusters Score -156838.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -156917.875000 Penalty: 8141.828125 Iteration 4Q: 3 clusters Score -156917.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -156978.234375 Penalty: 8141.828125 Iteration 5Q: 3 clusters Score -156978.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -157084.312500 Penalty: 8141.828125 Iteration 6Q: 3 clusters Score -157084.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -157300.937500 Penalty: 8141.828125 Iteration 7Q: 3 clusters Score -157300.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -157593.484375 Penalty: 8141.828125 Iteration 8Q: 3 clusters Score -157593.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -157847.906250 Penalty: 8141.828125 Iteration 9Q: 3 clusters Score -157847.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -157924.765625 Penalty: 8141.828125 Iteration 10Q: 3 clusters Score -157924.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -157966.546875 Penalty: 8141.828125 Iteration 11Q: 3 clusters Score -157966.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -157998.531250 Penalty: 8141.828125 Iteration 12Q: 3 clusters Score -157998.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -158009.515625 Penalty: 8141.828125 Iteration 13Q: 3 clusters Score -158009.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -158011.593750 Penalty: 8141.828125 Iteration 14Q: 3 clusters Score -158011.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -158012.531250 Penalty: 8141.828125 Iteration 15F: 3 clusters Score -158012.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -158040.109375 Penalty: 8141.828125 Iteration 16Q: 3 clusters Score -158040.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -158060.609375 Penalty: 8141.828125 Iteration 17Q: 3 clusters Score -158060.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -158072.468750 Penalty: 8141.828125 Iteration 18Q: 3 clusters Score -158072.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -158072.468750 Penalty: 8141.828125 Iteration 19F: 3 clusters Score -158072.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Entering Unmasked Estep Score: -539604.875000 Penalty: 4747.515137 Iteration 0F: 2 clusters Score -539604.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -534349.187500 Penalty: 9495.030273 Iteration 0F: 3 clusters Score -534349.2 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -534997.812500 Penalty: 9495.030273 Iteration 1F: 3 clusters Score -534997.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -535226.125000 Penalty: 9495.030273 Iteration 2F: 3 clusters Score -535226.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -535336.000000 Penalty: 9495.030273 Iteration 3Q: 3 clusters Score -535336 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -535422.312500 Penalty: 9495.030273 Iteration 4Q: 3 clusters Score -535422.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -535487.187500 Penalty: 9495.030273 Iteration 5Q: 3 clusters Score -535487.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -535539.375000 Penalty: 9495.030273 Iteration 6Q: 3 clusters Score -535539.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -535583.000000 Penalty: 9495.030273 Iteration 7Q: 3 clusters Score -535583 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -535612.437500 Penalty: 9495.030273 Iteration 8Q: 3 clusters Score -535612.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -535648.437500 Penalty: 9495.030273 Iteration 9Q: 3 clusters Score -535648.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -535683.500000 Penalty: 9495.030273 Iteration 10Q: 3 clusters Score -535683.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -535704.625000 Penalty: 9495.030273 Iteration 11Q: 3 clusters Score -535704.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -535720.437500 Penalty: 9495.030273 Iteration 12Q: 3 clusters Score -535720.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -535733.312500 Penalty: 9495.030273 Iteration 13Q: 3 clusters Score -535733.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -535737.125000 Penalty: 9495.030273 Iteration 14Q: 3 clusters Score -535737.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -535740.125000 Penalty: 9495.030273 Iteration 15Q: 3 clusters Score -535740.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -535745.187500 Penalty: 9495.030273 Iteration 16Q: 3 clusters Score -535745.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -535749.250000 Penalty: 9495.030273 Iteration 17Q: 3 clusters Score -535749.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -535750.125000 Penalty: 9495.030273 Iteration 18Q: 3 clusters Score -535750.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -535751.937500 Penalty: 9495.030273 Iteration 19Q: 3 clusters Score -535751.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -535756.312500 Penalty: 9495.030273 Iteration 20F: 3 clusters Score -535756.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -535759.000000 Penalty: 9495.030273 Iteration 21Q: 3 clusters Score -535759 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -535763.562500 Penalty: 9495.030273 Iteration 22Q: 3 clusters Score -535763.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -535767.625000 Penalty: 9495.030273 Iteration 23Q: 3 clusters Score -535767.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -535770.937500 Penalty: 9495.030273 Iteration 24Q: 3 clusters Score -535770.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -535778.125000 Penalty: 9495.030273 Iteration 25Q: 3 clusters Score -535778.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -535785.000000 Penalty: 9495.030273 Iteration 26Q: 3 clusters Score -535785 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -535794.062500 Penalty: 9495.030273 Iteration 27Q: 3 clusters Score -535794.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -535801.062500 Penalty: 9495.030273 Iteration 28Q: 3 clusters Score -535801.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -535804.750000 Penalty: 9495.030273 Iteration 29Q: 3 clusters Score -535804.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -535807.187500 Penalty: 9495.030273 Iteration 30Q: 3 clusters Score -535807.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -535808.062500 Penalty: 9495.030273 Iteration 31Q: 3 clusters Score -535808.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -535811.562500 Penalty: 9495.030273 Iteration 32Q: 3 clusters Score -535811.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -535812.187500 Penalty: 9495.030273 Iteration 33Q: 3 clusters Score -535812.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -535813.562500 Penalty: 9495.030273 Iteration 34Q: 3 clusters Score -535813.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -535814.625000 Penalty: 9495.030273 Iteration 35Q: 3 clusters Score -535814.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -535814.625000 Penalty: 9495.030273 Iteration 36F: 3 clusters Score -535814.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10404 members Entering Unmasked Estep Score: -2368369.000000 Penalty: 5665.591797 Iteration 0F: 2 clusters Score -2368369 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -2357938.750000 Penalty: 11331.183594 Iteration 0F: 3 clusters Score -2357939 nChanged 3869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -2360244.750000 Penalty: 11331.183594 Iteration 1F: 3 clusters Score -2360245 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -2360727.500000 Penalty: 11331.183594 Iteration 2F: 3 clusters Score -2360728 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -2361023.750000 Penalty: 11331.183594 Iteration 3Q: 3 clusters Score -2361024 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -2361241.750000 Penalty: 11331.183594 Iteration 4Q: 3 clusters Score -2361242 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -2361418.750000 Penalty: 11331.183594 Iteration 5Q: 3 clusters Score -2361419 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -2361560.250000 Penalty: 11331.183594 Iteration 6Q: 3 clusters Score -2361560 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -2361676.500000 Penalty: 11331.183594 Iteration 7Q: 3 clusters Score -2361676 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -2361784.250000 Penalty: 11331.183594 Iteration 8Q: 3 clusters Score -2361784 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -2361878.500000 Penalty: 11331.183594 Iteration 9Q: 3 clusters Score -2361878 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -2361943.000000 Penalty: 11331.183594 Iteration 10Q: 3 clusters Score -2361943 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -2362013.500000 Penalty: 11331.183594 Iteration 11Q: 3 clusters Score -2362014 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -2362070.000000 Penalty: 11331.183594 Iteration 12Q: 3 clusters Score -2362070 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -2362120.750000 Penalty: 11331.183594 Iteration 13Q: 3 clusters Score -2362121 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -2362175.000000 Penalty: 11331.183594 Iteration 14Q: 3 clusters Score -2362175 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -2362196.750000 Penalty: 11331.183594 Iteration 15Q: 3 clusters Score -2362197 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -2362226.500000 Penalty: 11331.183594 Iteration 16Q: 3 clusters Score -2362226 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -2362247.500000 Penalty: 11331.183594 Iteration 17Q: 3 clusters Score -2362248 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -2362267.500000 Penalty: 11331.183594 Iteration 18Q: 3 clusters Score -2362268 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -2362275.750000 Penalty: 11331.183594 Iteration 19Q: 3 clusters Score -2362276 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -2362292.000000 Penalty: 11331.183594 Iteration 20F: 3 clusters Score -2362292 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -2362301.750000 Penalty: 11331.183594 Iteration 21Q: 3 clusters Score -2362302 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -2362307.250000 Penalty: 11331.183594 Iteration 22Q: 3 clusters Score -2362307 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -2362317.000000 Penalty: 11331.183594 Iteration 23Q: 3 clusters Score -2362317 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -2362320.500000 Penalty: 11331.183594 Iteration 24Q: 3 clusters Score -2362320 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -2362332.500000 Penalty: 11331.183594 Iteration 25Q: 3 clusters Score -2362332 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -2362349.000000 Penalty: 11331.183594 Iteration 26Q: 3 clusters Score -2362349 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -2362354.500000 Penalty: 11331.183594 Iteration 27Q: 3 clusters Score -2362354 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -2362379.250000 Penalty: 11331.183594 Iteration 28Q: 3 clusters Score -2362379 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -2362405.000000 Penalty: 11331.183594 Iteration 29Q: 3 clusters Score -2362405 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -2362416.500000 Penalty: 11331.183594 Iteration 30Q: 3 clusters Score -2362416 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -2362432.250000 Penalty: 11331.183594 Iteration 31Q: 3 clusters Score -2362432 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -2362455.750000 Penalty: 11331.183594 Iteration 32Q: 3 clusters Score -2362456 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -2362477.000000 Penalty: 11331.183594 Iteration 33Q: 3 clusters Score -2362477 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -2362488.000000 Penalty: 11331.183594 Iteration 34Q: 3 clusters Score -2362488 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -2362502.250000 Penalty: 11331.183594 Iteration 35Q: 3 clusters Score -2362502 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -2362516.500000 Penalty: 11331.183594 Iteration 36Q: 3 clusters Score -2362516 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -2362524.250000 Penalty: 11331.183594 Iteration 37Q: 3 clusters Score -2362524 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -2362543.250000 Penalty: 11331.183594 Iteration 38Q: 3 clusters Score -2362543 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -2362561.000000 Penalty: 11331.183594 Iteration 39Q: 3 clusters Score -2362561 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -2362565.000000 Penalty: 11331.183594 Iteration 40F: 3 clusters Score -2362565 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -2362580.000000 Penalty: 11331.183594 Iteration 41Q: 3 clusters Score -2362580 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -2362592.750000 Penalty: 11331.183594 Iteration 42Q: 3 clusters Score -2362593 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -2362606.500000 Penalty: 11331.183594 Iteration 43Q: 3 clusters Score -2362606 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -2362632.750000 Penalty: 11331.183594 Iteration 44Q: 3 clusters Score -2362633 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -2362653.250000 Penalty: 11331.183594 Iteration 45Q: 3 clusters Score -2362653 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -2362664.750000 Penalty: 11331.183594 Iteration 46Q: 3 clusters Score -2362665 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -2362689.250000 Penalty: 11331.183594 Iteration 47Q: 3 clusters Score -2362689 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -2362703.500000 Penalty: 11331.183594 Iteration 48Q: 3 clusters Score -2362704 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -2362719.750000 Penalty: 11331.183594 Iteration 49Q: 3 clusters Score -2362720 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -2362740.000000 Penalty: 11331.183594 Iteration 50Q: 3 clusters Score -2362740 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -2362761.750000 Penalty: 11331.183594 Iteration 51Q: 3 clusters Score -2362762 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -2362794.750000 Penalty: 11331.183594 Iteration 52Q: 3 clusters Score -2362795 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -2362813.500000 Penalty: 11331.183594 Iteration 53Q: 3 clusters Score -2362814 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -2362832.500000 Penalty: 11331.183594 Iteration 54Q: 3 clusters Score -2362832 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -2362866.000000 Penalty: 11331.183594 Iteration 55Q: 3 clusters Score -2362866 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -2362905.500000 Penalty: 11331.183594 Iteration 56Q: 3 clusters Score -2362906 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -2362955.250000 Penalty: 11331.183594 Iteration 57Q: 3 clusters Score -2362955 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -2363004.250000 Penalty: 11331.183594 Iteration 58Q: 3 clusters Score -2363004 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -2363068.750000 Penalty: 11331.183594 Iteration 59Q: 3 clusters Score -2363069 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -2363140.750000 Penalty: 11331.183594 Iteration 60F: 3 clusters Score -2363141 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -2363204.000000 Penalty: 11331.183594 Iteration 61Q: 3 clusters Score -2363204 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -2363272.000000 Penalty: 11331.183594 Iteration 62Q: 3 clusters Score -2363272 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -2363340.000000 Penalty: 11331.183594 Iteration 63Q: 3 clusters Score -2363340 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -2363424.000000 Penalty: 11331.183594 Iteration 64Q: 3 clusters Score -2363424 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -2363524.250000 Penalty: 11331.183594 Iteration 65Q: 3 clusters Score -2363524 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -2363612.750000 Penalty: 11331.183594 Iteration 66Q: 3 clusters Score -2363613 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -2363681.750000 Penalty: 11331.183594 Iteration 67Q: 3 clusters Score -2363682 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -2363760.750000 Penalty: 11331.183594 Iteration 68Q: 3 clusters Score -2363761 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -2363835.500000 Penalty: 11331.183594 Iteration 69Q: 3 clusters Score -2363836 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -2363903.250000 Penalty: 11331.183594 Iteration 70Q: 3 clusters Score -2363903 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -2363976.250000 Penalty: 11331.183594 Iteration 71Q: 3 clusters Score -2363976 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -2364050.250000 Penalty: 11331.183594 Iteration 72Q: 3 clusters Score -2364050 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -2364107.750000 Penalty: 11331.183594 Iteration 73Q: 3 clusters Score -2364108 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -2364154.250000 Penalty: 11331.183594 Iteration 74Q: 3 clusters Score -2364154 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -2364212.750000 Penalty: 11331.183594 Iteration 75Q: 3 clusters Score -2364213 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -2364258.500000 Penalty: 11331.183594 Iteration 76Q: 3 clusters Score -2364258 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -2364299.750000 Penalty: 11331.183594 Iteration 77Q: 3 clusters Score -2364300 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -2364327.250000 Penalty: 11331.183594 Iteration 78Q: 3 clusters Score -2364327 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -2364352.000000 Penalty: 11331.183594 Iteration 79Q: 3 clusters Score -2364352 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -2364375.750000 Penalty: 11331.183594 Iteration 80F: 3 clusters Score -2364376 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -2364396.500000 Penalty: 11331.183594 Iteration 81Q: 3 clusters Score -2364396 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -2364419.000000 Penalty: 11331.183594 Iteration 82Q: 3 clusters Score -2364419 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -2364434.750000 Penalty: 11331.183594 Iteration 83Q: 3 clusters Score -2364435 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -2364445.750000 Penalty: 11331.183594 Iteration 84Q: 3 clusters Score -2364446 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -2364459.000000 Penalty: 11331.183594 Iteration 85Q: 3 clusters Score -2364459 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -2364471.750000 Penalty: 11331.183594 Iteration 86Q: 3 clusters Score -2364472 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -2364485.000000 Penalty: 11331.183594 Iteration 87Q: 3 clusters Score -2364485 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -2364495.750000 Penalty: 11331.183594 Iteration 88Q: 3 clusters Score -2364496 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -2364508.750000 Penalty: 11331.183594 Iteration 89Q: 3 clusters Score -2364509 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8841 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -2364519.250000 Penalty: 11331.183594 Iteration 90Q: 3 clusters Score -2364519 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -2364529.750000 Penalty: 11331.183594 Iteration 91Q: 3 clusters Score -2364530 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -2364532.750000 Penalty: 11331.183594 Iteration 92Q: 3 clusters Score -2364533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -2364533.000000 Penalty: 11331.183594 Iteration 93Q: 3 clusters Score -2364533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -2364531.250000 Penalty: 11331.183594 Iteration 94Q: 3 clusters Score -2364531 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -2364532.250000 Penalty: 11331.183594 Iteration 95Q: 3 clusters Score -2364532 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8867 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -2364535.000000 Penalty: 11331.183594 Iteration 96Q: 3 clusters Score -2364535 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -2364537.500000 Penalty: 11331.183594 Iteration 97Q: 3 clusters Score -2364538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -2364536.250000 Penalty: 11331.183594 Iteration 98Q: 3 clusters Score -2364536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -2364538.000000 Penalty: 11331.183594 Iteration 99Q: 3 clusters Score -2364538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -2364539.000000 Penalty: 11331.183594 Iteration 100F: 3 clusters Score -2364539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -2364537.250000 Penalty: 11331.183594 Iteration 101Q: 3 clusters Score -2364537 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -2364537.250000 Penalty: 11331.183594 Iteration 102F: 3 clusters Score -2364537 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Entering Unmasked Estep Score: -149754.125000 Penalty: 4026.378906 Iteration 0F: 2 clusters Score -149754.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -146057.890625 Penalty: 8052.757812 Iteration 0F: 3 clusters Score -146057.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -146481.375000 Penalty: 8052.757812 Iteration 1F: 3 clusters Score -146481.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -146688.375000 Penalty: 8052.757812 Iteration 2F: 3 clusters Score -146688.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -146964.937500 Penalty: 8052.757812 Iteration 3Q: 3 clusters Score -146964.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -147287.765625 Penalty: 8052.757812 Iteration 4Q: 3 clusters Score -147287.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -147549.281250 Penalty: 8052.757812 Iteration 5Q: 3 clusters Score -147549.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -147991.843750 Penalty: 8052.757812 Iteration 6Q: 3 clusters Score -147991.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -148192.718750 Penalty: 8052.757812 Iteration 7Q: 3 clusters Score -148192.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -148249.796875 Penalty: 8052.757812 Iteration 8Q: 3 clusters Score -148249.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -148277.250000 Penalty: 8052.757812 Iteration 9Q: 3 clusters Score -148277.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -148303.250000 Penalty: 8052.757812 Iteration 10Q: 3 clusters Score -148303.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -148330.390625 Penalty: 8052.757812 Iteration 11Q: 3 clusters Score -148330.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -148360.406250 Penalty: 8052.757812 Iteration 12Q: 3 clusters Score -148360.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -148374.343750 Penalty: 8052.757812 Iteration 13Q: 3 clusters Score -148374.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -148410.062500 Penalty: 8052.757812 Iteration 14Q: 3 clusters Score -148410.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -148442.265625 Penalty: 8052.757812 Iteration 15Q: 3 clusters Score -148442.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -148491.250000 Penalty: 8052.757812 Iteration 16Q: 3 clusters Score -148491.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -148573.953125 Penalty: 8052.757812 Iteration 17Q: 3 clusters Score -148574 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -148740.125000 Penalty: 8052.757812 Iteration 18Q: 3 clusters Score -148740.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -148828.078125 Penalty: 8052.757812 Iteration 19Q: 3 clusters Score -148828.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -148862.406250 Penalty: 8052.757812 Iteration 20F: 3 clusters Score -148862.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -148905.437500 Penalty: 8052.757812 Iteration 21Q: 3 clusters Score -148905.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -148953.078125 Penalty: 8052.757812 Iteration 22Q: 3 clusters Score -148953.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -148971.578125 Penalty: 8052.757812 Iteration 23Q: 3 clusters Score -148971.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -148982.421875 Penalty: 8052.757812 Iteration 24Q: 3 clusters Score -148982.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -148982.421875 Penalty: 8052.757812 Iteration 25F: 3 clusters Score -148982.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (15141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15141 members Entering Unmasked Estep Score: -3472910.500000 Penalty: 5895.411133 Iteration 0F: 2 clusters Score -3472910 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -3459438.750000 Penalty: 11790.822266 Iteration 0F: 3 clusters Score -3459439 nChanged 5889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -3462882.250000 Penalty: 11790.822266 Iteration 1F: 3 clusters Score -3462882 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -3463656.500000 Penalty: 11790.822266 Iteration 2F: 3 clusters Score -3463656 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -3464291.750000 Penalty: 11790.822266 Iteration 3F: 3 clusters Score -3464292 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -3464897.500000 Penalty: 11790.822266 Iteration 4F: 3 clusters Score -3464898 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -3465468.250000 Penalty: 11790.822266 Iteration 5Q: 3 clusters Score -3465468 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -3465992.500000 Penalty: 11790.822266 Iteration 6Q: 3 clusters Score -3465992 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -3466487.500000 Penalty: 11790.822266 Iteration 7Q: 3 clusters Score -3466488 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -3466897.750000 Penalty: 11790.822266 Iteration 8Q: 3 clusters Score -3466898 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -3467228.750000 Penalty: 11790.822266 Iteration 9Q: 3 clusters Score -3467229 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -3467472.000000 Penalty: 11790.822266 Iteration 10Q: 3 clusters Score -3467472 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -3467673.250000 Penalty: 11790.822266 Iteration 11Q: 3 clusters Score -3467673 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -3467814.250000 Penalty: 11790.822266 Iteration 12Q: 3 clusters Score -3467814 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -3467941.750000 Penalty: 11790.822266 Iteration 13Q: 3 clusters Score -3467942 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -3468059.250000 Penalty: 11790.822266 Iteration 14Q: 3 clusters Score -3468059 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 8993 members Entering Unmasked Estep Score: -3468150.500000 Penalty: 11790.822266 Iteration 15Q: 3 clusters Score -3468150 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -3468247.000000 Penalty: 11790.822266 Iteration 16Q: 3 clusters Score -3468247 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -3468343.500000 Penalty: 11790.822266 Iteration 17Q: 3 clusters Score -3468344 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -3468480.250000 Penalty: 11790.822266 Iteration 18Q: 3 clusters Score -3468480 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -3468592.750000 Penalty: 11790.822266 Iteration 19Q: 3 clusters Score -3468593 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -3468694.250000 Penalty: 11790.822266 Iteration 20F: 3 clusters Score -3468694 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -3468817.000000 Penalty: 11790.822266 Iteration 21Q: 3 clusters Score -3468817 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 10134 members Entering Unmasked Estep Score: -3468923.500000 Penalty: 11790.822266 Iteration 22Q: 3 clusters Score -3468924 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -3469029.000000 Penalty: 11790.822266 Iteration 23Q: 3 clusters Score -3469029 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -3469155.250000 Penalty: 11790.822266 Iteration 24Q: 3 clusters Score -3469155 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -3469276.500000 Penalty: 11790.822266 Iteration 25Q: 3 clusters Score -3469276 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 10778 members Entering Unmasked Estep Score: -3469384.000000 Penalty: 11790.822266 Iteration 26Q: 3 clusters Score -3469384 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 10931 members Entering Unmasked Estep Score: -3469504.500000 Penalty: 11790.822266 Iteration 27Q: 3 clusters Score -3469504 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -3469615.000000 Penalty: 11790.822266 Iteration 28Q: 3 clusters Score -3469615 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -3469716.500000 Penalty: 11790.822266 Iteration 29Q: 3 clusters Score -3469716 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -3469807.000000 Penalty: 11790.822266 Iteration 30Q: 3 clusters Score -3469807 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -3469877.750000 Penalty: 11790.822266 Iteration 31Q: 3 clusters Score -3469878 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -3469959.500000 Penalty: 11790.822266 Iteration 32Q: 3 clusters Score -3469960 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -3470011.250000 Penalty: 11790.822266 Iteration 33Q: 3 clusters Score -3470011 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 11705 members Entering Unmasked Estep Score: -3470056.500000 Penalty: 11790.822266 Iteration 34Q: 3 clusters Score -3470056 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -3470095.000000 Penalty: 11790.822266 Iteration 35Q: 3 clusters Score -3470095 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -3470144.750000 Penalty: 11790.822266 Iteration 36Q: 3 clusters Score -3470145 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 11891 members Entering Unmasked Estep Score: -3470169.500000 Penalty: 11790.822266 Iteration 37Q: 3 clusters Score -3470170 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 11936 members Entering Unmasked Estep Score: -3470193.750000 Penalty: 11790.822266 Iteration 38Q: 3 clusters Score -3470194 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -3470231.000000 Penalty: 11790.822266 Iteration 39Q: 3 clusters Score -3470231 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -3470255.000000 Penalty: 11790.822266 Iteration 40F: 3 clusters Score -3470255 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -3470273.750000 Penalty: 11790.822266 Iteration 41Q: 3 clusters Score -3470274 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -3470297.750000 Penalty: 11790.822266 Iteration 42Q: 3 clusters Score -3470298 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -3470303.750000 Penalty: 11790.822266 Iteration 43Q: 3 clusters Score -3470304 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -3470314.000000 Penalty: 11790.822266 Iteration 44Q: 3 clusters Score -3470314 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -3470323.750000 Penalty: 11790.822266 Iteration 45Q: 3 clusters Score -3470324 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -3470339.500000 Penalty: 11790.822266 Iteration 46Q: 3 clusters Score -3470340 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -3470339.750000 Penalty: 11790.822266 Iteration 47Q: 3 clusters Score -3470340 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -3470343.000000 Penalty: 11790.822266 Iteration 48Q: 3 clusters Score -3470343 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -3470351.500000 Penalty: 11790.822266 Iteration 49Q: 3 clusters Score -3470352 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 12252 members Entering Unmasked Estep Score: -3470359.750000 Penalty: 11790.822266 Iteration 50Q: 3 clusters Score -3470360 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 12262 members Entering Unmasked Estep Score: -3470365.250000 Penalty: 11790.822266 Iteration 51Q: 3 clusters Score -3470365 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -3470376.750000 Penalty: 11790.822266 Iteration 52Q: 3 clusters Score -3470377 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -3470381.750000 Penalty: 11790.822266 Iteration 53Q: 3 clusters Score -3470382 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -3470385.500000 Penalty: 11790.822266 Iteration 54Q: 3 clusters Score -3470386 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -3470383.500000 Penalty: 11790.822266 Iteration 55Q: 3 clusters Score -3470384 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -3470396.250000 Penalty: 11790.822266 Iteration 56Q: 3 clusters Score -3470396 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 12343 members Entering Unmasked Estep Score: -3470396.500000 Penalty: 11790.822266 Iteration 57Q: 3 clusters Score -3470396 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -3470407.500000 Penalty: 11790.822266 Iteration 58Q: 3 clusters Score -3470408 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -3470419.750000 Penalty: 11790.822266 Iteration 59Q: 3 clusters Score -3470420 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 12394 members Entering Unmasked Estep Score: -3470424.500000 Penalty: 11790.822266 Iteration 60F: 3 clusters Score -3470424 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 12406 members Entering Unmasked Estep Score: -3470434.750000 Penalty: 11790.822266 Iteration 61Q: 3 clusters Score -3470435 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 12415 members Entering Unmasked Estep Score: -3470433.750000 Penalty: 11790.822266 Iteration 62Q: 3 clusters Score -3470434 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -3470437.000000 Penalty: 11790.822266 Iteration 63Q: 3 clusters Score -3470437 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -3470438.250000 Penalty: 11790.822266 Iteration 64Q: 3 clusters Score -3470438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 12431 members Entering Unmasked Estep Score: -3470438.750000 Penalty: 11790.822266 Iteration 65Q: 3 clusters Score -3470439 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -3470445.250000 Penalty: 11790.822266 Iteration 66Q: 3 clusters Score -3470445 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 12451 members Entering Unmasked Estep Score: -3470458.250000 Penalty: 11790.822266 Iteration 67Q: 3 clusters Score -3470458 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -3470454.250000 Penalty: 11790.822266 Iteration 68Q: 3 clusters Score -3470454 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 12474 members Entering Unmasked Estep Score: -3470460.750000 Penalty: 11790.822266 Iteration 69Q: 3 clusters Score -3470461 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 12480 members Entering Unmasked Estep Score: -3470461.000000 Penalty: 11790.822266 Iteration 70Q: 3 clusters Score -3470461 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -3470461.000000 Penalty: 11790.822266 Iteration 71Q: 3 clusters Score -3470461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 12492 members Entering Unmasked Estep Score: -3470468.500000 Penalty: 11790.822266 Iteration 72Q: 3 clusters Score -3470468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -3470468.250000 Penalty: 11790.822266 Iteration 73Q: 3 clusters Score -3470468 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -3470471.750000 Penalty: 11790.822266 Iteration 74Q: 3 clusters Score -3470472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -3470467.750000 Penalty: 11790.822266 Iteration 75Q: 3 clusters Score -3470468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -3470474.000000 Penalty: 11790.822266 Iteration 76Q: 3 clusters Score -3470474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 12523 members Entering Unmasked Estep Score: -3470473.750000 Penalty: 11790.822266 Iteration 77Q: 3 clusters Score -3470474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -3470477.750000 Penalty: 11790.822266 Iteration 78Q: 3 clusters Score -3470478 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 12536 members Entering Unmasked Estep Score: -3470484.000000 Penalty: 11790.822266 Iteration 79Q: 3 clusters Score -3470484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -3470482.000000 Penalty: 11790.822266 Iteration 80F: 3 clusters Score -3470482 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -3470485.000000 Penalty: 11790.822266 Iteration 81Q: 3 clusters Score -3470485 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 12553 members Entering Unmasked Estep Score: -3470485.500000 Penalty: 11790.822266 Iteration 82Q: 3 clusters Score -3470486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 12557 members Entering Unmasked Estep Score: -3470489.000000 Penalty: 11790.822266 Iteration 83Q: 3 clusters Score -3470489 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 12559 members Entering Unmasked Estep Score: -3470487.000000 Penalty: 11790.822266 Iteration 84Q: 3 clusters Score -3470487 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 12560 members Entering Unmasked Estep Score: -3470488.500000 Penalty: 11790.822266 Iteration 85Q: 3 clusters Score -3470488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 12563 members Entering Unmasked Estep Score: -3470492.000000 Penalty: 11790.822266 Iteration 86Q: 3 clusters Score -3470492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 12566 members Entering Unmasked Estep Score: -3470493.250000 Penalty: 11790.822266 Iteration 87Q: 3 clusters Score -3470493 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -3470494.000000 Penalty: 11790.822266 Iteration 88Q: 3 clusters Score -3470494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 12572 members Entering Unmasked Estep Score: -3470494.250000 Penalty: 11790.822266 Iteration 89Q: 3 clusters Score -3470494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 12572 members Entering Unmasked Estep Score: -3470494.250000 Penalty: 11790.822266 Iteration 90F: 3 clusters Score -3470494 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (21558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21558 members Entering Unmasked Estep Score: -4877789.500000 Penalty: 6111.832520 Iteration 0F: 2 clusters Score -4877790 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -4860333.000000 Penalty: 12223.665039 Iteration 0F: 3 clusters Score -4860333 nChanged 8801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -4865069.500000 Penalty: 12223.665039 Iteration 1F: 3 clusters Score -4865070 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -4865807.500000 Penalty: 12223.665039 Iteration 2F: 3 clusters Score -4865808 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11407 members Mstep: Class 2 contains 10151 members Entering Unmasked Estep Score: -4866322.000000 Penalty: 12223.665039 Iteration 3F: 3 clusters Score -4866322 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -4866706.000000 Penalty: 12223.665039 Iteration 4Q: 3 clusters Score -4866706 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -4867038.500000 Penalty: 12223.665039 Iteration 5Q: 3 clusters Score -4867038 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -4867432.000000 Penalty: 12223.665039 Iteration 6Q: 3 clusters Score -4867432 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12600 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -4867760.000000 Penalty: 12223.665039 Iteration 7Q: 3 clusters Score -4867760 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12910 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -4868120.000000 Penalty: 12223.665039 Iteration 8Q: 3 clusters Score -4868120 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -4868439.500000 Penalty: 12223.665039 Iteration 9Q: 3 clusters Score -4868440 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13632 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -4868839.500000 Penalty: 12223.665039 Iteration 10Q: 3 clusters Score -4868840 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14009 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -4869257.000000 Penalty: 12223.665039 Iteration 11Q: 3 clusters Score -4869257 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -4869698.000000 Penalty: 12223.665039 Iteration 12Q: 3 clusters Score -4869698 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14839 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -4870062.000000 Penalty: 12223.665039 Iteration 13Q: 3 clusters Score -4870062 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15226 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -4870465.000000 Penalty: 12223.665039 Iteration 14Q: 3 clusters Score -4870465 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15606 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -4870880.500000 Penalty: 12223.665039 Iteration 15Q: 3 clusters Score -4870880 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -4871208.500000 Penalty: 12223.665039 Iteration 16Q: 3 clusters Score -4871208 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16164 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -4871492.000000 Penalty: 12223.665039 Iteration 17Q: 3 clusters Score -4871492 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16370 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -4871710.500000 Penalty: 12223.665039 Iteration 18Q: 3 clusters Score -4871710 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16550 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -4871915.500000 Penalty: 12223.665039 Iteration 19Q: 3 clusters Score -4871916 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16708 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -4872061.000000 Penalty: 12223.665039 Iteration 20F: 3 clusters Score -4872061 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16827 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -4872163.500000 Penalty: 12223.665039 Iteration 21Q: 3 clusters Score -4872164 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16925 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -4872243.000000 Penalty: 12223.665039 Iteration 22Q: 3 clusters Score -4872243 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17009 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -4872310.000000 Penalty: 12223.665039 Iteration 23Q: 3 clusters Score -4872310 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17084 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -4872359.000000 Penalty: 12223.665039 Iteration 24Q: 3 clusters Score -4872359 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17146 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -4872419.000000 Penalty: 12223.665039 Iteration 25Q: 3 clusters Score -4872419 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -4872456.500000 Penalty: 12223.665039 Iteration 26Q: 3 clusters Score -4872456 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17277 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -4872482.500000 Penalty: 12223.665039 Iteration 27Q: 3 clusters Score -4872482 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -4872501.500000 Penalty: 12223.665039 Iteration 28Q: 3 clusters Score -4872502 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -4872549.000000 Penalty: 12223.665039 Iteration 29Q: 3 clusters Score -4872549 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17393 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -4872558.000000 Penalty: 12223.665039 Iteration 30Q: 3 clusters Score -4872558 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17421 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -4872585.000000 Penalty: 12223.665039 Iteration 31Q: 3 clusters Score -4872585 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17451 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -4872625.500000 Penalty: 12223.665039 Iteration 32Q: 3 clusters Score -4872626 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17482 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -4872640.000000 Penalty: 12223.665039 Iteration 33Q: 3 clusters Score -4872640 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17510 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -4872658.000000 Penalty: 12223.665039 Iteration 34Q: 3 clusters Score -4872658 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17527 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -4872677.500000 Penalty: 12223.665039 Iteration 35Q: 3 clusters Score -4872678 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17542 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -4872682.500000 Penalty: 12223.665039 Iteration 36Q: 3 clusters Score -4872682 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17562 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -4872686.000000 Penalty: 12223.665039 Iteration 37Q: 3 clusters Score -4872686 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17572 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -4872691.500000 Penalty: 12223.665039 Iteration 38Q: 3 clusters Score -4872692 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17581 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -4872685.000000 Penalty: 12223.665039 Iteration 39Q: 3 clusters Score -4872685 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17594 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -4872694.000000 Penalty: 12223.665039 Iteration 40F: 3 clusters Score -4872694 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17602 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -4872701.000000 Penalty: 12223.665039 Iteration 41Q: 3 clusters Score -4872701 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -4872704.000000 Penalty: 12223.665039 Iteration 42Q: 3 clusters Score -4872704 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17621 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -4872714.000000 Penalty: 12223.665039 Iteration 43Q: 3 clusters Score -4872714 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17625 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -4872718.500000 Penalty: 12223.665039 Iteration 44Q: 3 clusters Score -4872718 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17627 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -4872724.000000 Penalty: 12223.665039 Iteration 45Q: 3 clusters Score -4872724 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -4872713.000000 Penalty: 12223.665039 Iteration 46Q: 3 clusters Score -4872713 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17634 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -4872719.500000 Penalty: 12223.665039 Iteration 47Q: 3 clusters Score -4872720 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17635 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -4872733.000000 Penalty: 12223.665039 Iteration 48Q: 3 clusters Score -4872733 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17636 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -4872729.500000 Penalty: 12223.665039 Iteration 49Q: 3 clusters Score -4872730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17641 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -4872725.000000 Penalty: 12223.665039 Iteration 50Q: 3 clusters Score -4872725 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17646 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -4872729.000000 Penalty: 12223.665039 Iteration 51Q: 3 clusters Score -4872729 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17650 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -4872729.500000 Penalty: 12223.665039 Iteration 52Q: 3 clusters Score -4872730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -4872733.000000 Penalty: 12223.665039 Iteration 53Q: 3 clusters Score -4872733 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -4872742.500000 Penalty: 12223.665039 Iteration 54Q: 3 clusters Score -4872742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17660 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -4872733.000000 Penalty: 12223.665039 Iteration 55Q: 3 clusters Score -4872733 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17665 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -4872738.500000 Penalty: 12223.665039 Iteration 56Q: 3 clusters Score -4872738 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17668 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -4872747.000000 Penalty: 12223.665039 Iteration 57Q: 3 clusters Score -4872747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -4872749.500000 Penalty: 12223.665039 Iteration 58Q: 3 clusters Score -4872750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -4872751.500000 Penalty: 12223.665039 Iteration 59Q: 3 clusters Score -4872752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -4872751.500000 Penalty: 12223.665039 Iteration 60F: 3 clusters Score -4872752 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Entering Unmasked Estep Score: -2193011.750000 Penalty: 5601.934082 Iteration 0F: 2 clusters Score -2193012 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -2183237.000000 Penalty: 11203.868164 Iteration 0F: 3 clusters Score -2183237 nChanged 3417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -2185536.750000 Penalty: 11203.868164 Iteration 1F: 3 clusters Score -2185537 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -2186785.750000 Penalty: 11203.868164 Iteration 2F: 3 clusters Score -2186786 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -2188158.000000 Penalty: 11203.868164 Iteration 3F: 3 clusters Score -2188158 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -2189376.500000 Penalty: 11203.868164 Iteration 4F: 3 clusters Score -2189376 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -2190286.000000 Penalty: 11203.868164 Iteration 5F: 3 clusters Score -2190286 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -2190950.250000 Penalty: 11203.868164 Iteration 6F: 3 clusters Score -2190950 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -2191465.500000 Penalty: 11203.868164 Iteration 7Q: 3 clusters Score -2191466 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -2191755.000000 Penalty: 11203.868164 Iteration 8Q: 3 clusters Score -2191755 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -2191888.500000 Penalty: 11203.868164 Iteration 9Q: 3 clusters Score -2191888 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -2191948.000000 Penalty: 11203.868164 Iteration 10Q: 3 clusters Score -2191948 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -2191980.750000 Penalty: 11203.868164 Iteration 11Q: 3 clusters Score -2191981 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -2192001.750000 Penalty: 11203.868164 Iteration 12Q: 3 clusters Score -2192002 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -2192027.500000 Penalty: 11203.868164 Iteration 13Q: 3 clusters Score -2192028 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -2192037.500000 Penalty: 11203.868164 Iteration 14Q: 3 clusters Score -2192038 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -2192044.750000 Penalty: 11203.868164 Iteration 15Q: 3 clusters Score -2192045 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -2192047.250000 Penalty: 11203.868164 Iteration 16Q: 3 clusters Score -2192047 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -2192054.000000 Penalty: 11203.868164 Iteration 17Q: 3 clusters Score -2192054 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -2192061.000000 Penalty: 11203.868164 Iteration 18Q: 3 clusters Score -2192061 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -2192060.000000 Penalty: 11203.868164 Iteration 19Q: 3 clusters Score -2192060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -2192060.250000 Penalty: 11203.868164 Iteration 20F: 3 clusters Score -2192060 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -2192065.500000 Penalty: 11203.868164 Iteration 21Q: 3 clusters Score -2192066 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -2192064.500000 Penalty: 11203.868164 Iteration 22Q: 3 clusters Score -2192064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -2192067.500000 Penalty: 11203.868164 Iteration 23Q: 3 clusters Score -2192068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -2192069.000000 Penalty: 11203.868164 Iteration 24Q: 3 clusters Score -2192069 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -2192068.250000 Penalty: 11203.868164 Iteration 25Q: 3 clusters Score -2192068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -2192068.250000 Penalty: 11203.868164 Iteration 26F: 3 clusters Score -2192068 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Entering Unmasked Estep Score: -293296.375000 Penalty: 4386.493652 Iteration 0F: 2 clusters Score -293296.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -288889.687500 Penalty: 8772.987305 Iteration 0F: 3 clusters Score -288889.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -289298.937500 Penalty: 8772.987305 Iteration 1F: 3 clusters Score -289298.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -289409.093750 Penalty: 8772.987305 Iteration 2Q: 3 clusters Score -289409.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -289467.875000 Penalty: 8772.987305 Iteration 3Q: 3 clusters Score -289467.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -289501.156250 Penalty: 8772.987305 Iteration 4Q: 3 clusters Score -289501.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -289522.468750 Penalty: 8772.987305 Iteration 5Q: 3 clusters Score -289522.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -289528.437500 Penalty: 8772.987305 Iteration 6Q: 3 clusters Score -289528.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -289530.968750 Penalty: 8772.987305 Iteration 7Q: 3 clusters Score -289531 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -289543.687500 Penalty: 8772.987305 Iteration 8Q: 3 clusters Score -289543.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -289560.218750 Penalty: 8772.987305 Iteration 9Q: 3 clusters Score -289560.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -289569.312500 Penalty: 8772.987305 Iteration 10Q: 3 clusters Score -289569.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -289575.031250 Penalty: 8772.987305 Iteration 11Q: 3 clusters Score -289575 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -289577.218750 Penalty: 8772.987305 Iteration 12Q: 3 clusters Score -289577.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -289577.218750 Penalty: 8772.987305 Iteration 13F: 3 clusters Score -289577.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (23975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23975 members Entering Unmasked Estep Score: -5619622.000000 Penalty: 6176.919922 Iteration 0F: 2 clusters Score -5619622 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -5600569.500000 Penalty: 12353.839844 Iteration 0F: 3 clusters Score -5600570 nChanged 9817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11574 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -5605718.000000 Penalty: 12353.839844 Iteration 1F: 3 clusters Score -5605718 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -5606476.000000 Penalty: 12353.839844 Iteration 2F: 3 clusters Score -5606476 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 12853 members Entering Unmasked Estep Score: -5607174.000000 Penalty: 12353.839844 Iteration 3F: 3 clusters Score -5607174 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 13133 members Entering Unmasked Estep Score: -5607830.500000 Penalty: 12353.839844 Iteration 4Q: 3 clusters Score -5607830 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 13490 members Entering Unmasked Estep Score: -5608496.000000 Penalty: 12353.839844 Iteration 5Q: 3 clusters Score -5608496 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 13962 members Entering Unmasked Estep Score: -5609136.500000 Penalty: 12353.839844 Iteration 6Q: 3 clusters Score -5609136 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 14574 members Entering Unmasked Estep Score: -5609760.000000 Penalty: 12353.839844 Iteration 7Q: 3 clusters Score -5609760 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -5610369.500000 Penalty: 12353.839844 Iteration 8Q: 3 clusters Score -5610370 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 16083 members Entering Unmasked Estep Score: -5611058.000000 Penalty: 12353.839844 Iteration 9Q: 3 clusters Score -5611058 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 16859 members Entering Unmasked Estep Score: -5611732.000000 Penalty: 12353.839844 Iteration 10Q: 3 clusters Score -5611732 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 17565 members Entering Unmasked Estep Score: -5612388.500000 Penalty: 12353.839844 Iteration 11Q: 3 clusters Score -5612388 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 18205 members Entering Unmasked Estep Score: -5612973.000000 Penalty: 12353.839844 Iteration 12Q: 3 clusters Score -5612973 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 18766 members Entering Unmasked Estep Score: -5613450.000000 Penalty: 12353.839844 Iteration 13Q: 3 clusters Score -5613450 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 19201 members Entering Unmasked Estep Score: -5613811.000000 Penalty: 12353.839844 Iteration 14Q: 3 clusters Score -5613811 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 19542 members Entering Unmasked Estep Score: -5614081.500000 Penalty: 12353.839844 Iteration 15Q: 3 clusters Score -5614082 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 19828 members Entering Unmasked Estep Score: -5614302.000000 Penalty: 12353.839844 Iteration 16Q: 3 clusters Score -5614302 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 20057 members Entering Unmasked Estep Score: -5614458.500000 Penalty: 12353.839844 Iteration 17Q: 3 clusters Score -5614458 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 20256 members Entering Unmasked Estep Score: -5614558.500000 Penalty: 12353.839844 Iteration 18Q: 3 clusters Score -5614558 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 20405 members Entering Unmasked Estep Score: -5614639.000000 Penalty: 12353.839844 Iteration 19Q: 3 clusters Score -5614639 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -5614698.500000 Penalty: 12353.839844 Iteration 20F: 3 clusters Score -5614698 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 20611 members Entering Unmasked Estep Score: -5614727.500000 Penalty: 12353.839844 Iteration 21Q: 3 clusters Score -5614728 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 20686 members Entering Unmasked Estep Score: -5614780.000000 Penalty: 12353.839844 Iteration 22Q: 3 clusters Score -5614780 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 20749 members Entering Unmasked Estep Score: -5614804.500000 Penalty: 12353.839844 Iteration 23Q: 3 clusters Score -5614804 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -5614826.500000 Penalty: 12353.839844 Iteration 24Q: 3 clusters Score -5614826 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 20859 members Entering Unmasked Estep Score: -5614853.500000 Penalty: 12353.839844 Iteration 25Q: 3 clusters Score -5614854 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 20914 members Entering Unmasked Estep Score: -5614878.000000 Penalty: 12353.839844 Iteration 26Q: 3 clusters Score -5614878 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 20956 members Entering Unmasked Estep Score: -5614880.000000 Penalty: 12353.839844 Iteration 27Q: 3 clusters Score -5614880 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -5614903.500000 Penalty: 12353.839844 Iteration 28Q: 3 clusters Score -5614904 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 21012 members Entering Unmasked Estep Score: -5614918.500000 Penalty: 12353.839844 Iteration 29Q: 3 clusters Score -5614918 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 21031 members Entering Unmasked Estep Score: -5614922.000000 Penalty: 12353.839844 Iteration 30Q: 3 clusters Score -5614922 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 21051 members Entering Unmasked Estep Score: -5614925.500000 Penalty: 12353.839844 Iteration 31Q: 3 clusters Score -5614926 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 21061 members Entering Unmasked Estep Score: -5614923.500000 Penalty: 12353.839844 Iteration 32Q: 3 clusters Score -5614924 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 21078 members Entering Unmasked Estep Score: -5614940.000000 Penalty: 12353.839844 Iteration 33Q: 3 clusters Score -5614940 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 21093 members Entering Unmasked Estep Score: -5614942.000000 Penalty: 12353.839844 Iteration 34Q: 3 clusters Score -5614942 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 21110 members Entering Unmasked Estep Score: -5614936.500000 Penalty: 12353.839844 Iteration 35Q: 3 clusters Score -5614936 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 21125 members Entering Unmasked Estep Score: -5614938.000000 Penalty: 12353.839844 Iteration 36Q: 3 clusters Score -5614938 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 21139 members Entering Unmasked Estep Score: -5614942.500000 Penalty: 12353.839844 Iteration 37Q: 3 clusters Score -5614942 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 21149 members Entering Unmasked Estep Score: -5614941.500000 Penalty: 12353.839844 Iteration 38Q: 3 clusters Score -5614942 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 21162 members Entering Unmasked Estep Score: -5614949.000000 Penalty: 12353.839844 Iteration 39Q: 3 clusters Score -5614949 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 21171 members Entering Unmasked Estep Score: -5614963.500000 Penalty: 12353.839844 Iteration 40F: 3 clusters Score -5614964 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 21180 members Entering Unmasked Estep Score: -5614974.000000 Penalty: 12353.839844 Iteration 41Q: 3 clusters Score -5614974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 21185 members Entering Unmasked Estep Score: -5614969.500000 Penalty: 12353.839844 Iteration 42Q: 3 clusters Score -5614970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 21191 members Entering Unmasked Estep Score: -5614976.000000 Penalty: 12353.839844 Iteration 43Q: 3 clusters Score -5614976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 21198 members Entering Unmasked Estep Score: -5614967.000000 Penalty: 12353.839844 Iteration 44Q: 3 clusters Score -5614967 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 21206 members Entering Unmasked Estep Score: -5614978.500000 Penalty: 12353.839844 Iteration 45Q: 3 clusters Score -5614978 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 21217 members Entering Unmasked Estep Score: -5614976.000000 Penalty: 12353.839844 Iteration 46Q: 3 clusters Score -5614976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 21226 members Entering Unmasked Estep Score: -5614981.000000 Penalty: 12353.839844 Iteration 47Q: 3 clusters Score -5614981 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 21236 members Entering Unmasked Estep Score: -5614982.000000 Penalty: 12353.839844 Iteration 48Q: 3 clusters Score -5614982 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 21246 members Entering Unmasked Estep Score: -5614995.500000 Penalty: 12353.839844 Iteration 49Q: 3 clusters Score -5614996 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 21254 members Entering Unmasked Estep Score: -5615001.500000 Penalty: 12353.839844 Iteration 50Q: 3 clusters Score -5615002 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 21260 members Entering Unmasked Estep Score: -5614988.000000 Penalty: 12353.839844 Iteration 51Q: 3 clusters Score -5614988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 21263 members Entering Unmasked Estep Score: -5614990.500000 Penalty: 12353.839844 Iteration 52Q: 3 clusters Score -5614990 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 21269 members Entering Unmasked Estep Score: -5614988.500000 Penalty: 12353.839844 Iteration 53Q: 3 clusters Score -5614988 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 21275 members Entering Unmasked Estep Score: -5614992.000000 Penalty: 12353.839844 Iteration 54Q: 3 clusters Score -5614992 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 21286 members Entering Unmasked Estep Score: -5614989.500000 Penalty: 12353.839844 Iteration 55Q: 3 clusters Score -5614990 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 21294 members Entering Unmasked Estep Score: -5614994.500000 Penalty: 12353.839844 Iteration 56Q: 3 clusters Score -5614994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 21296 members Entering Unmasked Estep Score: -5614998.500000 Penalty: 12353.839844 Iteration 57Q: 3 clusters Score -5614998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 21301 members Entering Unmasked Estep Score: -5614997.500000 Penalty: 12353.839844 Iteration 58Q: 3 clusters Score -5614998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 21306 members Entering Unmasked Estep Score: -5615000.000000 Penalty: 12353.839844 Iteration 59Q: 3 clusters Score -5615000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 21308 members Entering Unmasked Estep Score: -5615005.500000 Penalty: 12353.839844 Iteration 60F: 3 clusters Score -5615006 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Entering Unmasked Estep Score: -212465.187500 Penalty: 4216.748047 Iteration 0F: 2 clusters Score -212465.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -208684.546875 Penalty: 8433.496094 Iteration 0F: 3 clusters Score -208684.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -209113.828125 Penalty: 8433.496094 Iteration 1F: 3 clusters Score -209113.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -209249.343750 Penalty: 8433.496094 Iteration 2F: 3 clusters Score -209249.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -209367.203125 Penalty: 8433.496094 Iteration 3Q: 3 clusters Score -209367.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -209407.109375 Penalty: 8433.496094 Iteration 4Q: 3 clusters Score -209407.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -209459.500000 Penalty: 8433.496094 Iteration 5Q: 3 clusters Score -209459.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -209526.343750 Penalty: 8433.496094 Iteration 6Q: 3 clusters Score -209526.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -209595.125000 Penalty: 8433.496094 Iteration 7Q: 3 clusters Score -209595.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -209676.140625 Penalty: 8433.496094 Iteration 8Q: 3 clusters Score -209676.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -209772.718750 Penalty: 8433.496094 Iteration 9Q: 3 clusters Score -209772.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -209970.953125 Penalty: 8433.496094 Iteration 10Q: 3 clusters Score -209971 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -210248.640625 Penalty: 8433.496094 Iteration 11Q: 3 clusters Score -210248.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -210601.859375 Penalty: 8433.496094 Iteration 12Q: 3 clusters Score -210601.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -211265.125000 Penalty: 8433.496094 Iteration 13Q: 3 clusters Score -211265.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -212381.171875 Penalty: 8433.496094 Iteration 14Q: 3 clusters Score -212381.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -212752.359375 Penalty: 8433.496094 Iteration 15Q: 3 clusters Score -212752.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -212837.593750 Penalty: 8433.496094 Iteration 16Q: 3 clusters Score -212837.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -212896.703125 Penalty: 8433.496094 Iteration 17Q: 3 clusters Score -212896.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -212933.109375 Penalty: 8433.496094 Iteration 18Q: 3 clusters Score -212933.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -212967.500000 Penalty: 8433.496094 Iteration 19Q: 3 clusters Score -212967.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -212975.906250 Penalty: 8433.496094 Iteration 20F: 3 clusters Score -212975.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -212984.312500 Penalty: 8433.496094 Iteration 21Q: 3 clusters Score -212984.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -212984.312500 Penalty: 8433.496094 Iteration 22F: 3 clusters Score -212984.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116033 members Mstep: Class 2 contains 29684 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14692 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3498 members Mstep: Class 9 contains 770 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10404 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15141 members Mstep: Class 14 contains 21558 members Mstep: Class 15 contains 9377 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23975 members Mstep: Class 18 contains 178 members Mstep: Class 19 contains 85162 members Mstep: Class 20 contains 18594 members Mstep: Class 21 contains 45909 members Mstep: Class 22 contains 3446 members Mstep: Class 23 contains 14547 members Mstep: Class 24 contains 7937 members Mstep: Class 25 contains 799 members Entering Unmasked Estep Score: -101704216.000000 Penalty: 198930.609375 Splitting cluster 18 changes total score from -101707400.000000 to -101704216.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (85162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85162 members Entering Unmasked Estep Score: -20233428.000000 Penalty: 6953.290039 Iteration 0F: 2 clusters Score -2.023343e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42619 members Mstep: Class 2 contains 42543 members Entering Unmasked Estep Score: -20179420.000000 Penalty: 13906.580078 Iteration 0F: 3 clusters Score -2.017942e+07 nChanged 38711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42890 members Mstep: Class 2 contains 42272 members Entering Unmasked Estep Score: -20200446.000000 Penalty: 13906.580078 Iteration 1F: 3 clusters Score -2.020045e+07 nChanged 3821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43185 members Mstep: Class 2 contains 41977 members Entering Unmasked Estep Score: -20201550.000000 Penalty: 13906.580078 Iteration 2Q: 3 clusters Score -2.020155e+07 nChanged 3469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43712 members Mstep: Class 2 contains 41450 members Entering Unmasked Estep Score: -20202596.000000 Penalty: 13906.580078 Iteration 3Q: 3 clusters Score -2.02026e+07 nChanged 3016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44466 members Mstep: Class 2 contains 40696 members Entering Unmasked Estep Score: -20203272.000000 Penalty: 13906.580078 Iteration 4Q: 3 clusters Score -2.020327e+07 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45460 members Mstep: Class 2 contains 39702 members Entering Unmasked Estep Score: -20204032.000000 Penalty: 13906.580078 Iteration 5Q: 3 clusters Score -2.020403e+07 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46824 members Mstep: Class 2 contains 38338 members Entering Unmasked Estep Score: -20204860.000000 Penalty: 13906.580078 Iteration 6Q: 3 clusters Score -2.020486e+07 nChanged 2932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48610 members Mstep: Class 2 contains 36552 members Entering Unmasked Estep Score: -20205912.000000 Penalty: 13906.580078 Iteration 7Q: 3 clusters Score -2.020591e+07 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51040 members Mstep: Class 2 contains 34122 members Entering Unmasked Estep Score: -20207094.000000 Penalty: 13906.580078 Iteration 8Q: 3 clusters Score -2.020709e+07 nChanged 3665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54135 members Mstep: Class 2 contains 31027 members Entering Unmasked Estep Score: -20208724.000000 Penalty: 13906.580078 Iteration 9Q: 3 clusters Score -2.020872e+07 nChanged 4217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57982 members Mstep: Class 2 contains 27180 members Entering Unmasked Estep Score: -20210972.000000 Penalty: 13906.580078 Iteration 10Q: 3 clusters Score -2.021097e+07 nChanged 4754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62502 members Mstep: Class 2 contains 22660 members Entering Unmasked Estep Score: -20213868.000000 Penalty: 13906.580078 Iteration 11F: 3 clusters Score -2.021387e+07 nChanged 5054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67402 members Mstep: Class 2 contains 17760 members Entering Unmasked Estep Score: -20217248.000000 Penalty: 13906.580078 Iteration 12F: 3 clusters Score -2.021725e+07 nChanged 4741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72061 members Mstep: Class 2 contains 13101 members Entering Unmasked Estep Score: -20220556.000000 Penalty: 13906.580078 Iteration 13F: 3 clusters Score -2.022056e+07 nChanged 4108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76141 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -20223732.000000 Penalty: 13906.580078 Iteration 14Q: 3 clusters Score -2.022373e+07 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79403 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -20225746.000000 Penalty: 13906.580078 Iteration 15Q: 3 clusters Score -2.022575e+07 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81594 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -20226678.000000 Penalty: 13906.580078 Iteration 16Q: 3 clusters Score -2.022668e+07 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82892 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -20227038.000000 Penalty: 13906.580078 Iteration 17Q: 3 clusters Score -2.022704e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83543 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -20227258.000000 Penalty: 13906.580078 Iteration 18Q: 3 clusters Score -2.022726e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83876 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -20227420.000000 Penalty: 13906.580078 Iteration 19Q: 3 clusters Score -2.022742e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84062 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -20227540.000000 Penalty: 13906.580078 Iteration 20F: 3 clusters Score -2.022754e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84178 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -20227660.000000 Penalty: 13906.580078 Iteration 21Q: 3 clusters Score -2.022766e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84244 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -20227734.000000 Penalty: 13906.580078 Iteration 22Q: 3 clusters Score -2.022773e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84288 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -20227798.000000 Penalty: 13906.580078 Iteration 23Q: 3 clusters Score -2.02278e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84331 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -20227834.000000 Penalty: 13906.580078 Iteration 24Q: 3 clusters Score -2.022783e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84346 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -20227882.000000 Penalty: 13906.580078 Iteration 25Q: 3 clusters Score -2.022788e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84352 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -20227938.000000 Penalty: 13906.580078 Iteration 26Q: 3 clusters Score -2.022794e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84357 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -20227934.000000 Penalty: 13906.580078 Iteration 27Q: 3 clusters Score -2.022793e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84362 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -20227936.000000 Penalty: 13906.580078 Iteration 28Q: 3 clusters Score -2.022794e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84365 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -20227920.000000 Penalty: 13906.580078 Iteration 29Q: 3 clusters Score -2.022792e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84367 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -20227928.000000 Penalty: 13906.580078 Iteration 30Q: 3 clusters Score -2.022793e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84367 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -20227934.000000 Penalty: 13906.580078 Iteration 31Q: 3 clusters Score -2.022793e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84367 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -20227938.000000 Penalty: 13906.580078 Iteration 32Q: 3 clusters Score -2.022794e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84369 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -20227936.000000 Penalty: 13906.580078 Iteration 33Q: 3 clusters Score -2.022794e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84370 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -20227948.000000 Penalty: 13906.580078 Iteration 34Q: 3 clusters Score -2.022795e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84370 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -20227948.000000 Penalty: 13906.580078 Iteration 35F: 3 clusters Score -2.022795e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (18594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18594 members Entering Unmasked Estep Score: -4322639.000000 Penalty: 6021.238770 Iteration 0F: 2 clusters Score -4322639 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 9316 members Entering Unmasked Estep Score: -4307236.500000 Penalty: 12042.477539 Iteration 0F: 3 clusters Score -4307236 nChanged 7579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -4312236.500000 Penalty: 12042.477539 Iteration 1F: 3 clusters Score -4312236 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -4313951.500000 Penalty: 12042.477539 Iteration 2F: 3 clusters Score -4313952 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 11293 members Entering Unmasked Estep Score: -4315408.500000 Penalty: 12042.477539 Iteration 3F: 3 clusters Score -4315408 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -4316765.500000 Penalty: 12042.477539 Iteration 4F: 3 clusters Score -4316766 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -4317917.500000 Penalty: 12042.477539 Iteration 5F: 3 clusters Score -4317918 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 14443 members Entering Unmasked Estep Score: -4318823.500000 Penalty: 12042.477539 Iteration 6F: 3 clusters Score -4318824 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -4319529.000000 Penalty: 12042.477539 Iteration 7Q: 3 clusters Score -4319529 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 15749 members Entering Unmasked Estep Score: -4320040.000000 Penalty: 12042.477539 Iteration 8Q: 3 clusters Score -4320040 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 16163 members Entering Unmasked Estep Score: -4320405.000000 Penalty: 12042.477539 Iteration 9Q: 3 clusters Score -4320405 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 16498 members Entering Unmasked Estep Score: -4320679.500000 Penalty: 12042.477539 Iteration 10Q: 3 clusters Score -4320680 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 16720 members Entering Unmasked Estep Score: -4320850.000000 Penalty: 12042.477539 Iteration 11Q: 3 clusters Score -4320850 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 16904 members Entering Unmasked Estep Score: -4321000.000000 Penalty: 12042.477539 Iteration 12Q: 3 clusters Score -4321000 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 17054 members Entering Unmasked Estep Score: -4321119.500000 Penalty: 12042.477539 Iteration 13Q: 3 clusters Score -4321120 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 17173 members Entering Unmasked Estep Score: -4321198.000000 Penalty: 12042.477539 Iteration 14Q: 3 clusters Score -4321198 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 17245 members Entering Unmasked Estep Score: -4321243.000000 Penalty: 12042.477539 Iteration 15Q: 3 clusters Score -4321243 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 17313 members Entering Unmasked Estep Score: -4321299.500000 Penalty: 12042.477539 Iteration 16Q: 3 clusters Score -4321300 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 17366 members Entering Unmasked Estep Score: -4321329.000000 Penalty: 12042.477539 Iteration 17Q: 3 clusters Score -4321329 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 17406 members Entering Unmasked Estep Score: -4321369.000000 Penalty: 12042.477539 Iteration 18Q: 3 clusters Score -4321369 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 17445 members Entering Unmasked Estep Score: -4321390.000000 Penalty: 12042.477539 Iteration 19Q: 3 clusters Score -4321390 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 17468 members Entering Unmasked Estep Score: -4321413.500000 Penalty: 12042.477539 Iteration 20F: 3 clusters Score -4321414 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 17483 members Entering Unmasked Estep Score: -4321423.000000 Penalty: 12042.477539 Iteration 21Q: 3 clusters Score -4321423 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 17491 members Entering Unmasked Estep Score: -4321426.500000 Penalty: 12042.477539 Iteration 22Q: 3 clusters Score -4321426 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 17497 members Entering Unmasked Estep Score: -4321432.500000 Penalty: 12042.477539 Iteration 23Q: 3 clusters Score -4321432 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 17505 members Entering Unmasked Estep Score: -4321434.000000 Penalty: 12042.477539 Iteration 24Q: 3 clusters Score -4321434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 17511 members Entering Unmasked Estep Score: -4321451.500000 Penalty: 12042.477539 Iteration 25Q: 3 clusters Score -4321452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 17511 members Entering Unmasked Estep Score: -4321454.000000 Penalty: 12042.477539 Iteration 26Q: 3 clusters Score -4321454 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 17512 members Entering Unmasked Estep Score: -4321460.500000 Penalty: 12042.477539 Iteration 27Q: 3 clusters Score -4321460 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 17512 members Entering Unmasked Estep Score: -4321460.500000 Penalty: 12042.477539 Iteration 28F: 3 clusters Score -4321460 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (45909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45909 members Entering Unmasked Estep Score: -10853888.000000 Penalty: 6574.829590 Iteration 0F: 2 clusters Score -1.085389e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22860 members Mstep: Class 2 contains 23049 members Entering Unmasked Estep Score: -10820931.000000 Penalty: 13149.659180 Iteration 0F: 3 clusters Score -1.082093e+07 nChanged 20039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22385 members Mstep: Class 2 contains 23524 members Entering Unmasked Estep Score: -10831789.000000 Penalty: 13149.659180 Iteration 1F: 3 clusters Score -1.083179e+07 nChanged 2545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22094 members Mstep: Class 2 contains 23815 members Entering Unmasked Estep Score: -10832906.000000 Penalty: 13149.659180 Iteration 2F: 3 clusters Score -1.083291e+07 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21687 members Mstep: Class 2 contains 24222 members Entering Unmasked Estep Score: -10834058.000000 Penalty: 13149.659180 Iteration 3F: 3 clusters Score -1.083406e+07 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21130 members Mstep: Class 2 contains 24779 members Entering Unmasked Estep Score: -10835479.000000 Penalty: 13149.659180 Iteration 4F: 3 clusters Score -1.083548e+07 nChanged 2649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20459 members Mstep: Class 2 contains 25450 members Entering Unmasked Estep Score: -10837431.000000 Penalty: 13149.659180 Iteration 5F: 3 clusters Score -1.083743e+07 nChanged 2959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19656 members Mstep: Class 2 contains 26253 members Entering Unmasked Estep Score: -10839867.000000 Penalty: 13149.659180 Iteration 6F: 3 clusters Score -1.083987e+07 nChanged 3115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18861 members Mstep: Class 2 contains 27048 members Entering Unmasked Estep Score: -10842532.000000 Penalty: 13149.659180 Iteration 7F: 3 clusters Score -1.084253e+07 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18118 members Mstep: Class 2 contains 27791 members Entering Unmasked Estep Score: -10844822.000000 Penalty: 13149.659180 Iteration 8F: 3 clusters Score -1.084482e+07 nChanged 2414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17342 members Mstep: Class 2 contains 28567 members Entering Unmasked Estep Score: -10846527.000000 Penalty: 13149.659180 Iteration 9F: 3 clusters Score -1.084653e+07 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16664 members Mstep: Class 2 contains 29245 members Entering Unmasked Estep Score: -10847685.000000 Penalty: 13149.659180 Iteration 10Q: 3 clusters Score -1.084768e+07 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16017 members Mstep: Class 2 contains 29892 members Entering Unmasked Estep Score: -10848383.000000 Penalty: 13149.659180 Iteration 11Q: 3 clusters Score -1.084838e+07 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15368 members Mstep: Class 2 contains 30541 members Entering Unmasked Estep Score: -10848851.000000 Penalty: 13149.659180 Iteration 12Q: 3 clusters Score -1.084885e+07 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14724 members Mstep: Class 2 contains 31185 members Entering Unmasked Estep Score: -10849304.000000 Penalty: 13149.659180 Iteration 13Q: 3 clusters Score -1.08493e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14137 members Mstep: Class 2 contains 31772 members Entering Unmasked Estep Score: -10849767.000000 Penalty: 13149.659180 Iteration 14Q: 3 clusters Score -1.084977e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13633 members Mstep: Class 2 contains 32276 members Entering Unmasked Estep Score: -10850019.000000 Penalty: 13149.659180 Iteration 15Q: 3 clusters Score -1.085002e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13169 members Mstep: Class 2 contains 32740 members Entering Unmasked Estep Score: -10850243.000000 Penalty: 13149.659180 Iteration 16Q: 3 clusters Score -1.085024e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 33158 members Entering Unmasked Estep Score: -10850467.000000 Penalty: 13149.659180 Iteration 17Q: 3 clusters Score -1.085047e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 33492 members Entering Unmasked Estep Score: -10850615.000000 Penalty: 13149.659180 Iteration 18Q: 3 clusters Score -1.085062e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 33798 members Entering Unmasked Estep Score: -10850751.000000 Penalty: 13149.659180 Iteration 19Q: 3 clusters Score -1.085075e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 34038 members Entering Unmasked Estep Score: -10850819.000000 Penalty: 13149.659180 Iteration 20F: 3 clusters Score -1.085082e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11644 members Mstep: Class 2 contains 34265 members Entering Unmasked Estep Score: -10850848.000000 Penalty: 13149.659180 Iteration 21Q: 3 clusters Score -1.085085e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 34447 members Entering Unmasked Estep Score: -10850859.000000 Penalty: 13149.659180 Iteration 22Q: 3 clusters Score -1.085086e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 34603 members Entering Unmasked Estep Score: -10850876.000000 Penalty: 13149.659180 Iteration 23Q: 3 clusters Score -1.085088e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 34759 members Entering Unmasked Estep Score: -10850916.000000 Penalty: 13149.659180 Iteration 24Q: 3 clusters Score -1.085092e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 34896 members Entering Unmasked Estep Score: -10850963.000000 Penalty: 13149.659180 Iteration 25Q: 3 clusters Score -1.085096e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10896 members Mstep: Class 2 contains 35013 members Entering Unmasked Estep Score: -10850997.000000 Penalty: 13149.659180 Iteration 26Q: 3 clusters Score -1.0851e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10786 members Mstep: Class 2 contains 35123 members Entering Unmasked Estep Score: -10851039.000000 Penalty: 13149.659180 Iteration 27Q: 3 clusters Score -1.085104e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 35220 members Entering Unmasked Estep Score: -10851078.000000 Penalty: 13149.659180 Iteration 28Q: 3 clusters Score -1.085108e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10577 members Mstep: Class 2 contains 35332 members Entering Unmasked Estep Score: -10851104.000000 Penalty: 13149.659180 Iteration 29Q: 3 clusters Score -1.08511e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 35456 members Entering Unmasked Estep Score: -10851148.000000 Penalty: 13149.659180 Iteration 30Q: 3 clusters Score -1.085115e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 35584 members Entering Unmasked Estep Score: -10851178.000000 Penalty: 13149.659180 Iteration 31Q: 3 clusters Score -1.085118e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 35722 members Entering Unmasked Estep Score: -10851244.000000 Penalty: 13149.659180 Iteration 32Q: 3 clusters Score -1.085124e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 35856 members Entering Unmasked Estep Score: -10851316.000000 Penalty: 13149.659180 Iteration 33Q: 3 clusters Score -1.085132e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9914 members Mstep: Class 2 contains 35995 members Entering Unmasked Estep Score: -10851364.000000 Penalty: 13149.659180 Iteration 34Q: 3 clusters Score -1.085136e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 36134 members Entering Unmasked Estep Score: -10851462.000000 Penalty: 13149.659180 Iteration 35Q: 3 clusters Score -1.085146e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 36262 members Entering Unmasked Estep Score: -10851519.000000 Penalty: 13149.659180 Iteration 36Q: 3 clusters Score -1.085152e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 36384 members Entering Unmasked Estep Score: -10851544.000000 Penalty: 13149.659180 Iteration 37Q: 3 clusters Score -1.085154e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 36483 members Entering Unmasked Estep Score: -10851568.000000 Penalty: 13149.659180 Iteration 38Q: 3 clusters Score -1.085157e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9321 members Mstep: Class 2 contains 36588 members Entering Unmasked Estep Score: -10851598.000000 Penalty: 13149.659180 Iteration 39Q: 3 clusters Score -1.08516e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 36685 members Entering Unmasked Estep Score: -10851620.000000 Penalty: 13149.659180 Iteration 40F: 3 clusters Score -1.085162e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 36783 members Entering Unmasked Estep Score: -10851684.000000 Penalty: 13149.659180 Iteration 41Q: 3 clusters Score -1.085168e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 36871 members Entering Unmasked Estep Score: -10851701.000000 Penalty: 13149.659180 Iteration 42Q: 3 clusters Score -1.08517e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 36943 members Entering Unmasked Estep Score: -10851689.000000 Penalty: 13149.659180 Iteration 43Q: 3 clusters Score -1.085169e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 37001 members Entering Unmasked Estep Score: -10851726.000000 Penalty: 13149.659180 Iteration 44Q: 3 clusters Score -1.085173e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 37049 members Entering Unmasked Estep Score: -10851734.000000 Penalty: 13149.659180 Iteration 45Q: 3 clusters Score -1.085173e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 37094 members Entering Unmasked Estep Score: -10851757.000000 Penalty: 13149.659180 Iteration 46Q: 3 clusters Score -1.085176e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 37129 members Entering Unmasked Estep Score: -10851784.000000 Penalty: 13149.659180 Iteration 47Q: 3 clusters Score -1.085178e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8748 members Mstep: Class 2 contains 37161 members Entering Unmasked Estep Score: -10851773.000000 Penalty: 13149.659180 Iteration 48Q: 3 clusters Score -1.085177e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 37190 members Entering Unmasked Estep Score: -10851775.000000 Penalty: 13149.659180 Iteration 49Q: 3 clusters Score -1.085178e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 37209 members Entering Unmasked Estep Score: -10851765.000000 Penalty: 13149.659180 Iteration 50Q: 3 clusters Score -1.085176e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 37223 members Entering Unmasked Estep Score: -10851758.000000 Penalty: 13149.659180 Iteration 51Q: 3 clusters Score -1.085176e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 37229 members Entering Unmasked Estep Score: -10851744.000000 Penalty: 13149.659180 Iteration 52Q: 3 clusters Score -1.085174e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 37238 members Entering Unmasked Estep Score: -10851763.000000 Penalty: 13149.659180 Iteration 53Q: 3 clusters Score -1.085176e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 37246 members Entering Unmasked Estep Score: -10851780.000000 Penalty: 13149.659180 Iteration 54Q: 3 clusters Score -1.085178e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 37250 members Entering Unmasked Estep Score: -10851771.000000 Penalty: 13149.659180 Iteration 55Q: 3 clusters Score -1.085177e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 37257 members Entering Unmasked Estep Score: -10851750.000000 Penalty: 13149.659180 Iteration 56Q: 3 clusters Score -1.085175e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 37258 members Entering Unmasked Estep Score: -10851749.000000 Penalty: 13149.659180 Iteration 57Q: 3 clusters Score -1.085175e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 37259 members Entering Unmasked Estep Score: -10851752.000000 Penalty: 13149.659180 Iteration 58Q: 3 clusters Score -1.085175e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 37259 members Entering Unmasked Estep Score: -10851752.000000 Penalty: 13149.659180 Iteration 59F: 3 clusters Score -1.085175e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Entering Unmasked Estep Score: -753822.062500 Penalty: 4988.793457 Iteration 0F: 2 clusters Score -753822.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -747754.500000 Penalty: 9977.586914 Iteration 0F: 3 clusters Score -747754.5 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -748737.125000 Penalty: 9977.586914 Iteration 1F: 3 clusters Score -748737.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -749105.937500 Penalty: 9977.586914 Iteration 2F: 3 clusters Score -749105.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -749343.875000 Penalty: 9977.586914 Iteration 3Q: 3 clusters Score -749343.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -749576.812500 Penalty: 9977.586914 Iteration 4Q: 3 clusters Score -749576.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -749722.562500 Penalty: 9977.586914 Iteration 5Q: 3 clusters Score -749722.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -749824.750000 Penalty: 9977.586914 Iteration 6Q: 3 clusters Score -749824.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -749890.750000 Penalty: 9977.586914 Iteration 7Q: 3 clusters Score -749890.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -749946.937500 Penalty: 9977.586914 Iteration 8Q: 3 clusters Score -749946.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -749989.062500 Penalty: 9977.586914 Iteration 9Q: 3 clusters Score -749989.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -750031.312500 Penalty: 9977.586914 Iteration 10Q: 3 clusters Score -750031.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -750062.750000 Penalty: 9977.586914 Iteration 11Q: 3 clusters Score -750062.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -750096.375000 Penalty: 9977.586914 Iteration 12Q: 3 clusters Score -750096.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -750124.437500 Penalty: 9977.586914 Iteration 13Q: 3 clusters Score -750124.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -750146.500000 Penalty: 9977.586914 Iteration 14Q: 3 clusters Score -750146.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -750177.375000 Penalty: 9977.586914 Iteration 15Q: 3 clusters Score -750177.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -750206.937500 Penalty: 9977.586914 Iteration 16Q: 3 clusters Score -750206.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -750226.250000 Penalty: 9977.586914 Iteration 17Q: 3 clusters Score -750226.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -750247.187500 Penalty: 9977.586914 Iteration 18Q: 3 clusters Score -750247.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -750258.500000 Penalty: 9977.586914 Iteration 19Q: 3 clusters Score -750258.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -750271.625000 Penalty: 9977.586914 Iteration 20F: 3 clusters Score -750271.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -750286.562500 Penalty: 9977.586914 Iteration 21Q: 3 clusters Score -750286.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -750301.875000 Penalty: 9977.586914 Iteration 22Q: 3 clusters Score -750301.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -750312.562500 Penalty: 9977.586914 Iteration 23Q: 3 clusters Score -750312.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -750321.750000 Penalty: 9977.586914 Iteration 24Q: 3 clusters Score -750321.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -750327.937500 Penalty: 9977.586914 Iteration 25Q: 3 clusters Score -750327.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -750334.187500 Penalty: 9977.586914 Iteration 26Q: 3 clusters Score -750334.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -750335.687500 Penalty: 9977.586914 Iteration 27Q: 3 clusters Score -750335.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -750338.937500 Penalty: 9977.586914 Iteration 28Q: 3 clusters Score -750338.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -750347.687500 Penalty: 9977.586914 Iteration 29Q: 3 clusters Score -750347.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -750353.187500 Penalty: 9977.586914 Iteration 30Q: 3 clusters Score -750353.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -750359.812500 Penalty: 9977.586914 Iteration 31Q: 3 clusters Score -750359.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -750364.687500 Penalty: 9977.586914 Iteration 32Q: 3 clusters Score -750364.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -750369.937500 Penalty: 9977.586914 Iteration 33Q: 3 clusters Score -750369.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -750376.062500 Penalty: 9977.586914 Iteration 34Q: 3 clusters Score -750376.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -750380.625000 Penalty: 9977.586914 Iteration 35Q: 3 clusters Score -750380.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -750385.375000 Penalty: 9977.586914 Iteration 36Q: 3 clusters Score -750385.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -750388.500000 Penalty: 9977.586914 Iteration 37Q: 3 clusters Score -750388.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -750391.625000 Penalty: 9977.586914 Iteration 38Q: 3 clusters Score -750391.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -750399.125000 Penalty: 9977.586914 Iteration 39Q: 3 clusters Score -750399.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -750409.062500 Penalty: 9977.586914 Iteration 40F: 3 clusters Score -750409.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -750411.750000 Penalty: 9977.586914 Iteration 41Q: 3 clusters Score -750411.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -750419.000000 Penalty: 9977.586914 Iteration 42Q: 3 clusters Score -750419 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -750430.750000 Penalty: 9977.586914 Iteration 43Q: 3 clusters Score -750430.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -750438.750000 Penalty: 9977.586914 Iteration 44Q: 3 clusters Score -750438.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -750447.187500 Penalty: 9977.586914 Iteration 45Q: 3 clusters Score -750447.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -750457.750000 Penalty: 9977.586914 Iteration 46Q: 3 clusters Score -750457.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -750466.187500 Penalty: 9977.586914 Iteration 47Q: 3 clusters Score -750466.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -750476.500000 Penalty: 9977.586914 Iteration 48Q: 3 clusters Score -750476.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -750494.437500 Penalty: 9977.586914 Iteration 49Q: 3 clusters Score -750494.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -750510.812500 Penalty: 9977.586914 Iteration 50Q: 3 clusters Score -750510.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -750528.562500 Penalty: 9977.586914 Iteration 51Q: 3 clusters Score -750528.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -750542.312500 Penalty: 9977.586914 Iteration 52Q: 3 clusters Score -750542.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -750550.000000 Penalty: 9977.586914 Iteration 53Q: 3 clusters Score -750550 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -750558.375000 Penalty: 9977.586914 Iteration 54Q: 3 clusters Score -750558.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -750566.625000 Penalty: 9977.586914 Iteration 55Q: 3 clusters Score -750566.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -750574.562500 Penalty: 9977.586914 Iteration 56Q: 3 clusters Score -750574.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -750584.937500 Penalty: 9977.586914 Iteration 57Q: 3 clusters Score -750584.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -750594.500000 Penalty: 9977.586914 Iteration 58Q: 3 clusters Score -750594.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -750611.812500 Penalty: 9977.586914 Iteration 59Q: 3 clusters Score -750611.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -750630.562500 Penalty: 9977.586914 Iteration 60F: 3 clusters Score -750630.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -750650.687500 Penalty: 9977.586914 Iteration 61Q: 3 clusters Score -750650.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -750670.812500 Penalty: 9977.586914 Iteration 62Q: 3 clusters Score -750670.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -750691.875000 Penalty: 9977.586914 Iteration 63Q: 3 clusters Score -750691.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -750712.687500 Penalty: 9977.586914 Iteration 64Q: 3 clusters Score -750712.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -750729.250000 Penalty: 9977.586914 Iteration 65Q: 3 clusters Score -750729.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -750749.687500 Penalty: 9977.586914 Iteration 66Q: 3 clusters Score -750749.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -750770.562500 Penalty: 9977.586914 Iteration 67Q: 3 clusters Score -750770.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -750788.437500 Penalty: 9977.586914 Iteration 68Q: 3 clusters Score -750788.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -750799.187500 Penalty: 9977.586914 Iteration 69Q: 3 clusters Score -750799.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -750810.125000 Penalty: 9977.586914 Iteration 70Q: 3 clusters Score -750810.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -750815.625000 Penalty: 9977.586914 Iteration 71Q: 3 clusters Score -750815.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -750818.500000 Penalty: 9977.586914 Iteration 72Q: 3 clusters Score -750818.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -750819.750000 Penalty: 9977.586914 Iteration 73Q: 3 clusters Score -750819.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -750820.187500 Penalty: 9977.586914 Iteration 74Q: 3 clusters Score -750820.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -750820.875000 Penalty: 9977.586914 Iteration 75Q: 3 clusters Score -750820.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -750820.875000 Penalty: 9977.586914 Iteration 76F: 3 clusters Score -750820.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (14547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14547 members Entering Unmasked Estep Score: -3476772.250000 Penalty: 5870.898438 Iteration 0F: 2 clusters Score -3476772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -3463709.000000 Penalty: 11741.796875 Iteration 0F: 3 clusters Score -3463709 nChanged 5552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -3466718.500000 Penalty: 11741.796875 Iteration 1F: 3 clusters Score -3466718 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -3467243.500000 Penalty: 11741.796875 Iteration 2F: 3 clusters Score -3467244 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -3467607.250000 Penalty: 11741.796875 Iteration 3Q: 3 clusters Score -3467607 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -3467884.750000 Penalty: 11741.796875 Iteration 4Q: 3 clusters Score -3467885 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -3468089.500000 Penalty: 11741.796875 Iteration 5Q: 3 clusters Score -3468090 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -3468257.250000 Penalty: 11741.796875 Iteration 6Q: 3 clusters Score -3468257 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -3468437.000000 Penalty: 11741.796875 Iteration 7Q: 3 clusters Score -3468437 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -3468632.500000 Penalty: 11741.796875 Iteration 8Q: 3 clusters Score -3468632 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -3468838.000000 Penalty: 11741.796875 Iteration 9Q: 3 clusters Score -3468838 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8760 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -3469147.500000 Penalty: 11741.796875 Iteration 10Q: 3 clusters Score -3469148 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9049 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -3469521.750000 Penalty: 11741.796875 Iteration 11Q: 3 clusters Score -3469522 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9437 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -3470052.500000 Penalty: 11741.796875 Iteration 12Q: 3 clusters Score -3470052 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9864 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -3470683.500000 Penalty: 11741.796875 Iteration 13Q: 3 clusters Score -3470684 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -3471339.000000 Penalty: 11741.796875 Iteration 14Q: 3 clusters Score -3471339 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -3471848.250000 Penalty: 11741.796875 Iteration 15Q: 3 clusters Score -3471848 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -3472277.250000 Penalty: 11741.796875 Iteration 16Q: 3 clusters Score -3472277 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11572 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -3472592.250000 Penalty: 11741.796875 Iteration 17Q: 3 clusters Score -3472592 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -3472783.000000 Penalty: 11741.796875 Iteration 18Q: 3 clusters Score -3472783 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -3472909.750000 Penalty: 11741.796875 Iteration 19Q: 3 clusters Score -3472910 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12147 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -3472982.750000 Penalty: 11741.796875 Iteration 20F: 3 clusters Score -3472983 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -3473032.750000 Penalty: 11741.796875 Iteration 21Q: 3 clusters Score -3473033 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -3473071.500000 Penalty: 11741.796875 Iteration 22Q: 3 clusters Score -3473072 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12356 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -3473095.250000 Penalty: 11741.796875 Iteration 23Q: 3 clusters Score -3473095 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -3473113.000000 Penalty: 11741.796875 Iteration 24Q: 3 clusters Score -3473113 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -3473140.500000 Penalty: 11741.796875 Iteration 25Q: 3 clusters Score -3473140 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -3473168.750000 Penalty: 11741.796875 Iteration 26Q: 3 clusters Score -3473169 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12522 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -3473178.000000 Penalty: 11741.796875 Iteration 27Q: 3 clusters Score -3473178 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12560 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -3473206.000000 Penalty: 11741.796875 Iteration 28Q: 3 clusters Score -3473206 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -3473218.750000 Penalty: 11741.796875 Iteration 29Q: 3 clusters Score -3473219 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12608 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -3473223.500000 Penalty: 11741.796875 Iteration 30Q: 3 clusters Score -3473224 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12625 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -3473225.500000 Penalty: 11741.796875 Iteration 31Q: 3 clusters Score -3473226 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -3473236.250000 Penalty: 11741.796875 Iteration 32Q: 3 clusters Score -3473236 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -3473237.250000 Penalty: 11741.796875 Iteration 33Q: 3 clusters Score -3473237 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -3473247.750000 Penalty: 11741.796875 Iteration 34Q: 3 clusters Score -3473248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -3473252.250000 Penalty: 11741.796875 Iteration 35Q: 3 clusters Score -3473252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -3473249.000000 Penalty: 11741.796875 Iteration 36Q: 3 clusters Score -3473249 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -3473249.250000 Penalty: 11741.796875 Iteration 37Q: 3 clusters Score -3473249 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12665 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -3473258.000000 Penalty: 11741.796875 Iteration 38Q: 3 clusters Score -3473258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12671 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -3473256.250000 Penalty: 11741.796875 Iteration 39Q: 3 clusters Score -3473256 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12675 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -3473254.250000 Penalty: 11741.796875 Iteration 40F: 3 clusters Score -3473254 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -3473263.000000 Penalty: 11741.796875 Iteration 41Q: 3 clusters Score -3473263 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12684 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -3473264.750000 Penalty: 11741.796875 Iteration 42Q: 3 clusters Score -3473265 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -3473263.500000 Penalty: 11741.796875 Iteration 43Q: 3 clusters Score -3473264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12695 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -3473267.250000 Penalty: 11741.796875 Iteration 44Q: 3 clusters Score -3473267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12698 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -3473269.500000 Penalty: 11741.796875 Iteration 45Q: 3 clusters Score -3473270 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -3473276.750000 Penalty: 11741.796875 Iteration 46Q: 3 clusters Score -3473277 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12713 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -3473282.500000 Penalty: 11741.796875 Iteration 47Q: 3 clusters Score -3473282 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12723 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -3473278.750000 Penalty: 11741.796875 Iteration 48Q: 3 clusters Score -3473279 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -3473282.250000 Penalty: 11741.796875 Iteration 49Q: 3 clusters Score -3473282 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -3473290.000000 Penalty: 11741.796875 Iteration 50Q: 3 clusters Score -3473290 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -3473291.750000 Penalty: 11741.796875 Iteration 51Q: 3 clusters Score -3473292 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12739 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -3473292.000000 Penalty: 11741.796875 Iteration 52Q: 3 clusters Score -3473292 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12741 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -3473297.250000 Penalty: 11741.796875 Iteration 53Q: 3 clusters Score -3473297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -3473292.250000 Penalty: 11741.796875 Iteration 54Q: 3 clusters Score -3473292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12745 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -3473293.750000 Penalty: 11741.796875 Iteration 55Q: 3 clusters Score -3473294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -3473294.500000 Penalty: 11741.796875 Iteration 56Q: 3 clusters Score -3473294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12747 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -3473294.750000 Penalty: 11741.796875 Iteration 57Q: 3 clusters Score -3473295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12749 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -3473297.500000 Penalty: 11741.796875 Iteration 58Q: 3 clusters Score -3473298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -3473295.750000 Penalty: 11741.796875 Iteration 59Q: 3 clusters Score -3473296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12754 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -3473299.000000 Penalty: 11741.796875 Iteration 60F: 3 clusters Score -3473299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12757 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -3473296.250000 Penalty: 11741.796875 Iteration 61Q: 3 clusters Score -3473296 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12762 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -3473288.250000 Penalty: 11741.796875 Iteration 62Q: 3 clusters Score -3473288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -3473293.000000 Penalty: 11741.796875 Iteration 63Q: 3 clusters Score -3473293 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -3473294.250000 Penalty: 11741.796875 Iteration 64Q: 3 clusters Score -3473294 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -3473294.250000 Penalty: 11741.796875 Iteration 65F: 3 clusters Score -3473294 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (7937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Entering Unmasked Estep Score: -1867748.625000 Penalty: 5499.815918 Iteration 0F: 2 clusters Score -1867749 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1858787.250000 Penalty: 10999.631836 Iteration 0F: 3 clusters Score -1858787 nChanged 2784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1860535.875000 Penalty: 10999.631836 Iteration 1F: 3 clusters Score -1860536 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1861102.500000 Penalty: 10999.631836 Iteration 2F: 3 clusters Score -1861102 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1861611.250000 Penalty: 10999.631836 Iteration 3F: 3 clusters Score -1861611 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1862122.500000 Penalty: 10999.631836 Iteration 4F: 3 clusters Score -1862122 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1862564.250000 Penalty: 10999.631836 Iteration 5F: 3 clusters Score -1862564 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -1863013.375000 Penalty: 10999.631836 Iteration 6F: 3 clusters Score -1863013 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1863424.500000 Penalty: 10999.631836 Iteration 7Q: 3 clusters Score -1863424 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -1863751.375000 Penalty: 10999.631836 Iteration 8Q: 3 clusters Score -1863751 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1863988.250000 Penalty: 10999.631836 Iteration 9Q: 3 clusters Score -1863988 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -1864204.750000 Penalty: 10999.631836 Iteration 10Q: 3 clusters Score -1864205 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -1864387.500000 Penalty: 10999.631836 Iteration 11Q: 3 clusters Score -1864388 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -1864525.625000 Penalty: 10999.631836 Iteration 12Q: 3 clusters Score -1864526 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -1864619.375000 Penalty: 10999.631836 Iteration 13Q: 3 clusters Score -1864619 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1864699.500000 Penalty: 10999.631836 Iteration 14Q: 3 clusters Score -1864700 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1864752.875000 Penalty: 10999.631836 Iteration 15Q: 3 clusters Score -1864753 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1864788.875000 Penalty: 10999.631836 Iteration 16Q: 3 clusters Score -1864789 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1864812.250000 Penalty: 10999.631836 Iteration 17Q: 3 clusters Score -1864812 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -1864832.750000 Penalty: 10999.631836 Iteration 18Q: 3 clusters Score -1864833 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1864843.750000 Penalty: 10999.631836 Iteration 19Q: 3 clusters Score -1864844 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -1864854.250000 Penalty: 10999.631836 Iteration 20F: 3 clusters Score -1864854 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -1864862.625000 Penalty: 10999.631836 Iteration 21Q: 3 clusters Score -1864863 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -1864863.000000 Penalty: 10999.631836 Iteration 22Q: 3 clusters Score -1864863 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -1864862.750000 Penalty: 10999.631836 Iteration 23Q: 3 clusters Score -1864863 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -1864865.625000 Penalty: 10999.631836 Iteration 24Q: 3 clusters Score -1864866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1864873.125000 Penalty: 10999.631836 Iteration 25Q: 3 clusters Score -1864873 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1864872.500000 Penalty: 10999.631836 Iteration 26Q: 3 clusters Score -1864872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -1864874.125000 Penalty: 10999.631836 Iteration 27Q: 3 clusters Score -1864874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1864873.000000 Penalty: 10999.631836 Iteration 28Q: 3 clusters Score -1864873 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1864873.000000 Penalty: 10999.631836 Iteration 29F: 3 clusters Score -1864873 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116033 members Mstep: Class 2 contains 29684 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14692 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3498 members Mstep: Class 9 contains 770 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10404 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15141 members Mstep: Class 14 contains 21558 members Mstep: Class 15 contains 9377 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23975 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85162 members Mstep: Class 20 contains 18594 members Mstep: Class 21 contains 45909 members Mstep: Class 22 contains 3446 members Mstep: Class 23 contains 14547 members Mstep: Class 24 contains 7937 members Entering Unmasked Estep ConsiderDeletion Score: -101707296.000000 Penalty: 190973.375000 Iteration 79Q: 25 clusters Score -1.017073e+08 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116029 members Mstep: Class 2 contains 29683 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14692 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3496 members Mstep: Class 9 contains 770 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10402 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15137 members Mstep: Class 14 contains 21558 members Mstep: Class 15 contains 9378 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23976 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85157 members Mstep: Class 20 contains 18597 members Mstep: Class 21 contains 45876 members Mstep: Class 22 contains 3446 members Mstep: Class 23 contains 14566 members Mstep: Class 24 contains 7964 members Entering Unmasked Estep ConsiderDeletion Score: -101707392.000000 Penalty: 190973.375000 Iteration 80F: 25 clusters Score -1.017074e+08 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116021 members Mstep: Class 2 contains 29683 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14694 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3493 members Mstep: Class 9 contains 770 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10398 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15128 members Mstep: Class 14 contains 21558 members Mstep: Class 15 contains 9378 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23979 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85157 members Mstep: Class 20 contains 18599 members Mstep: Class 21 contains 45840 members Mstep: Class 22 contains 3445 members Mstep: Class 23 contains 14583 members Mstep: Class 24 contains 8001 members Entering Unmasked Estep ConsiderDeletion Score: -101707344.000000 Penalty: 190973.375000 Iteration 81Q: 25 clusters Score -1.017073e+08 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116024 members Mstep: Class 2 contains 29680 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14700 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10395 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15123 members Mstep: Class 14 contains 21556 members Mstep: Class 15 contains 9380 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23981 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85155 members Mstep: Class 20 contains 18602 members Mstep: Class 21 contains 45804 members Mstep: Class 22 contains 3447 members Mstep: Class 23 contains 14593 members Mstep: Class 24 contains 8027 members Entering Unmasked Estep ConsiderDeletion Score: -101707400.000000 Penalty: 190973.375000 Iteration 82Q: 25 clusters Score -1.017074e+08 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116028 members Mstep: Class 2 contains 29677 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14701 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10388 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15118 members Mstep: Class 14 contains 21555 members Mstep: Class 15 contains 9382 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23984 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85157 members Mstep: Class 20 contains 18603 members Mstep: Class 21 contains 45779 members Mstep: Class 22 contains 3450 members Mstep: Class 23 contains 14606 members Mstep: Class 24 contains 8041 members Entering Unmasked Estep ConsiderDeletion Score: -101707376.000000 Penalty: 190973.375000 Iteration 83Q: 25 clusters Score -1.017074e+08 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116034 members Mstep: Class 2 contains 29675 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14700 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10380 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15117 members Mstep: Class 14 contains 21555 members Mstep: Class 15 contains 9381 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23984 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85161 members Mstep: Class 20 contains 18606 members Mstep: Class 21 contains 45746 members Mstep: Class 22 contains 3454 members Mstep: Class 23 contains 14624 members Mstep: Class 24 contains 8052 members Entering Unmasked Estep ConsiderDeletion Score: -101707248.000000 Penalty: 190973.375000 Iteration 84Q: 25 clusters Score -1.017072e+08 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116036 members Mstep: Class 2 contains 29673 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14700 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10377 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15116 members Mstep: Class 14 contains 21552 members Mstep: Class 15 contains 9382 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23984 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85160 members Mstep: Class 20 contains 18611 members Mstep: Class 21 contains 45715 members Mstep: Class 22 contains 3459 members Mstep: Class 23 contains 14639 members Mstep: Class 24 contains 8065 members Entering Unmasked Estep ConsiderDeletion Score: -101707368.000000 Penalty: 190973.375000 Iteration 85Q: 25 clusters Score -1.017074e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116032 members Mstep: Class 2 contains 29668 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14705 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10375 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15117 members Mstep: Class 14 contains 21553 members Mstep: Class 15 contains 9382 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23985 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85160 members Mstep: Class 20 contains 18614 members Mstep: Class 21 contains 45694 members Mstep: Class 22 contains 3465 members Mstep: Class 23 contains 14653 members Mstep: Class 24 contains 8066 members Entering Unmasked Estep ConsiderDeletion Score: -101707328.000000 Penalty: 190973.375000 Iteration 86Q: 25 clusters Score -1.017073e+08 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116024 members Mstep: Class 2 contains 29668 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14707 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10374 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15118 members Mstep: Class 14 contains 21551 members Mstep: Class 15 contains 9382 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23987 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85159 members Mstep: Class 20 contains 18624 members Mstep: Class 21 contains 45674 members Mstep: Class 22 contains 3466 members Mstep: Class 23 contains 14665 members Mstep: Class 24 contains 8070 members Entering Unmasked Estep ConsiderDeletion Score: -101707312.000000 Penalty: 190973.375000 Iteration 87Q: 25 clusters Score -1.017073e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116016 members Mstep: Class 2 contains 29667 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15117 members Mstep: Class 14 contains 21552 members Mstep: Class 15 contains 9381 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23987 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85161 members Mstep: Class 20 contains 18632 members Mstep: Class 21 contains 45660 members Mstep: Class 22 contains 3468 members Mstep: Class 23 contains 14674 members Mstep: Class 24 contains 8073 members Entering Unmasked Estep ConsiderDeletion Score: -101707368.000000 Penalty: 190973.375000 Iteration 88Q: 25 clusters Score -1.017074e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29667 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10371 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15116 members Mstep: Class 14 contains 21555 members Mstep: Class 15 contains 9382 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23990 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85162 members Mstep: Class 20 contains 18642 members Mstep: Class 21 contains 45637 members Mstep: Class 22 contains 3469 members Mstep: Class 23 contains 14686 members Mstep: Class 24 contains 8074 members Entering Unmasked Estep ConsiderDeletion Score: -101707424.000000 Penalty: 190973.375000 Iteration 89Q: 25 clusters Score -1.017074e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116010 members Mstep: Class 2 contains 29667 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10371 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15114 members Mstep: Class 14 contains 21554 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23993 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18646 members Mstep: Class 21 contains 45619 members Mstep: Class 22 contains 3471 members Mstep: Class 23 contains 14693 members Mstep: Class 24 contains 8075 members Entering Unmasked Estep ConsiderDeletion Score: -101707368.000000 Penalty: 190973.375000 Iteration 90Q: 25 clusters Score -1.017074e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116007 members Mstep: Class 2 contains 29665 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15114 members Mstep: Class 14 contains 21557 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85165 members Mstep: Class 20 contains 18652 members Mstep: Class 21 contains 45604 members Mstep: Class 22 contains 3473 members Mstep: Class 23 contains 14702 members Mstep: Class 24 contains 8074 members Entering Unmasked Estep ConsiderDeletion Score: -101707352.000000 Penalty: 190973.375000 Iteration 91Q: 25 clusters Score -1.017074e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116007 members Mstep: Class 2 contains 29663 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10371 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15114 members Mstep: Class 14 contains 21556 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85166 members Mstep: Class 20 contains 18655 members Mstep: Class 21 contains 45589 members Mstep: Class 22 contains 3476 members Mstep: Class 23 contains 14712 members Mstep: Class 24 contains 8074 members Entering Unmasked Estep ConsiderDeletion Score: -101707288.000000 Penalty: 190973.375000 Iteration 92Q: 25 clusters Score -1.017073e+08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116005 members Mstep: Class 2 contains 29663 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10370 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15114 members Mstep: Class 14 contains 21552 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85166 members Mstep: Class 20 contains 18658 members Mstep: Class 21 contains 45581 members Mstep: Class 22 contains 3480 members Mstep: Class 23 contains 14720 members Mstep: Class 24 contains 8074 members Entering Unmasked Estep ConsiderDeletion Score: -101707352.000000 Penalty: 190973.375000 Iteration 93Q: 25 clusters Score -1.017074e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116001 members Mstep: Class 2 contains 29662 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10369 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15113 members Mstep: Class 14 contains 21552 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85167 members Mstep: Class 20 contains 18661 members Mstep: Class 21 contains 45577 members Mstep: Class 22 contains 3482 members Mstep: Class 23 contains 14723 members Mstep: Class 24 contains 8076 members Entering Unmasked Estep ConsiderDeletion Score: -101707400.000000 Penalty: 190973.375000 Iteration 94Q: 25 clusters Score -1.017074e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116003 members Mstep: Class 2 contains 29660 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10368 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15112 members Mstep: Class 14 contains 21552 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85166 members Mstep: Class 20 contains 18662 members Mstep: Class 21 contains 45572 members Mstep: Class 22 contains 3484 members Mstep: Class 23 contains 14723 members Mstep: Class 24 contains 8081 members Entering Unmasked Estep ConsiderDeletion Score: -101707408.000000 Penalty: 190973.375000 Iteration 95Q: 25 clusters Score -1.017074e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116004 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10368 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15112 members Mstep: Class 14 contains 21551 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85166 members Mstep: Class 20 contains 18663 members Mstep: Class 21 contains 45569 members Mstep: Class 22 contains 3485 members Mstep: Class 23 contains 14723 members Mstep: Class 24 contains 8083 members Entering Unmasked Estep ConsiderDeletion Score: -101707312.000000 Penalty: 190973.375000 Iteration 96Q: 25 clusters Score -1.017073e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116004 members Mstep: Class 2 contains 29658 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10369 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15112 members Mstep: Class 14 contains 21549 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85165 members Mstep: Class 20 contains 18662 members Mstep: Class 21 contains 45567 members Mstep: Class 22 contains 3486 members Mstep: Class 23 contains 14723 members Mstep: Class 24 contains 8088 members Entering Unmasked Estep ConsiderDeletion Score: -101707392.000000 Penalty: 190973.375000 Iteration 97Q: 25 clusters Score -1.017074e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116000 members Mstep: Class 2 contains 29658 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15112 members Mstep: Class 14 contains 21547 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85165 members Mstep: Class 20 contains 18663 members Mstep: Class 21 contains 45567 members Mstep: Class 22 contains 3486 members Mstep: Class 23 contains 14723 members Mstep: Class 24 contains 8090 members Entering Unmasked Estep ConsiderDeletion Score: -101707368.000000 Penalty: 190973.375000 Iteration 98Q: 25 clusters Score -1.017074e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116002 members Mstep: Class 2 contains 29658 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15110 members Mstep: Class 14 contains 21545 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18663 members Mstep: Class 21 contains 45565 members Mstep: Class 22 contains 3487 members Mstep: Class 23 contains 14723 members Mstep: Class 24 contains 8094 members Entering Unmasked Estep ConsiderDeletion Score: -101707432.000000 Penalty: 190973.375000 Iteration 99Q: 25 clusters Score -1.017074e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116003 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15111 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18663 members Mstep: Class 21 contains 45563 members Mstep: Class 22 contains 3487 members Mstep: Class 23 contains 14723 members Mstep: Class 24 contains 8094 members Entering Unmasked Estep ConsiderDeletion Score: -101707488.000000 Penalty: 190973.375000 Iteration 100F: 25 clusters Score -1.017075e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116003 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10373 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15111 members Mstep: Class 14 contains 21540 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18663 members Mstep: Class 21 contains 45561 members Mstep: Class 22 contains 3489 members Mstep: Class 23 contains 14724 members Mstep: Class 24 contains 8095 members Entering Unmasked Estep ConsiderDeletion Score: -101707504.000000 Penalty: 190973.375000 Iteration 101Q: 25 clusters Score -1.017075e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116005 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15112 members Mstep: Class 14 contains 21537 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18663 members Mstep: Class 21 contains 45558 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14725 members Mstep: Class 24 contains 8095 members Entering Unmasked Estep ConsiderDeletion Score: -101707512.000000 Penalty: 190973.375000 Iteration 102Q: 25 clusters Score -1.017075e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116007 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15111 members Mstep: Class 14 contains 21539 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18664 members Mstep: Class 21 contains 45556 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14725 members Mstep: Class 24 contains 8095 members Entering Unmasked Estep ConsiderDeletion Score: -101707480.000000 Penalty: 190973.375000 Iteration 103Q: 25 clusters Score -1.017075e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116005 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 769 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15108 members Mstep: Class 14 contains 21539 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85166 members Mstep: Class 20 contains 18667 members Mstep: Class 21 contains 45554 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14725 members Mstep: Class 24 contains 8096 members Entering Unmasked Estep ConsiderDeletion Score: -101707472.000000 Penalty: 190973.375000 Iteration 104Q: 25 clusters Score -1.017075e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116006 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3492 members Mstep: Class 9 contains 768 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15107 members Mstep: Class 14 contains 21539 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85165 members Mstep: Class 20 contains 18668 members Mstep: Class 21 contains 45551 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14724 members Mstep: Class 24 contains 8100 members Entering Unmasked Estep ConsiderDeletion Score: -101707456.000000 Penalty: 190973.375000 Iteration 105Q: 25 clusters Score -1.017075e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116005 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3493 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15106 members Mstep: Class 14 contains 21539 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18669 members Mstep: Class 21 contains 45549 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14725 members Mstep: Class 24 contains 8103 members Entering Unmasked Estep ConsiderDeletion Score: -101707480.000000 Penalty: 190973.375000 Iteration 106Q: 25 clusters Score -1.017075e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116004 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3492 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15106 members Mstep: Class 14 contains 21539 members Mstep: Class 15 contains 9384 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18670 members Mstep: Class 21 contains 45546 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14727 members Mstep: Class 24 contains 8105 members Entering Unmasked Estep ConsiderDeletion Score: -101707520.000000 Penalty: 190973.375000 Iteration 107Q: 25 clusters Score -1.017075e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116006 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15105 members Mstep: Class 14 contains 21540 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85163 members Mstep: Class 20 contains 18671 members Mstep: Class 21 contains 45539 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14730 members Mstep: Class 24 contains 8109 members Entering Unmasked Estep ConsiderDeletion Score: -101707376.000000 Penalty: 190973.375000 Iteration 108Q: 25 clusters Score -1.017074e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116008 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14709 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15105 members Mstep: Class 14 contains 21540 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23992 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85163 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45531 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14733 members Mstep: Class 24 contains 8111 members Entering Unmasked Estep ConsiderDeletion Score: -101707400.000000 Penalty: 190973.375000 Iteration 109Q: 25 clusters Score -1.017074e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116007 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15105 members Mstep: Class 14 contains 21542 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85163 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45524 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14736 members Mstep: Class 24 contains 8113 members Entering Unmasked Estep ConsiderDeletion Score: -101707360.000000 Penalty: 190973.375000 Iteration 110Q: 25 clusters Score -1.017074e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116008 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15105 members Mstep: Class 14 contains 21542 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23995 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85163 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45516 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14738 members Mstep: Class 24 contains 8117 members Entering Unmasked Estep ConsiderDeletion Score: -101707416.000000 Penalty: 190973.375000 Iteration 111Q: 25 clusters Score -1.017074e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15105 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23994 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85162 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45512 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14740 members Mstep: Class 24 contains 8119 members Entering Unmasked Estep ConsiderDeletion Score: -101707424.000000 Penalty: 190973.375000 Iteration 112Q: 25 clusters Score -1.017074e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10372 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15105 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23995 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85161 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45511 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14740 members Mstep: Class 24 contains 8120 members Entering Unmasked Estep ConsiderDeletion Score: -101707488.000000 Penalty: 190973.375000 Iteration 113Q: 25 clusters Score -1.017075e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10371 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15105 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23995 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85162 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45511 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14740 members Mstep: Class 24 contains 8120 members Entering Unmasked Estep ConsiderDeletion Score: -101707472.000000 Penalty: 190973.375000 Iteration 114Q: 25 clusters Score -1.017075e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10368 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15106 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23995 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45511 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14740 members Mstep: Class 24 contains 8120 members Entering Unmasked Estep ConsiderDeletion Score: -101707440.000000 Penalty: 190973.375000 Iteration 115Q: 25 clusters Score -1.017074e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10368 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15106 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23995 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45511 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14740 members Mstep: Class 24 contains 8120 members Entering Unmasked Estep ConsiderDeletion Score: -101707440.000000 Penalty: 190973.375000 Iteration 116F: 25 clusters Score -1.017074e+08 nChanged 0 Entering ConstructFrom: Score: -101707440.000000 Penalty: 190973.375000 Entering ConstructFrom: Trying to split cluster 1 (116009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116009 members Entering Unmasked Estep Score: -27335984.000000 Penalty: 7142.621582 Iteration 0F: 2 clusters Score -2.733598e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57830 members Mstep: Class 2 contains 58179 members Entering Unmasked Estep Score: -27258018.000000 Penalty: 14285.243164 Iteration 0F: 3 clusters Score -2.725802e+07 nChanged 53398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57038 members Mstep: Class 2 contains 58971 members Entering Unmasked Estep Score: -27287502.000000 Penalty: 14285.243164 Iteration 1F: 3 clusters Score -2.72875e+07 nChanged 4419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56463 members Mstep: Class 2 contains 59546 members Entering Unmasked Estep Score: -27288636.000000 Penalty: 14285.243164 Iteration 2Q: 3 clusters Score -2.728864e+07 nChanged 3990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55733 members Mstep: Class 2 contains 60276 members Entering Unmasked Estep Score: -27289524.000000 Penalty: 14285.243164 Iteration 3Q: 3 clusters Score -2.728952e+07 nChanged 3694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54695 members Mstep: Class 2 contains 61314 members Entering Unmasked Estep Score: -27290360.000000 Penalty: 14285.243164 Iteration 4Q: 3 clusters Score -2.729036e+07 nChanged 3496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53159 members Mstep: Class 2 contains 62850 members Entering Unmasked Estep Score: -27291192.000000 Penalty: 14285.243164 Iteration 5Q: 3 clusters Score -2.729119e+07 nChanged 3639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50998 members Mstep: Class 2 contains 65011 members Entering Unmasked Estep Score: -27292292.000000 Penalty: 14285.243164 Iteration 6Q: 3 clusters Score -2.729229e+07 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47974 members Mstep: Class 2 contains 68035 members Entering Unmasked Estep Score: -27293674.000000 Penalty: 14285.243164 Iteration 7Q: 3 clusters Score -2.729367e+07 nChanged 4861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43847 members Mstep: Class 2 contains 72162 members Entering Unmasked Estep Score: -27295680.000000 Penalty: 14285.243164 Iteration 8Q: 3 clusters Score -2.729568e+07 nChanged 6006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38285 members Mstep: Class 2 contains 77724 members Entering Unmasked Estep Score: -27299062.000000 Penalty: 14285.243164 Iteration 9F: 3 clusters Score -2.729906e+07 nChanged 7283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31242 members Mstep: Class 2 contains 84767 members Entering Unmasked Estep Score: -27304190.000000 Penalty: 14285.243164 Iteration 10F: 3 clusters Score -2.730419e+07 nChanged 8188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23222 members Mstep: Class 2 contains 92787 members Entering Unmasked Estep Score: -27310440.000000 Penalty: 14285.243164 Iteration 11F: 3 clusters Score -2.731044e+07 nChanged 7910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 100613 members Entering Unmasked Estep Score: -27317274.000000 Penalty: 14285.243164 Iteration 12F: 3 clusters Score -2.731727e+07 nChanged 6328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 106901 members Entering Unmasked Estep Score: -27322838.000000 Penalty: 14285.243164 Iteration 13F: 3 clusters Score -2.732284e+07 nChanged 3948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 110819 members Entering Unmasked Estep Score: -27326054.000000 Penalty: 14285.243164 Iteration 14Q: 3 clusters Score -2.732605e+07 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 113032 members Entering Unmasked Estep Score: -27327886.000000 Penalty: 14285.243164 Iteration 15Q: 3 clusters Score -2.732789e+07 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 114108 members Entering Unmasked Estep Score: -27328716.000000 Penalty: 14285.243164 Iteration 16Q: 3 clusters Score -2.732872e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 114615 members Entering Unmasked Estep Score: -27329186.000000 Penalty: 14285.243164 Iteration 17Q: 3 clusters Score -2.732919e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 114852 members Entering Unmasked Estep Score: -27329358.000000 Penalty: 14285.243164 Iteration 18Q: 3 clusters Score -2.732936e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 114978 members Entering Unmasked Estep Score: -27329512.000000 Penalty: 14285.243164 Iteration 19Q: 3 clusters Score -2.732951e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 115057 members Entering Unmasked Estep Score: -27329570.000000 Penalty: 14285.243164 Iteration 20F: 3 clusters Score -2.732957e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 115107 members Entering Unmasked Estep Score: -27329644.000000 Penalty: 14285.243164 Iteration 21Q: 3 clusters Score -2.732964e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 115142 members Entering Unmasked Estep Score: -27329686.000000 Penalty: 14285.243164 Iteration 22Q: 3 clusters Score -2.732969e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 115171 members Entering Unmasked Estep Score: -27329704.000000 Penalty: 14285.243164 Iteration 23Q: 3 clusters Score -2.73297e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 115191 members Entering Unmasked Estep Score: -27329688.000000 Penalty: 14285.243164 Iteration 24Q: 3 clusters Score -2.732969e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 115202 members Entering Unmasked Estep Score: -27329706.000000 Penalty: 14285.243164 Iteration 25Q: 3 clusters Score -2.732971e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 115216 members Entering Unmasked Estep Score: -27329734.000000 Penalty: 14285.243164 Iteration 26Q: 3 clusters Score -2.732973e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 115219 members Entering Unmasked Estep Score: -27329734.000000 Penalty: 14285.243164 Iteration 27Q: 3 clusters Score -2.732973e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 115220 members Entering Unmasked Estep Score: -27329724.000000 Penalty: 14285.243164 Iteration 28Q: 3 clusters Score -2.732972e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 115221 members Entering Unmasked Estep Score: -27329720.000000 Penalty: 14285.243164 Iteration 29Q: 3 clusters Score -2.732972e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 115221 members Entering Unmasked Estep Score: -27329714.000000 Penalty: 14285.243164 Iteration 30Q: 3 clusters Score -2.732971e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 115221 members Entering Unmasked Estep Score: -27329714.000000 Penalty: 14285.243164 Iteration 31F: 3 clusters Score -2.732971e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (29659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29659 members Entering Unmasked Estep Score: -6955025.500000 Penalty: 6307.231445 Iteration 0F: 2 clusters Score -6955026 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14901 members Mstep: Class 2 contains 14758 members Entering Unmasked Estep Score: -6932284.000000 Penalty: 12614.462891 Iteration 0F: 3 clusters Score -6932284 nChanged 12592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -6939057.500000 Penalty: 12614.462891 Iteration 1F: 3 clusters Score -6939058 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15766 members Mstep: Class 2 contains 13893 members Entering Unmasked Estep Score: -6940029.000000 Penalty: 12614.462891 Iteration 2F: 3 clusters Score -6940029 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 13279 members Entering Unmasked Estep Score: -6941246.500000 Penalty: 12614.462891 Iteration 3F: 3 clusters Score -6941246 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17156 members Mstep: Class 2 contains 12503 members Entering Unmasked Estep Score: -6943249.500000 Penalty: 12614.462891 Iteration 4F: 3 clusters Score -6943250 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18017 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -6946094.500000 Penalty: 12614.462891 Iteration 5F: 3 clusters Score -6946094 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18716 members Mstep: Class 2 contains 10943 members Entering Unmasked Estep Score: -6948863.000000 Penalty: 12614.462891 Iteration 6F: 3 clusters Score -6948863 nChanged 2123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19017 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -6950420.000000 Penalty: 12614.462891 Iteration 7F: 3 clusters Score -6950420 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19026 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -6951084.000000 Penalty: 12614.462891 Iteration 8Q: 3 clusters Score -6951084 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18916 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -6951371.500000 Penalty: 12614.462891 Iteration 9Q: 3 clusters Score -6951372 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18766 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -6951562.000000 Penalty: 12614.462891 Iteration 10Q: 3 clusters Score -6951562 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -6951617.000000 Penalty: 12614.462891 Iteration 11Q: 3 clusters Score -6951617 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18518 members Mstep: Class 2 contains 11141 members Entering Unmasked Estep Score: -6951695.500000 Penalty: 12614.462891 Iteration 12Q: 3 clusters Score -6951696 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18399 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -6951727.000000 Penalty: 12614.462891 Iteration 13Q: 3 clusters Score -6951727 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18292 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -6951734.500000 Penalty: 12614.462891 Iteration 14Q: 3 clusters Score -6951734 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18210 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -6951775.000000 Penalty: 12614.462891 Iteration 15Q: 3 clusters Score -6951775 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18140 members Mstep: Class 2 contains 11519 members Entering Unmasked Estep Score: -6951774.000000 Penalty: 12614.462891 Iteration 16Q: 3 clusters Score -6951774 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18082 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -6951788.500000 Penalty: 12614.462891 Iteration 17Q: 3 clusters Score -6951788 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18038 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -6951799.500000 Penalty: 12614.462891 Iteration 18Q: 3 clusters Score -6951800 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17996 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -6951807.500000 Penalty: 12614.462891 Iteration 19Q: 3 clusters Score -6951808 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17960 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -6951801.500000 Penalty: 12614.462891 Iteration 20F: 3 clusters Score -6951802 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17922 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -6951801.500000 Penalty: 12614.462891 Iteration 21Q: 3 clusters Score -6951802 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17892 members Mstep: Class 2 contains 11767 members Entering Unmasked Estep Score: -6951797.000000 Penalty: 12614.462891 Iteration 22Q: 3 clusters Score -6951797 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17868 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -6951798.000000 Penalty: 12614.462891 Iteration 23Q: 3 clusters Score -6951798 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17840 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -6951807.000000 Penalty: 12614.462891 Iteration 24Q: 3 clusters Score -6951807 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17822 members Mstep: Class 2 contains 11837 members Entering Unmasked Estep Score: -6951811.000000 Penalty: 12614.462891 Iteration 25Q: 3 clusters Score -6951811 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17810 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -6951827.000000 Penalty: 12614.462891 Iteration 26Q: 3 clusters Score -6951827 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17800 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -6951810.000000 Penalty: 12614.462891 Iteration 27Q: 3 clusters Score -6951810 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17782 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -6951814.000000 Penalty: 12614.462891 Iteration 28Q: 3 clusters Score -6951814 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -6951818.000000 Penalty: 12614.462891 Iteration 29Q: 3 clusters Score -6951818 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17754 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -6951814.500000 Penalty: 12614.462891 Iteration 30Q: 3 clusters Score -6951814 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -6951821.500000 Penalty: 12614.462891 Iteration 31Q: 3 clusters Score -6951822 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17722 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -6951826.500000 Penalty: 12614.462891 Iteration 32Q: 3 clusters Score -6951826 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17706 members Mstep: Class 2 contains 11953 members Entering Unmasked Estep Score: -6951832.500000 Penalty: 12614.462891 Iteration 33Q: 3 clusters Score -6951832 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17686 members Mstep: Class 2 contains 11973 members Entering Unmasked Estep Score: -6951838.500000 Penalty: 12614.462891 Iteration 34Q: 3 clusters Score -6951838 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17669 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -6951835.500000 Penalty: 12614.462891 Iteration 35Q: 3 clusters Score -6951836 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17657 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -6951843.000000 Penalty: 12614.462891 Iteration 36Q: 3 clusters Score -6951843 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17644 members Mstep: Class 2 contains 12015 members Entering Unmasked Estep Score: -6951842.000000 Penalty: 12614.462891 Iteration 37Q: 3 clusters Score -6951842 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17637 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -6951841.500000 Penalty: 12614.462891 Iteration 38Q: 3 clusters Score -6951842 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17627 members Mstep: Class 2 contains 12032 members Entering Unmasked Estep Score: -6951840.500000 Penalty: 12614.462891 Iteration 39Q: 3 clusters Score -6951840 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17618 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -6951842.000000 Penalty: 12614.462891 Iteration 40F: 3 clusters Score -6951842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17615 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -6951842.000000 Penalty: 12614.462891 Iteration 41Q: 3 clusters Score -6951842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -6951834.500000 Penalty: 12614.462891 Iteration 42Q: 3 clusters Score -6951834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17614 members Mstep: Class 2 contains 12045 members Entering Unmasked Estep Score: -6951836.500000 Penalty: 12614.462891 Iteration 43Q: 3 clusters Score -6951836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17613 members Mstep: Class 2 contains 12046 members Entering Unmasked Estep Score: -6951839.000000 Penalty: 12614.462891 Iteration 44Q: 3 clusters Score -6951839 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17613 members Mstep: Class 2 contains 12046 members Entering Unmasked Estep Score: -6951839.000000 Penalty: 12614.462891 Iteration 45F: 3 clusters Score -6951839 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Entering Unmasked Estep Score: -238005.703125 Penalty: 4337.031738 Iteration 0F: 2 clusters Score -238005.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -234029.812500 Penalty: 8674.063477 Iteration 0F: 3 clusters Score -234029.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -235072.625000 Penalty: 8674.063477 Iteration 1F: 3 clusters Score -235072.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -235904.156250 Penalty: 8674.063477 Iteration 2F: 3 clusters Score -235904.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -236203.781250 Penalty: 8674.063477 Iteration 3F: 3 clusters Score -236203.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -236404.515625 Penalty: 8674.063477 Iteration 4Q: 3 clusters Score -236404.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -236494.953125 Penalty: 8674.063477 Iteration 5Q: 3 clusters Score -236495 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -236531.906250 Penalty: 8674.063477 Iteration 6Q: 3 clusters Score -236531.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -236576.390625 Penalty: 8674.063477 Iteration 7Q: 3 clusters Score -236576.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -236625.921875 Penalty: 8674.063477 Iteration 8Q: 3 clusters Score -236625.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -236695.546875 Penalty: 8674.063477 Iteration 9Q: 3 clusters Score -236695.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -236745.062500 Penalty: 8674.063477 Iteration 10Q: 3 clusters Score -236745.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -236780.500000 Penalty: 8674.063477 Iteration 11Q: 3 clusters Score -236780.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -236812.984375 Penalty: 8674.063477 Iteration 12Q: 3 clusters Score -236813 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -236834.125000 Penalty: 8674.063477 Iteration 13Q: 3 clusters Score -236834.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -236852.500000 Penalty: 8674.063477 Iteration 14Q: 3 clusters Score -236852.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -236876.796875 Penalty: 8674.063477 Iteration 15Q: 3 clusters Score -236876.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -236910.156250 Penalty: 8674.063477 Iteration 16Q: 3 clusters Score -236910.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -236973.453125 Penalty: 8674.063477 Iteration 17Q: 3 clusters Score -236973.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -237019.593750 Penalty: 8674.063477 Iteration 18Q: 3 clusters Score -237019.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -237067.578125 Penalty: 8674.063477 Iteration 19Q: 3 clusters Score -237067.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -237070.312500 Penalty: 8674.063477 Iteration 20F: 3 clusters Score -237070.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Entering Unmasked Estep Score: -301813.312500 Penalty: 4445.777344 Iteration 0F: 2 clusters Score -301813.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -297339.656250 Penalty: 8891.554688 Iteration 0F: 3 clusters Score -297339.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -297916.906250 Penalty: 8891.554688 Iteration 1F: 3 clusters Score -297916.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -298196.687500 Penalty: 8891.554688 Iteration 2F: 3 clusters Score -298196.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -298399.468750 Penalty: 8891.554688 Iteration 3Q: 3 clusters Score -298399.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -298595.312500 Penalty: 8891.554688 Iteration 4Q: 3 clusters Score -298595.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -298864.000000 Penalty: 8891.554688 Iteration 5Q: 3 clusters Score -298864 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -299418.250000 Penalty: 8891.554688 Iteration 6Q: 3 clusters Score -299418.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -300108.281250 Penalty: 8891.554688 Iteration 7F: 3 clusters Score -300108.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -301032.218750 Penalty: 8891.554688 Iteration 8F: 3 clusters Score -301032.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -301528.125000 Penalty: 8891.554688 Iteration 9F: 3 clusters Score -301528.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -301807.687500 Penalty: 8891.554688 Iteration 10Q: 3 clusters Score -301807.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -301976.000000 Penalty: 8891.554688 Iteration 11Q: 3 clusters Score -301976 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -302121.812500 Penalty: 8891.554688 Iteration 12Q: 3 clusters Score -302121.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -302278.687500 Penalty: 8891.554688 Iteration 13Q: 3 clusters Score -302278.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -302343.562500 Penalty: 8891.554688 Iteration 14Q: 3 clusters Score -302343.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -302343.562500 Penalty: 8891.554688 Iteration 15F: 3 clusters Score -302343.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1089 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10368 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15106 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23995 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45511 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14740 members Mstep: Class 24 contains 8120 members Mstep: Class 25 contains 331 members Entering Unmasked Estep Score: -101704504.000000 Penalty: 198930.609375 Splitting cluster 4 changes total score from -101707440.000000 to -101704504.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Entering Unmasked Estep Score: -123941.671875 Penalty: 3936.224121 Iteration 0F: 2 clusters Score -123941.7 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 308 members Entering Unmasked Estep Score: -120529.257812 Penalty: 7872.448242 Iteration 0F: 3 clusters Score -120529.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -120838.609375 Penalty: 7872.448242 Iteration 1F: 3 clusters Score -120838.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -120966.812500 Penalty: 7872.448242 Iteration 2Q: 3 clusters Score -120966.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -121022.234375 Penalty: 7872.448242 Iteration 3Q: 3 clusters Score -121022.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -121041.617188 Penalty: 7872.448242 Iteration 4Q: 3 clusters Score -121041.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -121055.406250 Penalty: 7872.448242 Iteration 5Q: 3 clusters Score -121055.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -121077.335938 Penalty: 7872.448242 Iteration 6Q: 3 clusters Score -121077.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -121081.640625 Penalty: 7872.448242 Iteration 7Q: 3 clusters Score -121081.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -121087.406250 Penalty: 7872.448242 Iteration 8Q: 3 clusters Score -121087.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -121087.406250 Penalty: 7872.448242 Iteration 9F: 3 clusters Score -121087.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14708 members Entering Unmasked Estep Score: -3463965.250000 Penalty: 5877.639648 Iteration 0F: 2 clusters Score -3463965 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -3450664.000000 Penalty: 11755.279297 Iteration 0F: 3 clusters Score -3450664 nChanged 5781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -3453824.500000 Penalty: 11755.279297 Iteration 1F: 3 clusters Score -3453824 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -3454349.000000 Penalty: 11755.279297 Iteration 2F: 3 clusters Score -3454349 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -3454660.750000 Penalty: 11755.279297 Iteration 3Q: 3 clusters Score -3454661 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -3454888.250000 Penalty: 11755.279297 Iteration 4Q: 3 clusters Score -3454888 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -3455099.500000 Penalty: 11755.279297 Iteration 5Q: 3 clusters Score -3455100 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8034 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -3455273.500000 Penalty: 11755.279297 Iteration 6Q: 3 clusters Score -3455274 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -3455426.250000 Penalty: 11755.279297 Iteration 7Q: 3 clusters Score -3455426 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -3455596.750000 Penalty: 11755.279297 Iteration 8Q: 3 clusters Score -3455597 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -3455770.000000 Penalty: 11755.279297 Iteration 9Q: 3 clusters Score -3455770 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -3455927.000000 Penalty: 11755.279297 Iteration 10Q: 3 clusters Score -3455927 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -3456105.500000 Penalty: 11755.279297 Iteration 11Q: 3 clusters Score -3456106 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -3456254.750000 Penalty: 11755.279297 Iteration 12Q: 3 clusters Score -3456255 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -3456391.750000 Penalty: 11755.279297 Iteration 13Q: 3 clusters Score -3456392 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -3456508.000000 Penalty: 11755.279297 Iteration 14Q: 3 clusters Score -3456508 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -3456620.500000 Penalty: 11755.279297 Iteration 15Q: 3 clusters Score -3456620 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9683 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -3456735.750000 Penalty: 11755.279297 Iteration 16Q: 3 clusters Score -3456736 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -3456847.250000 Penalty: 11755.279297 Iteration 17Q: 3 clusters Score -3456847 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -3456932.500000 Penalty: 11755.279297 Iteration 18Q: 3 clusters Score -3456932 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -3457015.250000 Penalty: 11755.279297 Iteration 19Q: 3 clusters Score -3457015 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10333 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -3457122.500000 Penalty: 11755.279297 Iteration 20F: 3 clusters Score -3457122 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -3457236.500000 Penalty: 11755.279297 Iteration 21Q: 3 clusters Score -3457236 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -3457343.000000 Penalty: 11755.279297 Iteration 22Q: 3 clusters Score -3457343 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -3457445.500000 Penalty: 11755.279297 Iteration 23Q: 3 clusters Score -3457446 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -3457543.750000 Penalty: 11755.279297 Iteration 24Q: 3 clusters Score -3457544 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -3457618.750000 Penalty: 11755.279297 Iteration 25Q: 3 clusters Score -3457619 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -3457704.750000 Penalty: 11755.279297 Iteration 26Q: 3 clusters Score -3457705 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11514 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -3457804.250000 Penalty: 11755.279297 Iteration 27Q: 3 clusters Score -3457804 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -3457873.500000 Penalty: 11755.279297 Iteration 28Q: 3 clusters Score -3457874 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -3457935.750000 Penalty: 11755.279297 Iteration 29Q: 3 clusters Score -3457936 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -3458002.500000 Penalty: 11755.279297 Iteration 30Q: 3 clusters Score -3458002 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -3458058.250000 Penalty: 11755.279297 Iteration 31Q: 3 clusters Score -3458058 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -3458131.250000 Penalty: 11755.279297 Iteration 32Q: 3 clusters Score -3458131 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -3458168.500000 Penalty: 11755.279297 Iteration 33Q: 3 clusters Score -3458168 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -3458221.750000 Penalty: 11755.279297 Iteration 34Q: 3 clusters Score -3458222 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12390 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -3458260.750000 Penalty: 11755.279297 Iteration 35Q: 3 clusters Score -3458261 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12461 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -3458297.750000 Penalty: 11755.279297 Iteration 36Q: 3 clusters Score -3458298 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -3458322.000000 Penalty: 11755.279297 Iteration 37Q: 3 clusters Score -3458322 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -3458349.250000 Penalty: 11755.279297 Iteration 38Q: 3 clusters Score -3458349 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12621 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -3458370.000000 Penalty: 11755.279297 Iteration 39Q: 3 clusters Score -3458370 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12667 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -3458391.250000 Penalty: 11755.279297 Iteration 40F: 3 clusters Score -3458391 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12699 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -3458415.250000 Penalty: 11755.279297 Iteration 41Q: 3 clusters Score -3458415 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -3458428.250000 Penalty: 11755.279297 Iteration 42Q: 3 clusters Score -3458428 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12757 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -3458449.500000 Penalty: 11755.279297 Iteration 43Q: 3 clusters Score -3458450 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12789 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -3458463.000000 Penalty: 11755.279297 Iteration 44Q: 3 clusters Score -3458463 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12822 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -3458489.250000 Penalty: 11755.279297 Iteration 45Q: 3 clusters Score -3458489 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12866 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -3458519.250000 Penalty: 11755.279297 Iteration 46Q: 3 clusters Score -3458519 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12900 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -3458553.000000 Penalty: 11755.279297 Iteration 47Q: 3 clusters Score -3458553 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12939 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -3458577.500000 Penalty: 11755.279297 Iteration 48Q: 3 clusters Score -3458578 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -3458602.250000 Penalty: 11755.279297 Iteration 49Q: 3 clusters Score -3458602 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13022 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -3458615.750000 Penalty: 11755.279297 Iteration 50Q: 3 clusters Score -3458616 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13053 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -3458642.750000 Penalty: 11755.279297 Iteration 51Q: 3 clusters Score -3458643 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -3458651.000000 Penalty: 11755.279297 Iteration 52Q: 3 clusters Score -3458651 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13090 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -3458657.250000 Penalty: 11755.279297 Iteration 53Q: 3 clusters Score -3458657 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -3458670.250000 Penalty: 11755.279297 Iteration 54Q: 3 clusters Score -3458670 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13108 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -3458669.250000 Penalty: 11755.279297 Iteration 55Q: 3 clusters Score -3458669 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13117 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -3458682.000000 Penalty: 11755.279297 Iteration 56Q: 3 clusters Score -3458682 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13128 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -3458687.500000 Penalty: 11755.279297 Iteration 57Q: 3 clusters Score -3458688 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13141 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -3458691.750000 Penalty: 11755.279297 Iteration 58Q: 3 clusters Score -3458692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -3458699.500000 Penalty: 11755.279297 Iteration 59Q: 3 clusters Score -3458700 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -3458698.000000 Penalty: 11755.279297 Iteration 60F: 3 clusters Score -3458698 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13156 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -3458702.000000 Penalty: 11755.279297 Iteration 61Q: 3 clusters Score -3458702 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13165 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -3458709.250000 Penalty: 11755.279297 Iteration 62Q: 3 clusters Score -3458709 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -3458713.750000 Penalty: 11755.279297 Iteration 63Q: 3 clusters Score -3458714 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -3458713.750000 Penalty: 11755.279297 Iteration 64F: 3 clusters Score -3458714 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Entering Unmasked Estep Score: -2201060.750000 Penalty: 5598.856445 Iteration 0F: 2 clusters Score -2201061 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -2191193.000000 Penalty: 11197.712891 Iteration 0F: 3 clusters Score -2191193 nChanged 3431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -2193161.500000 Penalty: 11197.712891 Iteration 1F: 3 clusters Score -2193162 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -2193592.000000 Penalty: 11197.712891 Iteration 2F: 3 clusters Score -2193592 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -2193881.750000 Penalty: 11197.712891 Iteration 3Q: 3 clusters Score -2193882 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -2194121.750000 Penalty: 11197.712891 Iteration 4Q: 3 clusters Score -2194122 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -2194321.250000 Penalty: 11197.712891 Iteration 5Q: 3 clusters Score -2194321 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -2194483.250000 Penalty: 11197.712891 Iteration 6Q: 3 clusters Score -2194483 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -2194616.000000 Penalty: 11197.712891 Iteration 7Q: 3 clusters Score -2194616 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -2194781.250000 Penalty: 11197.712891 Iteration 8Q: 3 clusters Score -2194781 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -2194953.250000 Penalty: 11197.712891 Iteration 9Q: 3 clusters Score -2194953 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -2195139.000000 Penalty: 11197.712891 Iteration 10Q: 3 clusters Score -2195139 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -2195323.750000 Penalty: 11197.712891 Iteration 11Q: 3 clusters Score -2195324 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -2195522.000000 Penalty: 11197.712891 Iteration 12Q: 3 clusters Score -2195522 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -2195690.500000 Penalty: 11197.712891 Iteration 13Q: 3 clusters Score -2195690 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -2195838.000000 Penalty: 11197.712891 Iteration 14Q: 3 clusters Score -2195838 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -2195961.500000 Penalty: 11197.712891 Iteration 15Q: 3 clusters Score -2195962 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -2196054.750000 Penalty: 11197.712891 Iteration 16Q: 3 clusters Score -2196055 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -2196130.500000 Penalty: 11197.712891 Iteration 17Q: 3 clusters Score -2196130 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -2196174.000000 Penalty: 11197.712891 Iteration 18Q: 3 clusters Score -2196174 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -2196216.500000 Penalty: 11197.712891 Iteration 19Q: 3 clusters Score -2196216 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -2196249.500000 Penalty: 11197.712891 Iteration 20F: 3 clusters Score -2196250 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -2196273.000000 Penalty: 11197.712891 Iteration 21Q: 3 clusters Score -2196273 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -2196298.750000 Penalty: 11197.712891 Iteration 22Q: 3 clusters Score -2196299 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -2196315.500000 Penalty: 11197.712891 Iteration 23Q: 3 clusters Score -2196316 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -2196334.500000 Penalty: 11197.712891 Iteration 24Q: 3 clusters Score -2196334 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -2196339.250000 Penalty: 11197.712891 Iteration 25Q: 3 clusters Score -2196339 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -2196348.250000 Penalty: 11197.712891 Iteration 26Q: 3 clusters Score -2196348 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -2196352.750000 Penalty: 11197.712891 Iteration 27Q: 3 clusters Score -2196353 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -2196356.250000 Penalty: 11197.712891 Iteration 28Q: 3 clusters Score -2196356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -2196356.000000 Penalty: 11197.712891 Iteration 29Q: 3 clusters Score -2196356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -2196360.000000 Penalty: 11197.712891 Iteration 30Q: 3 clusters Score -2196360 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -2196362.000000 Penalty: 11197.712891 Iteration 31Q: 3 clusters Score -2196362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -2196364.500000 Penalty: 11197.712891 Iteration 32Q: 3 clusters Score -2196364 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -2196366.750000 Penalty: 11197.712891 Iteration 33Q: 3 clusters Score -2196367 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -2196367.750000 Penalty: 11197.712891 Iteration 34Q: 3 clusters Score -2196368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -2196372.750000 Penalty: 11197.712891 Iteration 35Q: 3 clusters Score -2196373 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -2196376.250000 Penalty: 11197.712891 Iteration 36Q: 3 clusters Score -2196376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -2196375.000000 Penalty: 11197.712891 Iteration 37Q: 3 clusters Score -2196375 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -2196375.500000 Penalty: 11197.712891 Iteration 38Q: 3 clusters Score -2196376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -2196375.500000 Penalty: 11197.712891 Iteration 39F: 3 clusters Score -2196376 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Entering Unmasked Estep Score: -796284.187500 Penalty: 4996.740723 Iteration 0F: 2 clusters Score -796284.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -790180.750000 Penalty: 9993.481445 Iteration 0F: 3 clusters Score -790180.8 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -791052.750000 Penalty: 9993.481445 Iteration 1F: 3 clusters Score -791052.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -791252.000000 Penalty: 9993.481445 Iteration 2F: 3 clusters Score -791252 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -791391.875000 Penalty: 9993.481445 Iteration 3Q: 3 clusters Score -791391.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -791470.437500 Penalty: 9993.481445 Iteration 4Q: 3 clusters Score -791470.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -791519.250000 Penalty: 9993.481445 Iteration 5Q: 3 clusters Score -791519.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -791564.812500 Penalty: 9993.481445 Iteration 6Q: 3 clusters Score -791564.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -791595.875000 Penalty: 9993.481445 Iteration 7Q: 3 clusters Score -791595.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -791612.312500 Penalty: 9993.481445 Iteration 8Q: 3 clusters Score -791612.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -791624.875000 Penalty: 9993.481445 Iteration 9Q: 3 clusters Score -791624.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -791634.625000 Penalty: 9993.481445 Iteration 10Q: 3 clusters Score -791634.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -791643.125000 Penalty: 9993.481445 Iteration 11Q: 3 clusters Score -791643.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -791642.750000 Penalty: 9993.481445 Iteration 12Q: 3 clusters Score -791642.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -791644.625000 Penalty: 9993.481445 Iteration 13Q: 3 clusters Score -791644.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -791646.937500 Penalty: 9993.481445 Iteration 14Q: 3 clusters Score -791646.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -791650.687500 Penalty: 9993.481445 Iteration 15Q: 3 clusters Score -791650.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -791654.750000 Penalty: 9993.481445 Iteration 16Q: 3 clusters Score -791654.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -791658.187500 Penalty: 9993.481445 Iteration 17Q: 3 clusters Score -791658.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -791660.875000 Penalty: 9993.481445 Iteration 18Q: 3 clusters Score -791660.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -791662.000000 Penalty: 9993.481445 Iteration 19Q: 3 clusters Score -791662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -791665.625000 Penalty: 9993.481445 Iteration 20F: 3 clusters Score -791665.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -791666.812500 Penalty: 9993.481445 Iteration 21Q: 3 clusters Score -791666.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -791667.500000 Penalty: 9993.481445 Iteration 22Q: 3 clusters Score -791667.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -791668.812500 Penalty: 9993.481445 Iteration 23Q: 3 clusters Score -791668.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -791668.812500 Penalty: 9993.481445 Iteration 24F: 3 clusters Score -791668.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Entering Unmasked Estep Score: -159428.546875 Penalty: 4068.522949 Iteration 0F: 2 clusters Score -159428.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -155744.843750 Penalty: 8137.045898 Iteration 0F: 3 clusters Score -155744.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -156180.390625 Penalty: 8137.045898 Iteration 1F: 3 clusters Score -156180.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -156393.421875 Penalty: 8137.045898 Iteration 2F: 3 clusters Score -156393.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -156595.890625 Penalty: 8137.045898 Iteration 3Q: 3 clusters Score -156595.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -156828.109375 Penalty: 8137.045898 Iteration 4Q: 3 clusters Score -156828.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -157201.265625 Penalty: 8137.045898 Iteration 5Q: 3 clusters Score -157201.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -157288.781250 Penalty: 8137.045898 Iteration 6Q: 3 clusters Score -157288.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -157313.906250 Penalty: 8137.045898 Iteration 7Q: 3 clusters Score -157313.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -157318.125000 Penalty: 8137.045898 Iteration 8Q: 3 clusters Score -157318.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -157329.843750 Penalty: 8137.045898 Iteration 9Q: 3 clusters Score -157329.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -157346.093750 Penalty: 8137.045898 Iteration 10Q: 3 clusters Score -157346.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -157348.781250 Penalty: 8137.045898 Iteration 11Q: 3 clusters Score -157348.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -157348.781250 Penalty: 8137.045898 Iteration 12F: 3 clusters Score -157348.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Entering Unmasked Estep Score: -539604.875000 Penalty: 4747.515137 Iteration 0F: 2 clusters Score -539604.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -534332.062500 Penalty: 9495.030273 Iteration 0F: 3 clusters Score -534332.1 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -534974.812500 Penalty: 9495.030273 Iteration 1F: 3 clusters Score -534974.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -535193.312500 Penalty: 9495.030273 Iteration 2F: 3 clusters Score -535193.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -535302.375000 Penalty: 9495.030273 Iteration 3Q: 3 clusters Score -535302.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -535387.000000 Penalty: 9495.030273 Iteration 4Q: 3 clusters Score -535387 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -535443.000000 Penalty: 9495.030273 Iteration 5Q: 3 clusters Score -535443 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -535472.187500 Penalty: 9495.030273 Iteration 6Q: 3 clusters Score -535472.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -535489.625000 Penalty: 9495.030273 Iteration 7Q: 3 clusters Score -535489.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -535502.562500 Penalty: 9495.030273 Iteration 8Q: 3 clusters Score -535502.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -535523.062500 Penalty: 9495.030273 Iteration 9Q: 3 clusters Score -535523.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -535539.187500 Penalty: 9495.030273 Iteration 10Q: 3 clusters Score -535539.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -535552.687500 Penalty: 9495.030273 Iteration 11Q: 3 clusters Score -535552.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -535560.250000 Penalty: 9495.030273 Iteration 12Q: 3 clusters Score -535560.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -535566.875000 Penalty: 9495.030273 Iteration 13Q: 3 clusters Score -535566.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -535573.500000 Penalty: 9495.030273 Iteration 14Q: 3 clusters Score -535573.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -535578.125000 Penalty: 9495.030273 Iteration 15Q: 3 clusters Score -535578.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -535582.625000 Penalty: 9495.030273 Iteration 16Q: 3 clusters Score -535582.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -535590.562500 Penalty: 9495.030273 Iteration 17Q: 3 clusters Score -535590.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -535599.500000 Penalty: 9495.030273 Iteration 18Q: 3 clusters Score -535599.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -535607.312500 Penalty: 9495.030273 Iteration 19Q: 3 clusters Score -535607.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -535612.875000 Penalty: 9495.030273 Iteration 20F: 3 clusters Score -535612.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -535621.125000 Penalty: 9495.030273 Iteration 21Q: 3 clusters Score -535621.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -535628.500000 Penalty: 9495.030273 Iteration 22Q: 3 clusters Score -535628.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -535636.187500 Penalty: 9495.030273 Iteration 23Q: 3 clusters Score -535636.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -535640.375000 Penalty: 9495.030273 Iteration 24Q: 3 clusters Score -535640.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -535643.437500 Penalty: 9495.030273 Iteration 25Q: 3 clusters Score -535643.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -535643.437500 Penalty: 9495.030273 Iteration 26F: 3 clusters Score -535643.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Entering Unmasked Estep Score: -2360188.500000 Penalty: 5663.468262 Iteration 0F: 2 clusters Score -2360188 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -2349817.500000 Penalty: 11326.936523 Iteration 0F: 3 clusters Score -2349818 nChanged 3774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -2352095.750000 Penalty: 11326.936523 Iteration 1F: 3 clusters Score -2352096 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -2352685.250000 Penalty: 11326.936523 Iteration 2F: 3 clusters Score -2352685 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -2353102.500000 Penalty: 11326.936523 Iteration 3F: 3 clusters Score -2353102 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -2353433.750000 Penalty: 11326.936523 Iteration 4Q: 3 clusters Score -2353434 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -2353705.000000 Penalty: 11326.936523 Iteration 5Q: 3 clusters Score -2353705 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -2353899.250000 Penalty: 11326.936523 Iteration 6Q: 3 clusters Score -2353899 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -2354110.500000 Penalty: 11326.936523 Iteration 7Q: 3 clusters Score -2354110 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -2354314.750000 Penalty: 11326.936523 Iteration 8Q: 3 clusters Score -2354315 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -2354518.000000 Penalty: 11326.936523 Iteration 9Q: 3 clusters Score -2354518 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -2354728.500000 Penalty: 11326.936523 Iteration 10Q: 3 clusters Score -2354728 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -2354905.500000 Penalty: 11326.936523 Iteration 11Q: 3 clusters Score -2354906 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -2355084.250000 Penalty: 11326.936523 Iteration 12Q: 3 clusters Score -2355084 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -2355251.000000 Penalty: 11326.936523 Iteration 13Q: 3 clusters Score -2355251 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -2355405.000000 Penalty: 11326.936523 Iteration 14Q: 3 clusters Score -2355405 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -2355553.750000 Penalty: 11326.936523 Iteration 15Q: 3 clusters Score -2355554 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -2355658.000000 Penalty: 11326.936523 Iteration 16Q: 3 clusters Score -2355658 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -2355752.500000 Penalty: 11326.936523 Iteration 17Q: 3 clusters Score -2355752 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -2355838.500000 Penalty: 11326.936523 Iteration 18Q: 3 clusters Score -2355838 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -2355903.250000 Penalty: 11326.936523 Iteration 19Q: 3 clusters Score -2355903 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -2355971.750000 Penalty: 11326.936523 Iteration 20F: 3 clusters Score -2355972 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -2356045.000000 Penalty: 11326.936523 Iteration 21Q: 3 clusters Score -2356045 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -2356102.750000 Penalty: 11326.936523 Iteration 22Q: 3 clusters Score -2356103 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 8538 members Entering Unmasked Estep Score: -2356159.000000 Penalty: 11326.936523 Iteration 23Q: 3 clusters Score -2356159 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -2356214.500000 Penalty: 11326.936523 Iteration 24Q: 3 clusters Score -2356214 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -2356252.250000 Penalty: 11326.936523 Iteration 25Q: 3 clusters Score -2356252 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -2356275.250000 Penalty: 11326.936523 Iteration 26Q: 3 clusters Score -2356275 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -2356296.250000 Penalty: 11326.936523 Iteration 27Q: 3 clusters Score -2356296 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -2356315.250000 Penalty: 11326.936523 Iteration 28Q: 3 clusters Score -2356315 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -2356337.750000 Penalty: 11326.936523 Iteration 29Q: 3 clusters Score -2356338 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -2356354.000000 Penalty: 11326.936523 Iteration 30Q: 3 clusters Score -2356354 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -2356368.750000 Penalty: 11326.936523 Iteration 31Q: 3 clusters Score -2356369 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -2356370.500000 Penalty: 11326.936523 Iteration 32Q: 3 clusters Score -2356370 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 8859 members Entering Unmasked Estep Score: -2356380.000000 Penalty: 11326.936523 Iteration 33Q: 3 clusters Score -2356380 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 8873 members Entering Unmasked Estep Score: -2356382.500000 Penalty: 11326.936523 Iteration 34Q: 3 clusters Score -2356382 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -2356400.750000 Penalty: 11326.936523 Iteration 35Q: 3 clusters Score -2356401 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -2356401.250000 Penalty: 11326.936523 Iteration 36Q: 3 clusters Score -2356401 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -2356410.500000 Penalty: 11326.936523 Iteration 37Q: 3 clusters Score -2356410 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -2356417.000000 Penalty: 11326.936523 Iteration 38Q: 3 clusters Score -2356417 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2356415.750000 Penalty: 11326.936523 Iteration 39Q: 3 clusters Score -2356416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -2356413.500000 Penalty: 11326.936523 Iteration 40F: 3 clusters Score -2356414 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -2356421.500000 Penalty: 11326.936523 Iteration 41Q: 3 clusters Score -2356422 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -2356428.500000 Penalty: 11326.936523 Iteration 42Q: 3 clusters Score -2356428 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -2356429.500000 Penalty: 11326.936523 Iteration 43Q: 3 clusters Score -2356430 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -2356429.500000 Penalty: 11326.936523 Iteration 44F: 3 clusters Score -2356430 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Entering Unmasked Estep Score: -149754.125000 Penalty: 4026.378906 Iteration 0F: 2 clusters Score -149754.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -146093.328125 Penalty: 8052.757812 Iteration 0F: 3 clusters Score -146093.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -146422.421875 Penalty: 8052.757812 Iteration 1F: 3 clusters Score -146422.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -146507.234375 Penalty: 8052.757812 Iteration 2Q: 3 clusters Score -146507.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -146538.093750 Penalty: 8052.757812 Iteration 3Q: 3 clusters Score -146538.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -146564.640625 Penalty: 8052.757812 Iteration 4Q: 3 clusters Score -146564.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -146590.671875 Penalty: 8052.757812 Iteration 5Q: 3 clusters Score -146590.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -146601.046875 Penalty: 8052.757812 Iteration 6Q: 3 clusters Score -146601 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -146610.218750 Penalty: 8052.757812 Iteration 7Q: 3 clusters Score -146610.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -146613.921875 Penalty: 8052.757812 Iteration 8Q: 3 clusters Score -146613.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -146613.921875 Penalty: 8052.757812 Iteration 9F: 3 clusters Score -146613.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (15106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15106 members Entering Unmasked Estep Score: -3464855.500000 Penalty: 5893.994141 Iteration 0F: 2 clusters Score -3464856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 7513 members Entering Unmasked Estep Score: -3451309.500000 Penalty: 11787.988281 Iteration 0F: 3 clusters Score -3451310 nChanged 5851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -3454693.000000 Penalty: 11787.988281 Iteration 1F: 3 clusters Score -3454693 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -3455580.750000 Penalty: 11787.988281 Iteration 2F: 3 clusters Score -3455581 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -3456326.000000 Penalty: 11787.988281 Iteration 3F: 3 clusters Score -3456326 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -3456977.500000 Penalty: 11787.988281 Iteration 4F: 3 clusters Score -3456978 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -3457475.250000 Penalty: 11787.988281 Iteration 5Q: 3 clusters Score -3457475 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -3457897.000000 Penalty: 11787.988281 Iteration 6Q: 3 clusters Score -3457897 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -3458312.250000 Penalty: 11787.988281 Iteration 7Q: 3 clusters Score -3458312 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -3458672.500000 Penalty: 11787.988281 Iteration 8Q: 3 clusters Score -3458672 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -3459035.500000 Penalty: 11787.988281 Iteration 9Q: 3 clusters Score -3459036 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -3459405.000000 Penalty: 11787.988281 Iteration 10Q: 3 clusters Score -3459405 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -3459821.250000 Penalty: 11787.988281 Iteration 11Q: 3 clusters Score -3459821 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -3460276.250000 Penalty: 11787.988281 Iteration 12Q: 3 clusters Score -3460276 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -3460691.500000 Penalty: 11787.988281 Iteration 13Q: 3 clusters Score -3460692 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -3461033.500000 Penalty: 11787.988281 Iteration 14Q: 3 clusters Score -3461034 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -3461352.250000 Penalty: 11787.988281 Iteration 15Q: 3 clusters Score -3461352 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10282 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -3461592.000000 Penalty: 11787.988281 Iteration 16Q: 3 clusters Score -3461592 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -3461788.750000 Penalty: 11787.988281 Iteration 17Q: 3 clusters Score -3461789 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10682 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -3461931.750000 Penalty: 11787.988281 Iteration 18Q: 3 clusters Score -3461932 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -3462073.750000 Penalty: 11787.988281 Iteration 19Q: 3 clusters Score -3462074 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -3462208.750000 Penalty: 11787.988281 Iteration 20F: 3 clusters Score -3462209 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -3462339.750000 Penalty: 11787.988281 Iteration 21Q: 3 clusters Score -3462340 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -3462430.000000 Penalty: 11787.988281 Iteration 22Q: 3 clusters Score -3462430 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -3462527.250000 Penalty: 11787.988281 Iteration 23Q: 3 clusters Score -3462527 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -3462638.750000 Penalty: 11787.988281 Iteration 24Q: 3 clusters Score -3462639 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -3462729.750000 Penalty: 11787.988281 Iteration 25Q: 3 clusters Score -3462730 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11822 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -3462815.500000 Penalty: 11787.988281 Iteration 26Q: 3 clusters Score -3462816 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -3462915.250000 Penalty: 11787.988281 Iteration 27Q: 3 clusters Score -3462915 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12046 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -3463058.000000 Penalty: 11787.988281 Iteration 28Q: 3 clusters Score -3463058 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -3463231.250000 Penalty: 11787.988281 Iteration 29Q: 3 clusters Score -3463231 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -3463438.500000 Penalty: 11787.988281 Iteration 30Q: 3 clusters Score -3463438 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -3463585.250000 Penalty: 11787.988281 Iteration 31Q: 3 clusters Score -3463585 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -3463679.750000 Penalty: 11787.988281 Iteration 32Q: 3 clusters Score -3463680 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12580 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -3463761.500000 Penalty: 11787.988281 Iteration 33Q: 3 clusters Score -3463762 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -3463808.000000 Penalty: 11787.988281 Iteration 34Q: 3 clusters Score -3463808 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12694 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -3463849.000000 Penalty: 11787.988281 Iteration 35Q: 3 clusters Score -3463849 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -3463884.000000 Penalty: 11787.988281 Iteration 36Q: 3 clusters Score -3463884 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -3463898.500000 Penalty: 11787.988281 Iteration 37Q: 3 clusters Score -3463898 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12758 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -3463902.000000 Penalty: 11787.988281 Iteration 38Q: 3 clusters Score -3463902 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12771 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -3463913.500000 Penalty: 11787.988281 Iteration 39Q: 3 clusters Score -3463914 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12777 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -3463920.250000 Penalty: 11787.988281 Iteration 40F: 3 clusters Score -3463920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12781 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -3463923.750000 Penalty: 11787.988281 Iteration 41Q: 3 clusters Score -3463924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -3463920.500000 Penalty: 11787.988281 Iteration 42Q: 3 clusters Score -3463920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12791 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -3463921.000000 Penalty: 11787.988281 Iteration 43Q: 3 clusters Score -3463921 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12795 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -3463926.500000 Penalty: 11787.988281 Iteration 44Q: 3 clusters Score -3463926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12795 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -3463926.500000 Penalty: 11787.988281 Iteration 45Q: 3 clusters Score -3463926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12796 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -3463927.000000 Penalty: 11787.988281 Iteration 46Q: 3 clusters Score -3463927 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12796 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -3463930.250000 Penalty: 11787.988281 Iteration 47Q: 3 clusters Score -3463930 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -3463927.500000 Penalty: 11787.988281 Iteration 48Q: 3 clusters Score -3463928 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -3463927.500000 Penalty: 11787.988281 Iteration 49F: 3 clusters Score -3463928 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (21543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21543 members Entering Unmasked Estep Score: -4874778.000000 Penalty: 6111.406250 Iteration 0F: 2 clusters Score -4874778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 10777 members Entering Unmasked Estep Score: -4857216.000000 Penalty: 12222.812500 Iteration 0F: 3 clusters Score -4857216 nChanged 8812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -4861905.000000 Penalty: 12222.812500 Iteration 1F: 3 clusters Score -4861905 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 10727 members Entering Unmasked Estep Score: -4862578.500000 Penalty: 12222.812500 Iteration 2F: 3 clusters Score -4862578 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -4863004.500000 Penalty: 12222.812500 Iteration 3Q: 3 clusters Score -4863004 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -4863353.500000 Penalty: 12222.812500 Iteration 4Q: 3 clusters Score -4863354 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -4863638.000000 Penalty: 12222.812500 Iteration 5Q: 3 clusters Score -4863638 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10770 members Mstep: Class 2 contains 10773 members Entering Unmasked Estep Score: -4863840.000000 Penalty: 12222.812500 Iteration 6Q: 3 clusters Score -4863840 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 10830 members Entering Unmasked Estep Score: -4864079.000000 Penalty: 12222.812500 Iteration 7Q: 3 clusters Score -4864079 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10674 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -4864252.000000 Penalty: 12222.812500 Iteration 8Q: 3 clusters Score -4864252 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10637 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -4864395.500000 Penalty: 12222.812500 Iteration 9Q: 3 clusters Score -4864396 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -4864529.000000 Penalty: 12222.812500 Iteration 10Q: 3 clusters Score -4864529 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 11005 members Entering Unmasked Estep Score: -4864673.000000 Penalty: 12222.812500 Iteration 11Q: 3 clusters Score -4864673 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 11071 members Entering Unmasked Estep Score: -4864790.500000 Penalty: 12222.812500 Iteration 12Q: 3 clusters Score -4864790 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -4864910.000000 Penalty: 12222.812500 Iteration 13Q: 3 clusters Score -4864910 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -4865007.500000 Penalty: 12222.812500 Iteration 14Q: 3 clusters Score -4865008 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 11257 members Entering Unmasked Estep Score: -4865100.500000 Penalty: 12222.812500 Iteration 15Q: 3 clusters Score -4865100 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -4865192.500000 Penalty: 12222.812500 Iteration 16Q: 3 clusters Score -4865192 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10131 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -4865275.000000 Penalty: 12222.812500 Iteration 17Q: 3 clusters Score -4865275 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 11496 members Entering Unmasked Estep Score: -4865371.500000 Penalty: 12222.812500 Iteration 18Q: 3 clusters Score -4865372 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Mstep: Class 2 contains 11580 members Entering Unmasked Estep Score: -4865427.500000 Penalty: 12222.812500 Iteration 19Q: 3 clusters Score -4865428 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 11672 members Entering Unmasked Estep Score: -4865484.000000 Penalty: 12222.812500 Iteration 20F: 3 clusters Score -4865484 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 11758 members Entering Unmasked Estep Score: -4865561.500000 Penalty: 12222.812500 Iteration 21Q: 3 clusters Score -4865562 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9690 members Mstep: Class 2 contains 11853 members Entering Unmasked Estep Score: -4865646.500000 Penalty: 12222.812500 Iteration 22Q: 3 clusters Score -4865646 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -4865748.500000 Penalty: 12222.812500 Iteration 23Q: 3 clusters Score -4865748 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 12064 members Entering Unmasked Estep Score: -4865887.000000 Penalty: 12222.812500 Iteration 24Q: 3 clusters Score -4865887 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -4866011.000000 Penalty: 12222.812500 Iteration 25Q: 3 clusters Score -4866011 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 12362 members Entering Unmasked Estep Score: -4866153.500000 Penalty: 12222.812500 Iteration 26Q: 3 clusters Score -4866154 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -4866308.500000 Penalty: 12222.812500 Iteration 27Q: 3 clusters Score -4866308 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 12693 members Entering Unmasked Estep Score: -4866491.000000 Penalty: 12222.812500 Iteration 28Q: 3 clusters Score -4866491 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 12870 members Entering Unmasked Estep Score: -4866648.000000 Penalty: 12222.812500 Iteration 29Q: 3 clusters Score -4866648 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -4866816.500000 Penalty: 12222.812500 Iteration 30Q: 3 clusters Score -4866816 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 13203 members Entering Unmasked Estep Score: -4866971.000000 Penalty: 12222.812500 Iteration 31Q: 3 clusters Score -4866971 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -4867120.000000 Penalty: 12222.812500 Iteration 32Q: 3 clusters Score -4867120 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 13492 members Entering Unmasked Estep Score: -4867258.000000 Penalty: 12222.812500 Iteration 33Q: 3 clusters Score -4867258 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 13638 members Entering Unmasked Estep Score: -4867393.500000 Penalty: 12222.812500 Iteration 34Q: 3 clusters Score -4867394 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 13803 members Entering Unmasked Estep Score: -4867541.500000 Penalty: 12222.812500 Iteration 35Q: 3 clusters Score -4867542 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -4867682.000000 Penalty: 12222.812500 Iteration 36Q: 3 clusters Score -4867682 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 14078 members Entering Unmasked Estep Score: -4867758.000000 Penalty: 12222.812500 Iteration 37Q: 3 clusters Score -4867758 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -4867866.500000 Penalty: 12222.812500 Iteration 38Q: 3 clusters Score -4867866 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 14317 members Entering Unmasked Estep Score: -4867996.500000 Penalty: 12222.812500 Iteration 39Q: 3 clusters Score -4867996 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 14444 members Entering Unmasked Estep Score: -4868085.000000 Penalty: 12222.812500 Iteration 40F: 3 clusters Score -4868085 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 14546 members Entering Unmasked Estep Score: -4868163.500000 Penalty: 12222.812500 Iteration 41Q: 3 clusters Score -4868164 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -4868219.500000 Penalty: 12222.812500 Iteration 42Q: 3 clusters Score -4868220 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 14713 members Entering Unmasked Estep Score: -4868286.500000 Penalty: 12222.812500 Iteration 43Q: 3 clusters Score -4868286 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 14818 members Entering Unmasked Estep Score: -4868337.500000 Penalty: 12222.812500 Iteration 44Q: 3 clusters Score -4868338 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 14926 members Entering Unmasked Estep Score: -4868384.000000 Penalty: 12222.812500 Iteration 45Q: 3 clusters Score -4868384 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 15028 members Entering Unmasked Estep Score: -4868441.500000 Penalty: 12222.812500 Iteration 46Q: 3 clusters Score -4868442 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 15122 members Entering Unmasked Estep Score: -4868485.500000 Penalty: 12222.812500 Iteration 47Q: 3 clusters Score -4868486 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 15211 members Entering Unmasked Estep Score: -4868514.000000 Penalty: 12222.812500 Iteration 48Q: 3 clusters Score -4868514 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 15294 members Entering Unmasked Estep Score: -4868567.500000 Penalty: 12222.812500 Iteration 49Q: 3 clusters Score -4868568 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 15364 members Entering Unmasked Estep Score: -4868592.000000 Penalty: 12222.812500 Iteration 50Q: 3 clusters Score -4868592 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 15448 members Entering Unmasked Estep Score: -4868644.000000 Penalty: 12222.812500 Iteration 51Q: 3 clusters Score -4868644 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 15542 members Entering Unmasked Estep Score: -4868697.000000 Penalty: 12222.812500 Iteration 52Q: 3 clusters Score -4868697 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 15629 members Entering Unmasked Estep Score: -4868741.500000 Penalty: 12222.812500 Iteration 53Q: 3 clusters Score -4868742 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 15725 members Entering Unmasked Estep Score: -4868794.500000 Penalty: 12222.812500 Iteration 54Q: 3 clusters Score -4868794 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 15798 members Entering Unmasked Estep Score: -4868821.000000 Penalty: 12222.812500 Iteration 55Q: 3 clusters Score -4868821 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 15855 members Entering Unmasked Estep Score: -4868859.000000 Penalty: 12222.812500 Iteration 56Q: 3 clusters Score -4868859 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 15910 members Entering Unmasked Estep Score: -4868890.500000 Penalty: 12222.812500 Iteration 57Q: 3 clusters Score -4868890 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 15993 members Entering Unmasked Estep Score: -4868922.000000 Penalty: 12222.812500 Iteration 58Q: 3 clusters Score -4868922 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 16057 members Entering Unmasked Estep Score: -4868943.500000 Penalty: 12222.812500 Iteration 59Q: 3 clusters Score -4868944 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 16117 members Entering Unmasked Estep Score: -4868980.000000 Penalty: 12222.812500 Iteration 60F: 3 clusters Score -4868980 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 16179 members Entering Unmasked Estep Score: -4869015.000000 Penalty: 12222.812500 Iteration 61Q: 3 clusters Score -4869015 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 16234 members Entering Unmasked Estep Score: -4869021.000000 Penalty: 12222.812500 Iteration 62Q: 3 clusters Score -4869021 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 16306 members Entering Unmasked Estep Score: -4869067.000000 Penalty: 12222.812500 Iteration 63Q: 3 clusters Score -4869067 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -4869088.500000 Penalty: 12222.812500 Iteration 64Q: 3 clusters Score -4869088 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 16442 members Entering Unmasked Estep Score: -4869120.000000 Penalty: 12222.812500 Iteration 65Q: 3 clusters Score -4869120 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 16505 members Entering Unmasked Estep Score: -4869155.000000 Penalty: 12222.812500 Iteration 66Q: 3 clusters Score -4869155 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 16567 members Entering Unmasked Estep Score: -4869202.500000 Penalty: 12222.812500 Iteration 67Q: 3 clusters Score -4869202 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 16648 members Entering Unmasked Estep Score: -4869218.000000 Penalty: 12222.812500 Iteration 68Q: 3 clusters Score -4869218 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 16720 members Entering Unmasked Estep Score: -4869266.500000 Penalty: 12222.812500 Iteration 69Q: 3 clusters Score -4869266 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 16792 members Entering Unmasked Estep Score: -4869304.500000 Penalty: 12222.812500 Iteration 70Q: 3 clusters Score -4869304 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 16846 members Entering Unmasked Estep Score: -4869334.000000 Penalty: 12222.812500 Iteration 71Q: 3 clusters Score -4869334 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 16899 members Entering Unmasked Estep Score: -4869347.000000 Penalty: 12222.812500 Iteration 72Q: 3 clusters Score -4869347 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 16956 members Entering Unmasked Estep Score: -4869365.000000 Penalty: 12222.812500 Iteration 73Q: 3 clusters Score -4869365 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 17005 members Entering Unmasked Estep Score: -4869387.000000 Penalty: 12222.812500 Iteration 74Q: 3 clusters Score -4869387 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 17044 members Entering Unmasked Estep Score: -4869405.500000 Penalty: 12222.812500 Iteration 75Q: 3 clusters Score -4869406 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 17095 members Entering Unmasked Estep Score: -4869416.000000 Penalty: 12222.812500 Iteration 76Q: 3 clusters Score -4869416 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 17142 members Entering Unmasked Estep Score: -4869435.000000 Penalty: 12222.812500 Iteration 77Q: 3 clusters Score -4869435 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 17171 members Entering Unmasked Estep Score: -4869459.000000 Penalty: 12222.812500 Iteration 78Q: 3 clusters Score -4869459 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 17201 members Entering Unmasked Estep Score: -4869475.500000 Penalty: 12222.812500 Iteration 79Q: 3 clusters Score -4869476 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 17230 members Entering Unmasked Estep Score: -4869476.000000 Penalty: 12222.812500 Iteration 80F: 3 clusters Score -4869476 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 17256 members Entering Unmasked Estep Score: -4869484.500000 Penalty: 12222.812500 Iteration 81Q: 3 clusters Score -4869484 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 17280 members Entering Unmasked Estep Score: -4869505.000000 Penalty: 12222.812500 Iteration 82Q: 3 clusters Score -4869505 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 17292 members Entering Unmasked Estep Score: -4869511.500000 Penalty: 12222.812500 Iteration 83Q: 3 clusters Score -4869512 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 17306 members Entering Unmasked Estep Score: -4869516.000000 Penalty: 12222.812500 Iteration 84Q: 3 clusters Score -4869516 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 17318 members Entering Unmasked Estep Score: -4869528.000000 Penalty: 12222.812500 Iteration 85Q: 3 clusters Score -4869528 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 17322 members Entering Unmasked Estep Score: -4869532.500000 Penalty: 12222.812500 Iteration 86Q: 3 clusters Score -4869532 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 17329 members Entering Unmasked Estep Score: -4869532.000000 Penalty: 12222.812500 Iteration 87Q: 3 clusters Score -4869532 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 17334 members Entering Unmasked Estep Score: -4869533.000000 Penalty: 12222.812500 Iteration 88Q: 3 clusters Score -4869533 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 17341 members Entering Unmasked Estep Score: -4869543.000000 Penalty: 12222.812500 Iteration 89Q: 3 clusters Score -4869543 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 17353 members Entering Unmasked Estep Score: -4869544.500000 Penalty: 12222.812500 Iteration 90Q: 3 clusters Score -4869544 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 17364 members Entering Unmasked Estep Score: -4869534.500000 Penalty: 12222.812500 Iteration 91Q: 3 clusters Score -4869534 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 17376 members Entering Unmasked Estep Score: -4869545.500000 Penalty: 12222.812500 Iteration 92Q: 3 clusters Score -4869546 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 17385 members Entering Unmasked Estep Score: -4869546.000000 Penalty: 12222.812500 Iteration 93Q: 3 clusters Score -4869546 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 17395 members Entering Unmasked Estep Score: -4869546.500000 Penalty: 12222.812500 Iteration 94Q: 3 clusters Score -4869546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 17407 members Entering Unmasked Estep Score: -4869554.000000 Penalty: 12222.812500 Iteration 95Q: 3 clusters Score -4869554 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 17411 members Entering Unmasked Estep Score: -4869551.000000 Penalty: 12222.812500 Iteration 96Q: 3 clusters Score -4869551 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 17415 members Entering Unmasked Estep Score: -4869548.500000 Penalty: 12222.812500 Iteration 97Q: 3 clusters Score -4869548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 17416 members Entering Unmasked Estep Score: -4869549.500000 Penalty: 12222.812500 Iteration 98Q: 3 clusters Score -4869550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 17415 members Entering Unmasked Estep Score: -4869551.000000 Penalty: 12222.812500 Iteration 99Q: 3 clusters Score -4869551 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 17416 members Entering Unmasked Estep Score: -4869544.000000 Penalty: 12222.812500 Iteration 100F: 3 clusters Score -4869544 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 17420 members Entering Unmasked Estep Score: -4869546.000000 Penalty: 12222.812500 Iteration 101Q: 3 clusters Score -4869546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 17422 members Entering Unmasked Estep Score: -4869557.500000 Penalty: 12222.812500 Iteration 102Q: 3 clusters Score -4869558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 17424 members Entering Unmasked Estep Score: -4869550.500000 Penalty: 12222.812500 Iteration 103Q: 3 clusters Score -4869550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 17424 members Entering Unmasked Estep Score: -4869556.000000 Penalty: 12222.812500 Iteration 104Q: 3 clusters Score -4869556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 17424 members Entering Unmasked Estep Score: -4869556.000000 Penalty: 12222.812500 Iteration 105F: 3 clusters Score -4869556 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Entering Unmasked Estep Score: -2194418.750000 Penalty: 5602.326172 Iteration 0F: 2 clusters Score -2194419 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -2184579.500000 Penalty: 11204.652344 Iteration 0F: 3 clusters Score -2184580 nChanged 3408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -2186890.000000 Penalty: 11204.652344 Iteration 1F: 3 clusters Score -2186890 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -2188093.750000 Penalty: 11204.652344 Iteration 2F: 3 clusters Score -2188094 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -2189462.750000 Penalty: 11204.652344 Iteration 3F: 3 clusters Score -2189463 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -2190970.500000 Penalty: 11204.652344 Iteration 4F: 3 clusters Score -2190970 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -2192627.000000 Penalty: 11204.652344 Iteration 5F: 3 clusters Score -2192627 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -2193677.250000 Penalty: 11204.652344 Iteration 6F: 3 clusters Score -2193677 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -2194183.750000 Penalty: 11204.652344 Iteration 7Q: 3 clusters Score -2194184 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -2194503.500000 Penalty: 11204.652344 Iteration 8Q: 3 clusters Score -2194504 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -2194730.250000 Penalty: 11204.652344 Iteration 9Q: 3 clusters Score -2194730 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -2194858.500000 Penalty: 11204.652344 Iteration 10Q: 3 clusters Score -2194858 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -2194937.000000 Penalty: 11204.652344 Iteration 11Q: 3 clusters Score -2194937 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -2194983.500000 Penalty: 11204.652344 Iteration 12Q: 3 clusters Score -2194984 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -2195041.000000 Penalty: 11204.652344 Iteration 13Q: 3 clusters Score -2195041 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -2195109.250000 Penalty: 11204.652344 Iteration 14Q: 3 clusters Score -2195109 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -2195185.500000 Penalty: 11204.652344 Iteration 15Q: 3 clusters Score -2195186 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -2195248.250000 Penalty: 11204.652344 Iteration 16Q: 3 clusters Score -2195248 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -2195290.000000 Penalty: 11204.652344 Iteration 17Q: 3 clusters Score -2195290 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -2195329.500000 Penalty: 11204.652344 Iteration 18Q: 3 clusters Score -2195330 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -2195355.750000 Penalty: 11204.652344 Iteration 19Q: 3 clusters Score -2195356 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -2195391.500000 Penalty: 11204.652344 Iteration 20F: 3 clusters Score -2195392 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -2195421.250000 Penalty: 11204.652344 Iteration 21Q: 3 clusters Score -2195421 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -2195452.000000 Penalty: 11204.652344 Iteration 22Q: 3 clusters Score -2195452 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -2195473.000000 Penalty: 11204.652344 Iteration 23Q: 3 clusters Score -2195473 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -2195490.250000 Penalty: 11204.652344 Iteration 24Q: 3 clusters Score -2195490 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -2195504.000000 Penalty: 11204.652344 Iteration 25Q: 3 clusters Score -2195504 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -2195513.750000 Penalty: 11204.652344 Iteration 26Q: 3 clusters Score -2195514 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -2195523.500000 Penalty: 11204.652344 Iteration 27Q: 3 clusters Score -2195524 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -2195527.750000 Penalty: 11204.652344 Iteration 28Q: 3 clusters Score -2195528 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -2195539.000000 Penalty: 11204.652344 Iteration 29Q: 3 clusters Score -2195539 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -2195543.000000 Penalty: 11204.652344 Iteration 30Q: 3 clusters Score -2195543 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -2195548.750000 Penalty: 11204.652344 Iteration 31Q: 3 clusters Score -2195549 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -2195547.500000 Penalty: 11204.652344 Iteration 32Q: 3 clusters Score -2195548 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -2195554.000000 Penalty: 11204.652344 Iteration 33Q: 3 clusters Score -2195554 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -2195555.000000 Penalty: 11204.652344 Iteration 34Q: 3 clusters Score -2195555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -2195565.000000 Penalty: 11204.652344 Iteration 35Q: 3 clusters Score -2195565 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -2195567.500000 Penalty: 11204.652344 Iteration 36Q: 3 clusters Score -2195568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -2195573.500000 Penalty: 11204.652344 Iteration 37Q: 3 clusters Score -2195574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -2195575.250000 Penalty: 11204.652344 Iteration 38Q: 3 clusters Score -2195575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -2195571.250000 Penalty: 11204.652344 Iteration 39Q: 3 clusters Score -2195571 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -2195576.000000 Penalty: 11204.652344 Iteration 40F: 3 clusters Score -2195576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -2195575.250000 Penalty: 11204.652344 Iteration 41Q: 3 clusters Score -2195575 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -2195575.250000 Penalty: 11204.652344 Iteration 42Q: 3 clusters Score -2195575 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -2195574.250000 Penalty: 11204.652344 Iteration 43Q: 3 clusters Score -2195574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -2195574.250000 Penalty: 11204.652344 Iteration 44F: 3 clusters Score -2195574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10368 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15106 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 3340 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23995 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45511 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14740 members Mstep: Class 24 contains 8120 members Mstep: Class 25 contains 6043 members Entering Unmasked Estep Score: -101706488.000000 Penalty: 198930.609375 Splitting cluster 15 changes total score from -101707440.000000 to -101706488.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (1289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Entering Unmasked Estep Score: -293296.375000 Penalty: 4386.493652 Iteration 0F: 2 clusters Score -293296.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -288953.218750 Penalty: 8772.987305 Iteration 0F: 3 clusters Score -288953.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -289464.812500 Penalty: 8772.987305 Iteration 1F: 3 clusters Score -289464.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -289662.031250 Penalty: 8772.987305 Iteration 2F: 3 clusters Score -289662 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -289739.062500 Penalty: 8772.987305 Iteration 3Q: 3 clusters Score -289739.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -289784.000000 Penalty: 8772.987305 Iteration 4Q: 3 clusters Score -289784 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -289806.000000 Penalty: 8772.987305 Iteration 5Q: 3 clusters Score -289806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -289816.125000 Penalty: 8772.987305 Iteration 6Q: 3 clusters Score -289816.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -289823.218750 Penalty: 8772.987305 Iteration 7Q: 3 clusters Score -289823.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -289824.000000 Penalty: 8772.987305 Iteration 8Q: 3 clusters Score -289824 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -289824.000000 Penalty: 8772.987305 Iteration 9F: 3 clusters Score -289824 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (23995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23995 members Entering Unmasked Estep Score: -5624308.500000 Penalty: 6177.430664 Iteration 0F: 2 clusters Score -5624308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -5605281.500000 Penalty: 12354.861328 Iteration 0F: 3 clusters Score -5605282 nChanged 9877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 11902 members Entering Unmasked Estep Score: -5610533.500000 Penalty: 12354.861328 Iteration 1F: 3 clusters Score -5610534 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -5611260.000000 Penalty: 12354.861328 Iteration 2F: 3 clusters Score -5611260 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -5611752.500000 Penalty: 12354.861328 Iteration 3Q: 3 clusters Score -5611752 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -5612141.500000 Penalty: 12354.861328 Iteration 4Q: 3 clusters Score -5612142 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12390 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -5612551.000000 Penalty: 12354.861328 Iteration 5Q: 3 clusters Score -5612551 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -5612908.000000 Penalty: 12354.861328 Iteration 6Q: 3 clusters Score -5612908 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 11432 members Entering Unmasked Estep Score: -5613243.000000 Penalty: 12354.861328 Iteration 7Q: 3 clusters Score -5613243 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -5613581.500000 Penalty: 12354.861328 Iteration 8Q: 3 clusters Score -5613582 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -5613896.000000 Penalty: 12354.861328 Iteration 9Q: 3 clusters Score -5613896 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12830 members Mstep: Class 2 contains 11165 members Entering Unmasked Estep Score: -5614200.500000 Penalty: 12354.861328 Iteration 10Q: 3 clusters Score -5614200 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12864 members Mstep: Class 2 contains 11131 members Entering Unmasked Estep Score: -5614577.500000 Penalty: 12354.861328 Iteration 11Q: 3 clusters Score -5614578 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12956 members Mstep: Class 2 contains 11039 members Entering Unmasked Estep Score: -5614949.500000 Penalty: 12354.861328 Iteration 12Q: 3 clusters Score -5614950 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13035 members Mstep: Class 2 contains 10960 members Entering Unmasked Estep Score: -5615334.000000 Penalty: 12354.861328 Iteration 13Q: 3 clusters Score -5615334 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13116 members Mstep: Class 2 contains 10879 members Entering Unmasked Estep Score: -5615787.000000 Penalty: 12354.861328 Iteration 14Q: 3 clusters Score -5615787 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13197 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -5616283.000000 Penalty: 12354.861328 Iteration 15Q: 3 clusters Score -5616283 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13233 members Mstep: Class 2 contains 10762 members Entering Unmasked Estep Score: -5616763.500000 Penalty: 12354.861328 Iteration 16Q: 3 clusters Score -5616764 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13187 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -5617200.500000 Penalty: 12354.861328 Iteration 17Q: 3 clusters Score -5617200 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13059 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -5617586.000000 Penalty: 12354.861328 Iteration 18Q: 3 clusters Score -5617586 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -5617925.000000 Penalty: 12354.861328 Iteration 19Q: 3 clusters Score -5617925 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12643 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -5618216.000000 Penalty: 12354.861328 Iteration 20F: 3 clusters Score -5618216 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12373 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -5618459.500000 Penalty: 12354.861328 Iteration 21Q: 3 clusters Score -5618460 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -5618694.500000 Penalty: 12354.861328 Iteration 22Q: 3 clusters Score -5618694 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -5618894.500000 Penalty: 12354.861328 Iteration 23Q: 3 clusters Score -5618894 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 12610 members Entering Unmasked Estep Score: -5619108.000000 Penalty: 12354.861328 Iteration 24Q: 3 clusters Score -5619108 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 12951 members Entering Unmasked Estep Score: -5619251.000000 Penalty: 12354.861328 Iteration 25Q: 3 clusters Score -5619251 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -5619423.500000 Penalty: 12354.861328 Iteration 26Q: 3 clusters Score -5619424 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -5619625.500000 Penalty: 12354.861328 Iteration 27Q: 3 clusters Score -5619626 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 14041 members Entering Unmasked Estep Score: -5619850.500000 Penalty: 12354.861328 Iteration 28Q: 3 clusters Score -5619850 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 14409 members Entering Unmasked Estep Score: -5620027.000000 Penalty: 12354.861328 Iteration 29Q: 3 clusters Score -5620027 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -5620177.500000 Penalty: 12354.861328 Iteration 30Q: 3 clusters Score -5620178 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -5620328.000000 Penalty: 12354.861328 Iteration 31Q: 3 clusters Score -5620328 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 15292 members Entering Unmasked Estep Score: -5620448.500000 Penalty: 12354.861328 Iteration 32Q: 3 clusters Score -5620448 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 15538 members Entering Unmasked Estep Score: -5620537.500000 Penalty: 12354.861328 Iteration 33Q: 3 clusters Score -5620538 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 15731 members Entering Unmasked Estep Score: -5620635.500000 Penalty: 12354.861328 Iteration 34Q: 3 clusters Score -5620636 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 15893 members Entering Unmasked Estep Score: -5620673.500000 Penalty: 12354.861328 Iteration 35Q: 3 clusters Score -5620674 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 16053 members Entering Unmasked Estep Score: -5620719.500000 Penalty: 12354.861328 Iteration 36Q: 3 clusters Score -5620720 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 16203 members Entering Unmasked Estep Score: -5620755.500000 Penalty: 12354.861328 Iteration 37Q: 3 clusters Score -5620756 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7669 members Mstep: Class 2 contains 16326 members Entering Unmasked Estep Score: -5620790.500000 Penalty: 12354.861328 Iteration 38Q: 3 clusters Score -5620790 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -5620820.500000 Penalty: 12354.861328 Iteration 39Q: 3 clusters Score -5620820 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 16515 members Entering Unmasked Estep Score: -5620827.000000 Penalty: 12354.861328 Iteration 40F: 3 clusters Score -5620827 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 16587 members Entering Unmasked Estep Score: -5620838.500000 Penalty: 12354.861328 Iteration 41Q: 3 clusters Score -5620838 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 16657 members Entering Unmasked Estep Score: -5620867.500000 Penalty: 12354.861328 Iteration 42Q: 3 clusters Score -5620868 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7273 members Mstep: Class 2 contains 16722 members Entering Unmasked Estep Score: -5620878.500000 Penalty: 12354.861328 Iteration 43Q: 3 clusters Score -5620878 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -5620897.000000 Penalty: 12354.861328 Iteration 44Q: 3 clusters Score -5620897 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 16827 members Entering Unmasked Estep Score: -5620916.000000 Penalty: 12354.861328 Iteration 45Q: 3 clusters Score -5620916 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 16864 members Entering Unmasked Estep Score: -5620914.500000 Penalty: 12354.861328 Iteration 46Q: 3 clusters Score -5620914 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 16898 members Entering Unmasked Estep Score: -5620938.000000 Penalty: 12354.861328 Iteration 47Q: 3 clusters Score -5620938 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 16927 members Entering Unmasked Estep Score: -5620934.500000 Penalty: 12354.861328 Iteration 48Q: 3 clusters Score -5620934 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 16948 members Entering Unmasked Estep Score: -5620943.000000 Penalty: 12354.861328 Iteration 49Q: 3 clusters Score -5620943 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 16962 members Entering Unmasked Estep Score: -5620940.000000 Penalty: 12354.861328 Iteration 50Q: 3 clusters Score -5620940 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 16979 members Entering Unmasked Estep Score: -5620934.000000 Penalty: 12354.861328 Iteration 51Q: 3 clusters Score -5620934 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 17001 members Entering Unmasked Estep Score: -5620946.500000 Penalty: 12354.861328 Iteration 52Q: 3 clusters Score -5620946 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 17021 members Entering Unmasked Estep Score: -5620943.500000 Penalty: 12354.861328 Iteration 53Q: 3 clusters Score -5620944 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 17041 members Entering Unmasked Estep Score: -5620939.000000 Penalty: 12354.861328 Iteration 54Q: 3 clusters Score -5620939 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 17058 members Entering Unmasked Estep Score: -5620940.500000 Penalty: 12354.861328 Iteration 55Q: 3 clusters Score -5620940 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 17081 members Entering Unmasked Estep Score: -5620952.000000 Penalty: 12354.861328 Iteration 56Q: 3 clusters Score -5620952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 17095 members Entering Unmasked Estep Score: -5620950.000000 Penalty: 12354.861328 Iteration 57Q: 3 clusters Score -5620950 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 17113 members Entering Unmasked Estep Score: -5620948.000000 Penalty: 12354.861328 Iteration 58Q: 3 clusters Score -5620948 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 17128 members Entering Unmasked Estep Score: -5620964.000000 Penalty: 12354.861328 Iteration 59Q: 3 clusters Score -5620964 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 17140 members Entering Unmasked Estep Score: -5620960.500000 Penalty: 12354.861328 Iteration 60F: 3 clusters Score -5620960 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 17156 members Entering Unmasked Estep Score: -5620968.000000 Penalty: 12354.861328 Iteration 61Q: 3 clusters Score -5620968 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 17169 members Entering Unmasked Estep Score: -5620976.500000 Penalty: 12354.861328 Iteration 62Q: 3 clusters Score -5620976 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 17180 members Entering Unmasked Estep Score: -5620966.500000 Penalty: 12354.861328 Iteration 63Q: 3 clusters Score -5620966 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 17189 members Entering Unmasked Estep Score: -5620973.500000 Penalty: 12354.861328 Iteration 64Q: 3 clusters Score -5620974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 17194 members Entering Unmasked Estep Score: -5620971.000000 Penalty: 12354.861328 Iteration 65Q: 3 clusters Score -5620971 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 17199 members Entering Unmasked Estep Score: -5620973.000000 Penalty: 12354.861328 Iteration 66Q: 3 clusters Score -5620973 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 17203 members Entering Unmasked Estep Score: -5620979.000000 Penalty: 12354.861328 Iteration 67Q: 3 clusters Score -5620979 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 17208 members Entering Unmasked Estep Score: -5620972.500000 Penalty: 12354.861328 Iteration 68Q: 3 clusters Score -5620972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 17214 members Entering Unmasked Estep Score: -5620969.500000 Penalty: 12354.861328 Iteration 69Q: 3 clusters Score -5620970 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 17222 members Entering Unmasked Estep Score: -5620979.500000 Penalty: 12354.861328 Iteration 70Q: 3 clusters Score -5620980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 17226 members Entering Unmasked Estep Score: -5620974.000000 Penalty: 12354.861328 Iteration 71Q: 3 clusters Score -5620974 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 17235 members Entering Unmasked Estep Score: -5620974.500000 Penalty: 12354.861328 Iteration 72Q: 3 clusters Score -5620974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 17242 members Entering Unmasked Estep Score: -5620972.500000 Penalty: 12354.861328 Iteration 73Q: 3 clusters Score -5620972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 17245 members Entering Unmasked Estep Score: -5620975.500000 Penalty: 12354.861328 Iteration 74Q: 3 clusters Score -5620976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 17246 members Entering Unmasked Estep Score: -5620975.000000 Penalty: 12354.861328 Iteration 75Q: 3 clusters Score -5620975 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 17246 members Entering Unmasked Estep Score: -5620975.000000 Penalty: 12354.861328 Iteration 76F: 3 clusters Score -5620975 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Entering Unmasked Estep Score: -212465.187500 Penalty: 4216.748047 Iteration 0F: 2 clusters Score -212465.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -208755.656250 Penalty: 8433.496094 Iteration 0F: 3 clusters Score -208755.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -209318.937500 Penalty: 8433.496094 Iteration 1F: 3 clusters Score -209318.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -209809.359375 Penalty: 8433.496094 Iteration 2F: 3 clusters Score -209809.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -210537.765625 Penalty: 8433.496094 Iteration 3F: 3 clusters Score -210537.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -211788.984375 Penalty: 8433.496094 Iteration 4F: 3 clusters Score -211789 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -212757.093750 Penalty: 8433.496094 Iteration 5F: 3 clusters Score -212757.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -212996.312500 Penalty: 8433.496094 Iteration 6Q: 3 clusters Score -212996.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -213060.718750 Penalty: 8433.496094 Iteration 7Q: 3 clusters Score -213060.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -213106.421875 Penalty: 8433.496094 Iteration 8Q: 3 clusters Score -213106.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -213132.515625 Penalty: 8433.496094 Iteration 9Q: 3 clusters Score -213132.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -213136.718750 Penalty: 8433.496094 Iteration 10Q: 3 clusters Score -213136.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -213141.875000 Penalty: 8433.496094 Iteration 11Q: 3 clusters Score -213141.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -213162.031250 Penalty: 8433.496094 Iteration 12Q: 3 clusters Score -213162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -213173.718750 Penalty: 8433.496094 Iteration 13Q: 3 clusters Score -213173.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -213173.718750 Penalty: 8433.496094 Iteration 14F: 3 clusters Score -213173.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 116009 members Mstep: Class 2 contains 29659 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 1420 members Mstep: Class 5 contains 618 members Mstep: Class 6 contains 14708 members Mstep: Class 7 contains 9330 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 767 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 10368 members Mstep: Class 12 contains 716 members Mstep: Class 13 contains 15106 members Mstep: Class 14 contains 21543 members Mstep: Class 15 contains 9383 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 23995 members Mstep: Class 18 contains 827 members Mstep: Class 19 contains 85164 members Mstep: Class 20 contains 18672 members Mstep: Class 21 contains 45511 members Mstep: Class 22 contains 3492 members Mstep: Class 23 contains 14740 members Mstep: Class 24 contains 8120 members Mstep: Class 25 contains 150 members Entering Unmasked Estep Score: -101704552.000000 Penalty: 198930.609375 Splitting cluster 18 changes total score from -101707440.000000 to -101704552.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (85164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85164 members Entering Unmasked Estep Score: -20233802.000000 Penalty: 6953.304688 Iteration 0F: 2 clusters Score -2.02338e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42711 members Mstep: Class 2 contains 42453 members Entering Unmasked Estep Score: -20179536.000000 Penalty: 13906.609375 Iteration 0F: 3 clusters Score -2.017954e+07 nChanged 38728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43939 members Mstep: Class 2 contains 41225 members Entering Unmasked Estep Score: -20201168.000000 Penalty: 13906.609375 Iteration 1F: 3 clusters Score -2.020117e+07 nChanged 3991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44758 members Mstep: Class 2 contains 40406 members Entering Unmasked Estep Score: -20202526.000000 Penalty: 13906.609375 Iteration 2Q: 3 clusters Score -2.020253e+07 nChanged 3880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45962 members Mstep: Class 2 contains 39202 members Entering Unmasked Estep Score: -20203960.000000 Penalty: 13906.609375 Iteration 3Q: 3 clusters Score -2.020396e+07 nChanged 4068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47636 members Mstep: Class 2 contains 37528 members Entering Unmasked Estep Score: -20205576.000000 Penalty: 13906.609375 Iteration 4Q: 3 clusters Score -2.020558e+07 nChanged 4216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49780 members Mstep: Class 2 contains 35384 members Entering Unmasked Estep Score: -20207504.000000 Penalty: 13906.609375 Iteration 5Q: 3 clusters Score -2.02075e+07 nChanged 4616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52528 members Mstep: Class 2 contains 32636 members Entering Unmasked Estep Score: -20209904.000000 Penalty: 13906.609375 Iteration 6F: 3 clusters Score -2.02099e+07 nChanged 4846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55668 members Mstep: Class 2 contains 29496 members Entering Unmasked Estep Score: -20212630.000000 Penalty: 13906.609375 Iteration 7F: 3 clusters Score -2.021263e+07 nChanged 4639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58843 members Mstep: Class 2 contains 26321 members Entering Unmasked Estep Score: -20214912.000000 Penalty: 13906.609375 Iteration 8F: 3 clusters Score -2.021491e+07 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61844 members Mstep: Class 2 contains 23320 members Entering Unmasked Estep Score: -20216918.000000 Penalty: 13906.609375 Iteration 9Q: 3 clusters Score -2.021692e+07 nChanged 3563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64661 members Mstep: Class 2 contains 20503 members Entering Unmasked Estep Score: -20218640.000000 Penalty: 13906.609375 Iteration 10Q: 3 clusters Score -2.021864e+07 nChanged 3102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67367 members Mstep: Class 2 contains 17797 members Entering Unmasked Estep Score: -20220452.000000 Penalty: 13906.609375 Iteration 11Q: 3 clusters Score -2.022045e+07 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69998 members Mstep: Class 2 contains 15166 members Entering Unmasked Estep Score: -20221814.000000 Penalty: 13906.609375 Iteration 12Q: 3 clusters Score -2.022181e+07 nChanged 2711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72615 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -20223500.000000 Penalty: 13906.609375 Iteration 13Q: 3 clusters Score -2.02235e+07 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75229 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -20225154.000000 Penalty: 13906.609375 Iteration 14Q: 3 clusters Score -2.022515e+07 nChanged 2332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77547 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -20226552.000000 Penalty: 13906.609375 Iteration 15Q: 3 clusters Score -2.022655e+07 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79495 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -20227356.000000 Penalty: 13906.609375 Iteration 16Q: 3 clusters Score -2.022736e+07 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81007 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -20227856.000000 Penalty: 13906.609375 Iteration 17Q: 3 clusters Score -2.022786e+07 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82102 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -20228036.000000 Penalty: 13906.609375 Iteration 18Q: 3 clusters Score -2.022804e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82774 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -20228114.000000 Penalty: 13906.609375 Iteration 19Q: 3 clusters Score -2.022811e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83199 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -20228216.000000 Penalty: 13906.609375 Iteration 20F: 3 clusters Score -2.022822e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83479 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -20228258.000000 Penalty: 13906.609375 Iteration 21Q: 3 clusters Score -2.022826e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83660 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -20228276.000000 Penalty: 13906.609375 Iteration 22Q: 3 clusters Score -2.022828e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83789 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -20228296.000000 Penalty: 13906.609375 Iteration 23Q: 3 clusters Score -2.02283e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83873 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -20228324.000000 Penalty: 13906.609375 Iteration 24Q: 3 clusters Score -2.022832e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83930 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -20228312.000000 Penalty: 13906.609375 Iteration 25Q: 3 clusters Score -2.022831e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83976 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -20228340.000000 Penalty: 13906.609375 Iteration 26Q: 3 clusters Score -2.022834e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84012 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -20228354.000000 Penalty: 13906.609375 Iteration 27Q: 3 clusters Score -2.022835e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84045 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -20228384.000000 Penalty: 13906.609375 Iteration 28Q: 3 clusters Score -2.022838e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84072 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -20228382.000000 Penalty: 13906.609375 Iteration 29Q: 3 clusters Score -2.022838e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84098 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -20228378.000000 Penalty: 13906.609375 Iteration 30Q: 3 clusters Score -2.022838e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84110 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -20228378.000000 Penalty: 13906.609375 Iteration 31Q: 3 clusters Score -2.022838e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84120 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -20228390.000000 Penalty: 13906.609375 Iteration 32Q: 3 clusters Score -2.022839e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84131 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -20228402.000000 Penalty: 13906.609375 Iteration 33Q: 3 clusters Score -2.02284e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84134 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -20228434.000000 Penalty: 13906.609375 Iteration 34Q: 3 clusters Score -2.022843e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84134 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -20228434.000000 Penalty: 13906.609375 Iteration 35F: 3 clusters Score -2.022843e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (18672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18672 members Entering Unmasked Estep Score: -4340967.500000 Penalty: 6023.803223 Iteration 0F: 2 clusters Score -4340968 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9474 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -4325576.500000 Penalty: 12047.606445 Iteration 0F: 3 clusters Score -4325576 nChanged 7517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -4329754.000000 Penalty: 12047.606445 Iteration 1F: 3 clusters Score -4329754 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -4330845.500000 Penalty: 12047.606445 Iteration 2F: 3 clusters Score -4330846 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -4332129.500000 Penalty: 12047.606445 Iteration 3F: 3 clusters Score -4332130 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -4333670.500000 Penalty: 12047.606445 Iteration 4F: 3 clusters Score -4333670 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13066 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -4335197.000000 Penalty: 12047.606445 Iteration 5F: 3 clusters Score -4335197 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14171 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -4336639.500000 Penalty: 12047.606445 Iteration 6F: 3 clusters Score -4336640 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15161 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -4337761.500000 Penalty: 12047.606445 Iteration 7F: 3 clusters Score -4337762 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15847 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -4338444.000000 Penalty: 12047.606445 Iteration 8Q: 3 clusters Score -4338444 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16334 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -4338875.000000 Penalty: 12047.606445 Iteration 9Q: 3 clusters Score -4338875 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16652 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -4339123.500000 Penalty: 12047.606445 Iteration 10Q: 3 clusters Score -4339124 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16883 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -4339304.000000 Penalty: 12047.606445 Iteration 11Q: 3 clusters Score -4339304 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17052 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -4339431.000000 Penalty: 12047.606445 Iteration 12Q: 3 clusters Score -4339431 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17182 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -4339525.500000 Penalty: 12047.606445 Iteration 13Q: 3 clusters Score -4339526 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17276 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -4339572.000000 Penalty: 12047.606445 Iteration 14Q: 3 clusters Score -4339572 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17340 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -4339623.000000 Penalty: 12047.606445 Iteration 15Q: 3 clusters Score -4339623 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17391 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -4339664.000000 Penalty: 12047.606445 Iteration 16Q: 3 clusters Score -4339664 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17431 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -4339685.500000 Penalty: 12047.606445 Iteration 17Q: 3 clusters Score -4339686 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17462 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -4339711.500000 Penalty: 12047.606445 Iteration 18Q: 3 clusters Score -4339712 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17488 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -4339724.000000 Penalty: 12047.606445 Iteration 19Q: 3 clusters Score -4339724 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17506 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -4339737.500000 Penalty: 12047.606445 Iteration 20F: 3 clusters Score -4339738 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17512 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -4339727.500000 Penalty: 12047.606445 Iteration 21Q: 3 clusters Score -4339728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17517 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -4339736.000000 Penalty: 12047.606445 Iteration 22Q: 3 clusters Score -4339736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17520 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -4339742.500000 Penalty: 12047.606445 Iteration 23Q: 3 clusters Score -4339742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17520 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -4339742.500000 Penalty: 12047.606445 Iteration 24F: 3 clusters Score -4339742 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (45511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45511 members Entering Unmasked Estep Score: -10760239.000000 Penalty: 6569.496582 Iteration 0F: 2 clusters Score -1.076024e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22712 members Mstep: Class 2 contains 22799 members Entering Unmasked Estep Score: -10727479.000000 Penalty: 13138.993164 Iteration 0F: 3 clusters Score -1.072748e+07 nChanged 19952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22422 members Mstep: Class 2 contains 23089 members Entering Unmasked Estep Score: -10738028.000000 Penalty: 13138.993164 Iteration 1F: 3 clusters Score -1.073803e+07 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22236 members Mstep: Class 2 contains 23275 members Entering Unmasked Estep Score: -10739029.000000 Penalty: 13138.993164 Iteration 2F: 3 clusters Score -1.073903e+07 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22042 members Mstep: Class 2 contains 23469 members Entering Unmasked Estep Score: -10739780.000000 Penalty: 13138.993164 Iteration 3Q: 3 clusters Score -1.073978e+07 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21769 members Mstep: Class 2 contains 23742 members Entering Unmasked Estep Score: -10740462.000000 Penalty: 13138.993164 Iteration 4Q: 3 clusters Score -1.074046e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21459 members Mstep: Class 2 contains 24052 members Entering Unmasked Estep Score: -10741160.000000 Penalty: 13138.993164 Iteration 5Q: 3 clusters Score -1.074116e+07 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21033 members Mstep: Class 2 contains 24478 members Entering Unmasked Estep Score: -10741973.000000 Penalty: 13138.993164 Iteration 6Q: 3 clusters Score -1.074197e+07 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20495 members Mstep: Class 2 contains 25016 members Entering Unmasked Estep Score: -10742740.000000 Penalty: 13138.993164 Iteration 7Q: 3 clusters Score -1.074274e+07 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19728 members Mstep: Class 2 contains 25783 members Entering Unmasked Estep Score: -10743643.000000 Penalty: 13138.993164 Iteration 8Q: 3 clusters Score -1.074364e+07 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18916 members Mstep: Class 2 contains 26595 members Entering Unmasked Estep Score: -10744572.000000 Penalty: 13138.993164 Iteration 9Q: 3 clusters Score -1.074457e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18017 members Mstep: Class 2 contains 27494 members Entering Unmasked Estep Score: -10745602.000000 Penalty: 13138.993164 Iteration 10Q: 3 clusters Score -1.07456e+07 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17059 members Mstep: Class 2 contains 28452 members Entering Unmasked Estep Score: -10746712.000000 Penalty: 13138.993164 Iteration 11Q: 3 clusters Score -1.074671e+07 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16163 members Mstep: Class 2 contains 29348 members Entering Unmasked Estep Score: -10747728.000000 Penalty: 13138.993164 Iteration 12Q: 3 clusters Score -1.074773e+07 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 30232 members Entering Unmasked Estep Score: -10748643.000000 Penalty: 13138.993164 Iteration 13Q: 3 clusters Score -1.074864e+07 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14528 members Mstep: Class 2 contains 30983 members Entering Unmasked Estep Score: -10749503.000000 Penalty: 13138.993164 Iteration 14Q: 3 clusters Score -1.07495e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13851 members Mstep: Class 2 contains 31660 members Entering Unmasked Estep Score: -10750220.000000 Penalty: 13138.993164 Iteration 15Q: 3 clusters Score -1.075022e+07 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 32222 members Entering Unmasked Estep Score: -10750765.000000 Penalty: 13138.993164 Iteration 16Q: 3 clusters Score -1.075076e+07 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12834 members Mstep: Class 2 contains 32677 members Entering Unmasked Estep Score: -10751193.000000 Penalty: 13138.993164 Iteration 17Q: 3 clusters Score -1.075119e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Mstep: Class 2 contains 33058 members Entering Unmasked Estep Score: -10751574.000000 Penalty: 13138.993164 Iteration 18Q: 3 clusters Score -1.075157e+07 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12103 members Mstep: Class 2 contains 33408 members Entering Unmasked Estep Score: -10751944.000000 Penalty: 13138.993164 Iteration 19Q: 3 clusters Score -1.075194e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11817 members Mstep: Class 2 contains 33694 members Entering Unmasked Estep Score: -10752229.000000 Penalty: 13138.993164 Iteration 20F: 3 clusters Score -1.075223e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 33935 members Entering Unmasked Estep Score: -10752576.000000 Penalty: 13138.993164 Iteration 21Q: 3 clusters Score -1.075258e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 34157 members Entering Unmasked Estep Score: -10752977.000000 Penalty: 13138.993164 Iteration 22Q: 3 clusters Score -1.075298e+07 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11149 members Mstep: Class 2 contains 34362 members Entering Unmasked Estep Score: -10753381.000000 Penalty: 13138.993164 Iteration 23Q: 3 clusters Score -1.075338e+07 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10951 members Mstep: Class 2 contains 34560 members Entering Unmasked Estep Score: -10753862.000000 Penalty: 13138.993164 Iteration 24Q: 3 clusters Score -1.075386e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 34736 members Entering Unmasked Estep Score: -10754153.000000 Penalty: 13138.993164 Iteration 25Q: 3 clusters Score -1.075415e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 34913 members Entering Unmasked Estep Score: -10754635.000000 Penalty: 13138.993164 Iteration 26Q: 3 clusters Score -1.075464e+07 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 35080 members Entering Unmasked Estep Score: -10755084.000000 Penalty: 13138.993164 Iteration 27Q: 3 clusters Score -1.075508e+07 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 35207 members Entering Unmasked Estep Score: -10755593.000000 Penalty: 13138.993164 Iteration 28Q: 3 clusters Score -1.075559e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 35312 members Entering Unmasked Estep Score: -10755998.000000 Penalty: 13138.993164 Iteration 29Q: 3 clusters Score -1.0756e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 35348 members Entering Unmasked Estep Score: -10756305.000000 Penalty: 13138.993164 Iteration 30Q: 3 clusters Score -1.07563e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 35339 members Entering Unmasked Estep Score: -10756425.000000 Penalty: 13138.993164 Iteration 31Q: 3 clusters Score -1.075642e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 35339 members Entering Unmasked Estep Score: -10756551.000000 Penalty: 13138.993164 Iteration 32Q: 3 clusters Score -1.075655e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 35311 members Entering Unmasked Estep Score: -10756663.000000 Penalty: 13138.993164 Iteration 33Q: 3 clusters Score -1.075666e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 35254 members Entering Unmasked Estep Score: -10756687.000000 Penalty: 13138.993164 Iteration 34Q: 3 clusters Score -1.075669e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 35205 members Entering Unmasked Estep Score: -10756732.000000 Penalty: 13138.993164 Iteration 35Q: 3 clusters Score -1.075673e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 35186 members Entering Unmasked Estep Score: -10756767.000000 Penalty: 13138.993164 Iteration 36Q: 3 clusters Score -1.075677e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 35174 members Entering Unmasked Estep Score: -10756767.000000 Penalty: 13138.993164 Iteration 37Q: 3 clusters Score -1.075677e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 35177 members Entering Unmasked Estep Score: -10756801.000000 Penalty: 13138.993164 Iteration 38Q: 3 clusters Score -1.07568e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 35185 members Entering Unmasked Estep Score: -10756829.000000 Penalty: 13138.993164 Iteration 39Q: 3 clusters Score -1.075683e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 35205 members Entering Unmasked Estep Score: -10756834.000000 Penalty: 13138.993164 Iteration 40F: 3 clusters Score -1.075683e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 35210 members Entering Unmasked Estep Score: -10756845.000000 Penalty: 13138.993164 Iteration 41Q: 3 clusters Score -1.075684e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10291 members Mstep: Class 2 contains 35220 members Entering Unmasked Estep Score: -10756832.000000 Penalty: 13138.993164 Iteration 42Q: 3 clusters Score -1.075683e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 35239 members Entering Unmasked Estep Score: -10756850.000000 Penalty: 13138.993164 Iteration 43Q: 3 clusters Score -1.075685e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10248 members Mstep: Class 2 contains 35263 members Entering Unmasked Estep Score: -10756855.000000 Penalty: 13138.993164 Iteration 44Q: 3 clusters Score -1.075686e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10229 members Mstep: Class 2 contains 35282 members Entering Unmasked Estep Score: -10756859.000000 Penalty: 13138.993164 Iteration 45Q: 3 clusters Score -1.075686e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 35305 members Entering Unmasked Estep Score: -10756872.000000 Penalty: 13138.993164 Iteration 46Q: 3 clusters Score -1.075687e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 35338 members Entering Unmasked Estep Score: -10756866.000000 Penalty: 13138.993164 Iteration 47Q: 3 clusters Score -1.075687e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10156 members Mstep: Class 2 contains 35355 members Entering Unmasked Estep Score: -10756878.000000 Penalty: 13138.993164 Iteration 48Q: 3 clusters Score -1.075688e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10133 members Mstep: Class 2 contains 35378 members Entering Unmasked Estep Score: -10756882.000000 Penalty: 13138.993164 Iteration 49Q: 3 clusters Score -1.075688e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 35399 members Entering Unmasked Estep Score: -10756883.000000 Penalty: 13138.993164 Iteration 50Q: 3 clusters Score -1.075688e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 35420 members Entering Unmasked Estep Score: -10756889.000000 Penalty: 13138.993164 Iteration 51Q: 3 clusters Score -1.075689e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 35443 members Entering Unmasked Estep Score: -10756892.000000 Penalty: 13138.993164 Iteration 52Q: 3 clusters Score -1.075689e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 35458 members Entering Unmasked Estep Score: -10756907.000000 Penalty: 13138.993164 Iteration 53Q: 3 clusters Score -1.075691e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 35479 members Entering Unmasked Estep Score: -10756882.000000 Penalty: 13138.993164 Iteration 54Q: 3 clusters Score -1.075688e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9999 members Mstep: Class 2 contains 35512 members Entering Unmasked Estep Score: -10756912.000000 Penalty: 13138.993164 Iteration 55Q: 3 clusters Score -1.075691e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 35536 members Entering Unmasked Estep Score: -10756931.000000 Penalty: 13138.993164 Iteration 56Q: 3 clusters Score -1.075693e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 35558 members Entering Unmasked Estep Score: -10756978.000000 Penalty: 13138.993164 Iteration 57Q: 3 clusters Score -1.075698e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 35581 members Entering Unmasked Estep Score: -10756959.000000 Penalty: 13138.993164 Iteration 58Q: 3 clusters Score -1.075696e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 35612 members Entering Unmasked Estep Score: -10756961.000000 Penalty: 13138.993164 Iteration 59Q: 3 clusters Score -1.075696e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 35642 members Entering Unmasked Estep Score: -10756995.000000 Penalty: 13138.993164 Iteration 60F: 3 clusters Score -1.0757e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 35682 members Entering Unmasked Estep Score: -10757002.000000 Penalty: 13138.993164 Iteration 61Q: 3 clusters Score -1.0757e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 35727 members Entering Unmasked Estep Score: -10757035.000000 Penalty: 13138.993164 Iteration 62Q: 3 clusters Score -1.075704e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 35783 members Entering Unmasked Estep Score: -10757062.000000 Penalty: 13138.993164 Iteration 63Q: 3 clusters Score -1.075706e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 35851 members Entering Unmasked Estep Score: -10757137.000000 Penalty: 13138.993164 Iteration 64Q: 3 clusters Score -1.075714e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 35949 members Entering Unmasked Estep Score: -10757158.000000 Penalty: 13138.993164 Iteration 65Q: 3 clusters Score -1.075716e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 36060 members Entering Unmasked Estep Score: -10757274.000000 Penalty: 13138.993164 Iteration 66Q: 3 clusters Score -1.075727e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 36188 members Entering Unmasked Estep Score: -10757389.000000 Penalty: 13138.993164 Iteration 67Q: 3 clusters Score -1.075739e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 36356 members Entering Unmasked Estep Score: -10757550.000000 Penalty: 13138.993164 Iteration 68Q: 3 clusters Score -1.075755e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 36547 members Entering Unmasked Estep Score: -10757695.000000 Penalty: 13138.993164 Iteration 69Q: 3 clusters Score -1.07577e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 36717 members Entering Unmasked Estep Score: -10757863.000000 Penalty: 13138.993164 Iteration 70Q: 3 clusters Score -1.075786e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 36865 members Entering Unmasked Estep Score: -10758017.000000 Penalty: 13138.993164 Iteration 71Q: 3 clusters Score -1.075802e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 36969 members Entering Unmasked Estep Score: -10758072.000000 Penalty: 13138.993164 Iteration 72Q: 3 clusters Score -1.075807e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 37041 members Entering Unmasked Estep Score: -10758122.000000 Penalty: 13138.993164 Iteration 73Q: 3 clusters Score -1.075812e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 37092 members Entering Unmasked Estep Score: -10758158.000000 Penalty: 13138.993164 Iteration 74Q: 3 clusters Score -1.075816e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 37127 members Entering Unmasked Estep Score: -10758161.000000 Penalty: 13138.993164 Iteration 75Q: 3 clusters Score -1.075816e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 37154 members Entering Unmasked Estep Score: -10758168.000000 Penalty: 13138.993164 Iteration 76Q: 3 clusters Score -1.075817e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 37183 members Entering Unmasked Estep Score: -10758165.000000 Penalty: 13138.993164 Iteration 77Q: 3 clusters Score -1.075816e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8307 members Mstep: Class 2 contains 37204 members Entering Unmasked Estep Score: -10758190.000000 Penalty: 13138.993164 Iteration 78Q: 3 clusters Score -1.075819e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 37215 members Entering Unmasked Estep Score: -10758197.000000 Penalty: 13138.993164 Iteration 79Q: 3 clusters Score -1.07582e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 37226 members Entering Unmasked Estep Score: -10758172.000000 Penalty: 13138.993164 Iteration 80F: 3 clusters Score -1.075817e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 37233 members Entering Unmasked Estep Score: -10758168.000000 Penalty: 13138.993164 Iteration 81Q: 3 clusters Score -1.075817e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 37237 members Entering Unmasked Estep Score: -10758171.000000 Penalty: 13138.993164 Iteration 82Q: 3 clusters Score -1.075817e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 37241 members Entering Unmasked Estep Score: -10758173.000000 Penalty: 13138.993164 Iteration 83Q: 3 clusters Score -1.075817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 37241 members Entering Unmasked Estep Score: -10758176.000000 Penalty: 13138.993164 Iteration 84Q: 3 clusters Score -1.075818e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 37241 members Entering Unmasked Estep Score: -10758176.000000 Penalty: 13138.993164 Iteration 85F: 3 clusters Score -1.075818e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Entering Unmasked Estep Score: -763965.812500 Penalty: 4996.915527 Iteration 0F: 2 clusters Score -763965.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -757950.625000 Penalty: 9993.831055 Iteration 0F: 3 clusters Score -757950.6 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -758940.750000 Penalty: 9993.831055 Iteration 1F: 3 clusters Score -758940.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -759194.250000 Penalty: 9993.831055 Iteration 2F: 3 clusters Score -759194.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -759329.437500 Penalty: 9993.831055 Iteration 3Q: 3 clusters Score -759329.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -759422.500000 Penalty: 9993.831055 Iteration 4Q: 3 clusters Score -759422.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -759516.437500 Penalty: 9993.831055 Iteration 5Q: 3 clusters Score -759516.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -759622.687500 Penalty: 9993.831055 Iteration 6Q: 3 clusters Score -759622.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -759734.500000 Penalty: 9993.831055 Iteration 7Q: 3 clusters Score -759734.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -759846.000000 Penalty: 9993.831055 Iteration 8Q: 3 clusters Score -759846 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -759969.125000 Penalty: 9993.831055 Iteration 9Q: 3 clusters Score -759969.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -760046.312500 Penalty: 9993.831055 Iteration 10Q: 3 clusters Score -760046.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -760089.875000 Penalty: 9993.831055 Iteration 11Q: 3 clusters Score -760089.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -760116.562500 Penalty: 9993.831055 Iteration 12Q: 3 clusters Score -760116.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -760131.562500 Penalty: 9993.831055 Iteration 13Q: 3 clusters Score -760131.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -760157.562500 Penalty: 9993.831055 Iteration 14Q: 3 clusters Score -760157.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -760176.562500 Penalty: 9993.831055 Iteration 15Q: 3 clusters Score -760176.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -760189.625000 Penalty: 9993.831055 Iteration 16Q: 3 clusters Score -760189.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -760197.562500 Penalty: 9993.831055 Iteration 17Q: 3 clusters Score -760197.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -760204.125000 Penalty: 9993.831055 Iteration 18Q: 3 clusters Score -760204.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -760209.437500 Penalty: 9993.831055 Iteration 19Q: 3 clusters Score -760209.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -760211.562500 Penalty: 9993.831055 Iteration 20F: 3 clusters Score -760211.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -760213.937500 Penalty: 9993.831055 Iteration 21Q: 3 clusters Score -760213.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -760213.937500 Penalty: 9993.831055 Iteration 22F: 3 clusters Score -760213.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (14740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14740 members Entering Unmasked Estep Score: -3522788.750000 Penalty: 5878.971191 Iteration 0F: 2 clusters Score -3522789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -3509654.750000 Penalty: 11757.942383 Iteration 0F: 3 clusters Score -3509655 nChanged 5660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -3512690.750000 Penalty: 11757.942383 Iteration 1F: 3 clusters Score -3512691 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -3513265.750000 Penalty: 11757.942383 Iteration 2F: 3 clusters Score -3513266 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -3513642.500000 Penalty: 11757.942383 Iteration 3Q: 3 clusters Score -3513642 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -3513936.000000 Penalty: 11757.942383 Iteration 4Q: 3 clusters Score -3513936 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -3514186.250000 Penalty: 11757.942383 Iteration 5Q: 3 clusters Score -3514186 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -3514411.750000 Penalty: 11757.942383 Iteration 6Q: 3 clusters Score -3514412 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -3514689.500000 Penalty: 11757.942383 Iteration 7Q: 3 clusters Score -3514690 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -3514954.000000 Penalty: 11757.942383 Iteration 8Q: 3 clusters Score -3514954 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -3515253.500000 Penalty: 11757.942383 Iteration 9Q: 3 clusters Score -3515254 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -3515531.750000 Penalty: 11757.942383 Iteration 10Q: 3 clusters Score -3515532 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -3515795.000000 Penalty: 11757.942383 Iteration 11Q: 3 clusters Score -3515795 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -3516077.250000 Penalty: 11757.942383 Iteration 12Q: 3 clusters Score -3516077 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -3516335.500000 Penalty: 11757.942383 Iteration 13Q: 3 clusters Score -3516336 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -3516590.250000 Penalty: 11757.942383 Iteration 14Q: 3 clusters Score -3516590 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 8763 members Entering Unmasked Estep Score: -3516847.000000 Penalty: 11757.942383 Iteration 15Q: 3 clusters Score -3516847 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -3517096.500000 Penalty: 11757.942383 Iteration 16Q: 3 clusters Score -3517096 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -3517330.000000 Penalty: 11757.942383 Iteration 17Q: 3 clusters Score -3517330 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -3517531.500000 Penalty: 11757.942383 Iteration 18Q: 3 clusters Score -3517532 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -3517786.000000 Penalty: 11757.942383 Iteration 19Q: 3 clusters Score -3517786 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -3518012.000000 Penalty: 11757.942383 Iteration 20F: 3 clusters Score -3518012 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 10914 members Entering Unmasked Estep Score: -3518206.750000 Penalty: 11757.942383 Iteration 21Q: 3 clusters Score -3518207 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 11198 members Entering Unmasked Estep Score: -3518407.250000 Penalty: 11757.942383 Iteration 22Q: 3 clusters Score -3518407 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -3518564.750000 Penalty: 11757.942383 Iteration 23Q: 3 clusters Score -3518565 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -3518696.750000 Penalty: 11757.942383 Iteration 24Q: 3 clusters Score -3518697 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 11863 members Entering Unmasked Estep Score: -3518793.750000 Penalty: 11757.942383 Iteration 25Q: 3 clusters Score -3518794 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -3518884.250000 Penalty: 11757.942383 Iteration 26Q: 3 clusters Score -3518884 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -3518936.250000 Penalty: 11757.942383 Iteration 27Q: 3 clusters Score -3518936 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 12239 members Entering Unmasked Estep Score: -3518986.750000 Penalty: 11757.942383 Iteration 28Q: 3 clusters Score -3518987 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -3519017.500000 Penalty: 11757.942383 Iteration 29Q: 3 clusters Score -3519018 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -3519057.500000 Penalty: 11757.942383 Iteration 30Q: 3 clusters Score -3519058 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -3519071.500000 Penalty: 11757.942383 Iteration 31Q: 3 clusters Score -3519072 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 12515 members Entering Unmasked Estep Score: -3519115.750000 Penalty: 11757.942383 Iteration 32Q: 3 clusters Score -3519116 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -3519143.000000 Penalty: 11757.942383 Iteration 33Q: 3 clusters Score -3519143 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 12606 members Entering Unmasked Estep Score: -3519166.750000 Penalty: 11757.942383 Iteration 34Q: 3 clusters Score -3519167 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 12641 members Entering Unmasked Estep Score: -3519184.500000 Penalty: 11757.942383 Iteration 35Q: 3 clusters Score -3519184 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 12671 members Entering Unmasked Estep Score: -3519205.500000 Penalty: 11757.942383 Iteration 36Q: 3 clusters Score -3519206 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -3519215.750000 Penalty: 11757.942383 Iteration 37Q: 3 clusters Score -3519216 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -3519221.500000 Penalty: 11757.942383 Iteration 38Q: 3 clusters Score -3519222 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 12747 members Entering Unmasked Estep Score: -3519237.750000 Penalty: 11757.942383 Iteration 39Q: 3 clusters Score -3519238 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 12773 members Entering Unmasked Estep Score: -3519242.000000 Penalty: 11757.942383 Iteration 40F: 3 clusters Score -3519242 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 12786 members Entering Unmasked Estep Score: -3519262.500000 Penalty: 11757.942383 Iteration 41Q: 3 clusters Score -3519262 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -3519262.250000 Penalty: 11757.942383 Iteration 42Q: 3 clusters Score -3519262 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -3519268.500000 Penalty: 11757.942383 Iteration 43Q: 3 clusters Score -3519268 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 12832 members Entering Unmasked Estep Score: -3519280.000000 Penalty: 11757.942383 Iteration 44Q: 3 clusters Score -3519280 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 12842 members Entering Unmasked Estep Score: -3519287.750000 Penalty: 11757.942383 Iteration 45Q: 3 clusters Score -3519288 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -3519293.000000 Penalty: 11757.942383 Iteration 46Q: 3 clusters Score -3519293 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -3519301.750000 Penalty: 11757.942383 Iteration 47Q: 3 clusters Score -3519302 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 12864 members Entering Unmasked Estep Score: -3519299.250000 Penalty: 11757.942383 Iteration 48Q: 3 clusters Score -3519299 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 12871 members Entering Unmasked Estep Score: -3519299.750000 Penalty: 11757.942383 Iteration 49Q: 3 clusters Score -3519300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 12875 members Entering Unmasked Estep Score: -3519309.750000 Penalty: 11757.942383 Iteration 50Q: 3 clusters Score -3519310 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -3519315.000000 Penalty: 11757.942383 Iteration 51Q: 3 clusters Score -3519315 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 12886 members Entering Unmasked Estep Score: -3519312.250000 Penalty: 11757.942383 Iteration 52Q: 3 clusters Score -3519312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 12890 members Entering Unmasked Estep Score: -3519312.750000 Penalty: 11757.942383 Iteration 53Q: 3 clusters Score -3519313 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -3519309.750000 Penalty: 11757.942383 Iteration 54Q: 3 clusters Score -3519310 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -3519309.750000 Penalty: 11757.942383 Iteration 55F: 3 clusters Score -3519310 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (8120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Entering Unmasked Estep Score: -1910190.125000 Penalty: 5513.777344 Iteration 0F: 2 clusters Score -1910190 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1901118.625000 Penalty: 11027.554688 Iteration 0F: 3 clusters Score -1901119 nChanged 2879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1902873.375000 Penalty: 11027.554688 Iteration 1F: 3 clusters Score -1902873 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -1903304.125000 Penalty: 11027.554688 Iteration 2F: 3 clusters Score -1903304 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1903629.750000 Penalty: 11027.554688 Iteration 3Q: 3 clusters Score -1903630 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1903933.000000 Penalty: 11027.554688 Iteration 4Q: 3 clusters Score -1903933 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1904292.000000 Penalty: 11027.554688 Iteration 5Q: 3 clusters Score -1904292 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1904718.000000 Penalty: 11027.554688 Iteration 6Q: 3 clusters Score -1904718 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1905140.250000 Penalty: 11027.554688 Iteration 7Q: 3 clusters Score -1905140 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -1905556.250000 Penalty: 11027.554688 Iteration 8Q: 3 clusters Score -1905556 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -1905989.750000 Penalty: 11027.554688 Iteration 9F: 3 clusters Score -1905990 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1906446.500000 Penalty: 11027.554688 Iteration 10Q: 3 clusters Score -1906446 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1906876.125000 Penalty: 11027.554688 Iteration 11Q: 3 clusters Score -1906876 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -1907265.000000 Penalty: 11027.554688 Iteration 12Q: 3 clusters Score -1907265 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1907569.250000 Penalty: 11027.554688 Iteration 13Q: 3 clusters Score -1907569 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1907805.875000 Penalty: 11027.554688 Iteration 14Q: 3 clusters Score -1907806 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1907930.875000 Penalty: 11027.554688 Iteration 15Q: 3 clusters Score -1907931 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1908001.000000 Penalty: 11027.554688 Iteration 16Q: 3 clusters Score -1908001 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -1908037.375000 Penalty: 11027.554688 Iteration 17Q: 3 clusters Score -1908037 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -1908063.625000 Penalty: 11027.554688 Iteration 18Q: 3 clusters Score -1908064 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -1908073.500000 Penalty: 11027.554688 Iteration 19Q: 3 clusters Score -1908074 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1908077.875000 Penalty: 11027.554688 Iteration 20F: 3 clusters Score -1908078 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -1908085.250000 Penalty: 11027.554688 Iteration 21Q: 3 clusters Score -1908085 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -1908089.625000 Penalty: 11027.554688 Iteration 22Q: 3 clusters Score -1908090 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1908097.250000 Penalty: 11027.554688 Iteration 23Q: 3 clusters Score -1908097 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -1908101.500000 Penalty: 11027.554688 Iteration 24Q: 3 clusters Score -1908102 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1908104.750000 Penalty: 11027.554688 Iteration 25Q: 3 clusters Score -1908105 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1908100.875000 Penalty: 11027.554688 Iteration 26Q: 3 clusters Score -1908101 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -1908104.375000 Penalty: 11027.554688 Iteration 27Q: 3 clusters Score -1908104 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -1908109.000000 Penalty: 11027.554688 Iteration 28Q: 3 clusters Score -1908109 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -1908109.875000 Penalty: 11027.554688 Iteration 29Q: 3 clusters Score -1908110 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1908109.125000 Penalty: 11027.554688 Iteration 30Q: 3 clusters Score -1908109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1908108.125000 Penalty: 11027.554688 Iteration 31Q: 3 clusters Score -1908108 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1908108.625000 Penalty: 11027.554688 Iteration 32Q: 3 clusters Score -1908109 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1908109.125000 Penalty: 11027.554688 Iteration 33Q: 3 clusters Score -1908109 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1908109.125000 Penalty: 11027.554688 Iteration 34F: 3 clusters Score -1908109 nChanged 0 --- Evaluating fit on full set of 1315857 points --- Entering Unmasked Estep Score: -304762080.000000 Penalty: 207122.968750 24->25 Clusters: Score -304762080.000000, best is -304948224.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 438619 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18389 members Mstep: Class 2 contains 18357 members Mstep: Class 3 contains 18342 members Mstep: Class 4 contains 18239 members Mstep: Class 5 contains 18188 members Mstep: Class 6 contains 18354 members Mstep: Class 7 contains 18348 members Mstep: Class 8 contains 17965 members Mstep: Class 9 contains 18283 members Mstep: Class 10 contains 18155 members Mstep: Class 11 contains 18364 members Mstep: Class 12 contains 18088 members Mstep: Class 13 contains 18232 members Mstep: Class 14 contains 18161 members Mstep: Class 15 contains 18490 members Mstep: Class 16 contains 18414 members Mstep: Class 17 contains 18395 members Mstep: Class 18 contains 18205 members Mstep: Class 19 contains 18466 members Mstep: Class 20 contains 18096 members Mstep: Class 21 contains 18322 members Mstep: Class 22 contains 18288 members Mstep: Class 23 contains 18316 members Mstep: Class 24 contains 18162 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 797.815979 but Gain 7957.218750 Score: -96364440.000000 Penalty: 183016.156250 Iteration 0F: 24 clusters Score -9.636444e+07 nChanged 415939 Entering Unmasked Mstep Mstep: Class 0 contains 1472 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 18137 members Mstep: Class 3 contains 11341 members Mstep: Class 4 contains 11699 members Mstep: Class 5 contains 18859 members Mstep: Class 6 contains 9984 members Mstep: Class 7 contains 33338 members Mstep: Class 8 contains 38528 members Mstep: Class 9 contains 4608 members Mstep: Class 10 contains 35673 members Mstep: Class 11 contains 4646 members Mstep: Class 12 contains 6211 members Mstep: Class 14 contains 9703 members Mstep: Class 15 contains 27110 members Mstep: Class 16 contains 5299 members Mstep: Class 17 contains 8371 members Mstep: Class 18 contains 28888 members Mstep: Class 19 contains 28537 members Mstep: Class 20 contains 11878 members Mstep: Class 21 contains 10076 members Mstep: Class 22 contains 2972 members Mstep: Class 23 contains 28823 members Mstep: Class 24 contains 73577 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 4275.417969 but Gain 7957.218750 Score: -100105000.000000 Penalty: 175058.937500 Iteration 1F: 23 clusters Score -1.00105e+08 nChanged 203082 Entering Unmasked Mstep Mstep: Class 0 contains 360 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 14768 members Mstep: Class 3 contains 4378 members Mstep: Class 4 contains 3257 members Mstep: Class 5 contains 7704 members Mstep: Class 6 contains 27460 members Mstep: Class 7 contains 14892 members Mstep: Class 8 contains 48126 members Mstep: Class 9 contains 7434 members Mstep: Class 10 contains 36767 members Mstep: Class 11 contains 2472 members Mstep: Class 12 contains 1216 members Mstep: Class 14 contains 7912 members Mstep: Class 15 contains 28073 members Mstep: Class 16 contains 1720 members Mstep: Class 17 contains 5524 members Mstep: Class 18 contains 35654 members Mstep: Class 19 contains 38252 members Mstep: Class 20 contains 8794 members Mstep: Class 22 contains 2215 members Mstep: Class 23 contains 28754 members Mstep: Class 24 contains 103041 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1200.041260 but Gain 7957.234375 Score: -100960928.000000 Penalty: 167101.703125 Iteration 2F: 22 clusters Score -1.009609e+08 nChanged 133441 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 13528 members Mstep: Class 4 contains 1215 members Mstep: Class 5 contains 6475 members Mstep: Class 6 contains 38141 members Mstep: Class 7 contains 20464 members Mstep: Class 8 contains 41912 members Mstep: Class 9 contains 10248 members Mstep: Class 10 contains 35109 members Mstep: Class 11 contains 3052 members Mstep: Class 12 contains 1308 members Mstep: Class 14 contains 6408 members Mstep: Class 15 contains 29913 members Mstep: Class 16 contains 1503 members Mstep: Class 17 contains 2610 members Mstep: Class 18 contains 39337 members Mstep: Class 19 contains 53973 members Mstep: Class 20 contains 5614 members Mstep: Class 22 contains 1933 members Mstep: Class 23 contains 25626 members Mstep: Class 24 contains 92957 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 3819.996094 but Gain 7957.218750 Score: -101228872.000000 Penalty: 159144.484375 Iteration 3F: 21 clusters Score -1.012289e+08 nChanged 90522 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 13750 members Mstep: Class 4 contains 974 members Mstep: Class 5 contains 5265 members Mstep: Class 6 contains 35021 members Mstep: Class 7 contains 27778 members Mstep: Class 8 contains 35290 members Mstep: Class 9 contains 10409 members Mstep: Class 10 contains 33335 members Mstep: Class 11 contains 3987 members Mstep: Class 12 contains 1310 members Mstep: Class 14 contains 6911 members Mstep: Class 15 contains 35191 members Mstep: Class 16 contains 1691 members Mstep: Class 18 contains 41790 members Mstep: Class 19 contains 71318 members Mstep: Class 20 contains 4506 members Mstep: Class 22 contains 1910 members Mstep: Class 23 contains 24769 members Mstep: Class 24 contains 78685 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 5208.245605 but Gain 7957.218750 Score: -101367088.000000 Penalty: 151187.265625 Iteration 4F: 20 clusters Score -1.013671e+08 nChanged 68102 Entering Unmasked Mstep Mstep: Class 0 contains 48 members Mstep: Class 2 contains 15443 members Mstep: Class 4 contains 927 members Mstep: Class 5 contains 4754 members Mstep: Class 6 contains 29719 members Mstep: Class 7 contains 32462 members Mstep: Class 8 contains 33253 members Mstep: Class 9 contains 9783 members Mstep: Class 10 contains 29343 members Mstep: Class 11 contains 4022 members Mstep: Class 12 contains 1311 members Mstep: Class 14 contains 7412 members Mstep: Class 15 contains 38363 members Mstep: Class 16 contains 1766 members Mstep: Class 18 contains 44445 members Mstep: Class 19 contains 86054 members Mstep: Class 20 contains 4440 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 23343 members Mstep: Class 24 contains 69823 members Entering Unmasked Estep ConsiderDeletion Score: -101454952.000000 Penalty: 151187.265625 Iteration 5F: 20 clusters Score -1.01455e+08 nChanged 49869 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 2 contains 17666 members Mstep: Class 4 contains 897 members Mstep: Class 5 contains 4740 members Mstep: Class 6 contains 26046 members Mstep: Class 7 contains 33604 members Mstep: Class 8 contains 31890 members Mstep: Class 9 contains 9101 members Mstep: Class 10 contains 23777 members Mstep: Class 11 contains 4017 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7538 members Mstep: Class 15 contains 39271 members Mstep: Class 16 contains 1823 members Mstep: Class 18 contains 48079 members Mstep: Class 19 contains 96365 members Mstep: Class 20 contains 4700 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 21661 members Mstep: Class 24 contains 64178 members Entering Unmasked Estep ConsiderDeletion Score: -101511496.000000 Penalty: 151187.265625 Iteration 6F: 20 clusters Score -1.015115e+08 nChanged 39415 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 2 contains 20003 members Mstep: Class 4 contains 888 members Mstep: Class 5 contains 4821 members Mstep: Class 6 contains 23959 members Mstep: Class 7 contains 33033 members Mstep: Class 8 contains 30806 members Mstep: Class 9 contains 8669 members Mstep: Class 10 contains 19385 members Mstep: Class 11 contains 4056 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7565 members Mstep: Class 15 contains 39766 members Mstep: Class 16 contains 1837 members Mstep: Class 18 contains 53436 members Mstep: Class 19 contains 103241 members Mstep: Class 20 contains 5028 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 20107 members Mstep: Class 24 contains 58754 members Entering Unmasked Estep ConsiderDeletion Score: -101554560.000000 Penalty: 151187.265625 Iteration 7F: 20 clusters Score -1.015546e+08 nChanged 32220 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 2 contains 21762 members Mstep: Class 4 contains 886 members Mstep: Class 5 contains 4780 members Mstep: Class 6 contains 22840 members Mstep: Class 7 contains 31788 members Mstep: Class 8 contains 29638 members Mstep: Class 9 contains 8723 members Mstep: Class 10 contains 16351 members Mstep: Class 11 contains 4002 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7737 members Mstep: Class 15 contains 40214 members Mstep: Class 16 contains 1828 members Mstep: Class 18 contains 59970 members Mstep: Class 19 contains 107654 members Mstep: Class 20 contains 5357 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 18837 members Mstep: Class 24 contains 52987 members Entering Unmasked Estep ConsiderDeletion Score: -101588800.000000 Penalty: 151187.265625 Iteration 8F: 20 clusters Score -1.015888e+08 nChanged 25673 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 2 contains 22857 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4643 members Mstep: Class 6 contains 22247 members Mstep: Class 7 contains 30495 members Mstep: Class 8 contains 28686 members Mstep: Class 9 contains 9175 members Mstep: Class 10 contains 14614 members Mstep: Class 11 contains 3871 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 8096 members Mstep: Class 15 contains 39957 members Mstep: Class 16 contains 1813 members Mstep: Class 18 contains 66050 members Mstep: Class 19 contains 110179 members Mstep: Class 20 contains 5621 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 18001 members Mstep: Class 24 contains 48160 members Entering Unmasked Estep ConsiderDeletion Score: -101617920.000000 Penalty: 151187.265625 Iteration 9F: 20 clusters Score -1.016179e+08 nChanged 19362 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 2 contains 23660 members Mstep: Class 4 contains 891 members Mstep: Class 5 contains 4438 members Mstep: Class 6 contains 21945 members Mstep: Class 7 contains 29670 members Mstep: Class 8 contains 28160 members Mstep: Class 9 contains 9446 members Mstep: Class 10 contains 13559 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 8502 members Mstep: Class 15 contains 39350 members Mstep: Class 16 contains 1792 members Mstep: Class 18 contains 70487 members Mstep: Class 19 contains 111472 members Mstep: Class 20 contains 5834 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 17508 members Mstep: Class 24 contains 44952 members Entering Unmasked Estep ConsiderDeletion Score: -101637192.000000 Penalty: 151187.265625 Iteration 10Q: 20 clusters Score -1.016372e+08 nChanged 14502 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 24285 members Mstep: Class 4 contains 892 members Mstep: Class 5 contains 4230 members Mstep: Class 6 contains 21765 members Mstep: Class 7 contains 29485 members Mstep: Class 8 contains 28033 members Mstep: Class 9 contains 9496 members Mstep: Class 10 contains 12839 members Mstep: Class 11 contains 3513 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 8727 members Mstep: Class 15 contains 38556 members Mstep: Class 16 contains 1765 members Mstep: Class 18 contains 73505 members Mstep: Class 19 contains 112048 members Mstep: Class 20 contains 6025 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 17067 members Mstep: Class 24 contains 43125 members Entering Unmasked Estep ConsiderDeletion Score: -101649384.000000 Penalty: 151187.265625 Iteration 11Q: 20 clusters Score -1.016494e+08 nChanged 11238 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 24640 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 4021 members Mstep: Class 6 contains 21599 members Mstep: Class 7 contains 29373 members Mstep: Class 8 contains 28152 members Mstep: Class 9 contains 9427 members Mstep: Class 10 contains 12332 members Mstep: Class 11 contains 3410 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 8748 members Mstep: Class 15 contains 37694 members Mstep: Class 16 contains 1730 members Mstep: Class 18 contains 75656 members Mstep: Class 19 contains 112446 members Mstep: Class 20 contains 6203 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 16787 members Mstep: Class 24 contains 42244 members Entering Unmasked Estep ConsiderDeletion Score: -101657888.000000 Penalty: 151187.265625 Iteration 12Q: 20 clusters Score -1.016579e+08 nChanged 9278 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 24910 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 3790 members Mstep: Class 6 contains 21388 members Mstep: Class 7 contains 29323 members Mstep: Class 8 contains 28120 members Mstep: Class 9 contains 9237 members Mstep: Class 10 contains 11998 members Mstep: Class 11 contains 3383 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 8624 members Mstep: Class 15 contains 36850 members Mstep: Class 16 contains 1688 members Mstep: Class 18 contains 77294 members Mstep: Class 19 contains 112972 members Mstep: Class 20 contains 6457 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 16488 members Mstep: Class 24 contains 41940 members Entering Unmasked Estep ConsiderDeletion Score: -101662256.000000 Penalty: 151187.265625 Iteration 13Q: 20 clusters Score -1.016623e+08 nChanged 7482 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 25103 members Mstep: Class 4 contains 895 members Mstep: Class 5 contains 3588 members Mstep: Class 6 contains 21131 members Mstep: Class 7 contains 29236 members Mstep: Class 8 contains 27930 members Mstep: Class 9 contains 9019 members Mstep: Class 10 contains 11868 members Mstep: Class 11 contains 3373 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 8463 members Mstep: Class 15 contains 36106 members Mstep: Class 16 contains 1640 members Mstep: Class 18 contains 78528 members Mstep: Class 19 contains 113612 members Mstep: Class 20 contains 6689 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 16242 members Mstep: Class 24 contains 41933 members Entering Unmasked Estep ConsiderDeletion Score: -101664976.000000 Penalty: 151187.265625 Iteration 14Q: 20 clusters Score -1.01665e+08 nChanged 5964 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 25264 members Mstep: Class 4 contains 895 members Mstep: Class 5 contains 3427 members Mstep: Class 6 contains 20895 members Mstep: Class 7 contains 29156 members Mstep: Class 8 contains 27705 members Mstep: Class 9 contains 8791 members Mstep: Class 10 contains 11830 members Mstep: Class 11 contains 3366 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 8270 members Mstep: Class 15 contains 35517 members Mstep: Class 16 contains 1583 members Mstep: Class 18 contains 79443 members Mstep: Class 19 contains 114272 members Mstep: Class 20 contains 6899 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 16023 members Mstep: Class 24 contains 42020 members Entering Unmasked Estep ConsiderDeletion Score: -101667072.000000 Penalty: 151187.265625 Iteration 15Q: 20 clusters Score -1.016671e+08 nChanged 4899 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 25427 members Mstep: Class 4 contains 897 members Mstep: Class 5 contains 3289 members Mstep: Class 6 contains 20709 members Mstep: Class 7 contains 29128 members Mstep: Class 8 contains 27461 members Mstep: Class 9 contains 8501 members Mstep: Class 10 contains 11909 members Mstep: Class 11 contains 3364 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 8124 members Mstep: Class 15 contains 35055 members Mstep: Class 16 contains 1552 members Mstep: Class 18 contains 80145 members Mstep: Class 19 contains 114867 members Mstep: Class 20 contains 7127 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 15767 members Mstep: Class 24 contains 42034 members Entering Unmasked Estep ConsiderDeletion Score: -101668872.000000 Penalty: 151187.265625 Iteration 16Q: 20 clusters Score -1.016689e+08 nChanged 4096 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 25564 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 3180 members Mstep: Class 6 contains 20528 members Mstep: Class 7 contains 29119 members Mstep: Class 8 contains 27264 members Mstep: Class 9 contains 8271 members Mstep: Class 10 contains 12059 members Mstep: Class 11 contains 3361 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7988 members Mstep: Class 15 contains 34669 members Mstep: Class 16 contains 1530 members Mstep: Class 18 contains 80640 members Mstep: Class 19 contains 115397 members Mstep: Class 20 contains 7256 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 15520 members Mstep: Class 24 contains 42112 members Entering Unmasked Estep ConsiderDeletion Score: -101670264.000000 Penalty: 151187.265625 Iteration 17Q: 20 clusters Score -1.016703e+08 nChanged 3493 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 25699 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 3074 members Mstep: Class 6 contains 20385 members Mstep: Class 7 contains 29103 members Mstep: Class 8 contains 27095 members Mstep: Class 9 contains 8030 members Mstep: Class 10 contains 12253 members Mstep: Class 11 contains 3369 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7865 members Mstep: Class 15 contains 34306 members Mstep: Class 16 contains 1512 members Mstep: Class 18 contains 81040 members Mstep: Class 19 contains 115843 members Mstep: Class 20 contains 7358 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 15289 members Mstep: Class 24 contains 42235 members Entering Unmasked Estep ConsiderDeletion Score: -101671984.000000 Penalty: 151187.265625 Iteration 18Q: 20 clusters Score -1.01672e+08 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 25803 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 2989 members Mstep: Class 6 contains 20271 members Mstep: Class 7 contains 29084 members Mstep: Class 8 contains 26885 members Mstep: Class 9 contains 7771 members Mstep: Class 10 contains 12497 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7746 members Mstep: Class 15 contains 34019 members Mstep: Class 16 contains 1500 members Mstep: Class 18 contains 81362 members Mstep: Class 19 contains 116182 members Mstep: Class 20 contains 7507 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 15116 members Mstep: Class 24 contains 42356 members Entering Unmasked Estep ConsiderDeletion Score: -101673480.000000 Penalty: 151187.265625 Iteration 19Q: 20 clusters Score -1.016735e+08 nChanged 2853 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 25901 members Mstep: Class 4 contains 906 members Mstep: Class 5 contains 2916 members Mstep: Class 6 contains 20164 members Mstep: Class 7 contains 29052 members Mstep: Class 8 contains 26650 members Mstep: Class 9 contains 7513 members Mstep: Class 10 contains 12688 members Mstep: Class 11 contains 3363 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7596 members Mstep: Class 15 contains 33746 members Mstep: Class 16 contains 1489 members Mstep: Class 18 contains 81627 members Mstep: Class 19 contains 116434 members Mstep: Class 20 contains 7784 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 15015 members Mstep: Class 24 contains 42512 members Entering Unmasked Estep ConsiderDeletion Score: -101675200.000000 Penalty: 151187.265625 Iteration 20F: 20 clusters Score -1.016752e+08 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 25986 members Mstep: Class 4 contains 909 members Mstep: Class 5 contains 2965 members Mstep: Class 6 contains 20063 members Mstep: Class 7 contains 29018 members Mstep: Class 8 contains 26513 members Mstep: Class 9 contains 7332 members Mstep: Class 10 contains 12712 members Mstep: Class 11 contains 3364 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7429 members Mstep: Class 15 contains 33528 members Mstep: Class 16 contains 1345 members Mstep: Class 18 contains 81849 members Mstep: Class 19 contains 116643 members Mstep: Class 20 contains 8123 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 14919 members Mstep: Class 24 contains 42658 members Entering Unmasked Estep ConsiderDeletion Score: -101678104.000000 Penalty: 151187.265625 Iteration 21Q: 20 clusters Score -1.016781e+08 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26071 members Mstep: Class 4 contains 910 members Mstep: Class 5 contains 2891 members Mstep: Class 6 contains 19975 members Mstep: Class 7 contains 28994 members Mstep: Class 8 contains 26427 members Mstep: Class 9 contains 7265 members Mstep: Class 10 contains 12626 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 7237 members Mstep: Class 15 contains 33335 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 82084 members Mstep: Class 19 contains 116836 members Mstep: Class 20 contains 8467 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 14801 members Mstep: Class 24 contains 42735 members Entering Unmasked Estep ConsiderDeletion Score: -101680880.000000 Penalty: 151187.265625 Iteration 22Q: 20 clusters Score -1.016809e+08 nChanged 2945 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26147 members Mstep: Class 4 contains 910 members Mstep: Class 5 contains 2828 members Mstep: Class 6 contains 19916 members Mstep: Class 7 contains 28946 members Mstep: Class 8 contains 26397 members Mstep: Class 9 contains 7158 members Mstep: Class 10 contains 12582 members Mstep: Class 11 contains 3367 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 6954 members Mstep: Class 15 contains 33161 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 82336 members Mstep: Class 19 contains 116954 members Mstep: Class 20 contains 8896 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 14662 members Mstep: Class 24 contains 42805 members Entering Unmasked Estep ConsiderDeletion Score: -101684968.000000 Penalty: 151187.265625 Iteration 23Q: 20 clusters Score -1.01685e+08 nChanged 3348 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26224 members Mstep: Class 4 contains 910 members Mstep: Class 5 contains 2778 members Mstep: Class 6 contains 19871 members Mstep: Class 7 contains 28869 members Mstep: Class 8 contains 26267 members Mstep: Class 9 contains 7011 members Mstep: Class 10 contains 12943 members Mstep: Class 11 contains 3371 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 6449 members Mstep: Class 15 contains 33014 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 82692 members Mstep: Class 19 contains 117021 members Mstep: Class 20 contains 9327 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 14415 members Mstep: Class 24 contains 42856 members Entering Unmasked Estep ConsiderDeletion Score: -101689056.000000 Penalty: 151187.265625 Iteration 24Q: 20 clusters Score -1.016891e+08 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26312 members Mstep: Class 4 contains 910 members Mstep: Class 5 contains 2731 members Mstep: Class 6 contains 19830 members Mstep: Class 7 contains 28779 members Mstep: Class 8 contains 26130 members Mstep: Class 9 contains 6929 members Mstep: Class 10 contains 13520 members Mstep: Class 11 contains 3377 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 5844 members Mstep: Class 15 contains 32874 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 82982 members Mstep: Class 19 contains 117067 members Mstep: Class 20 contains 9615 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 14204 members Mstep: Class 24 contains 42914 members Entering Unmasked Estep ConsiderDeletion Score: -101692328.000000 Penalty: 151187.265625 Iteration 25Q: 20 clusters Score -1.016923e+08 nChanged 2685 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26386 members Mstep: Class 4 contains 909 members Mstep: Class 5 contains 2705 members Mstep: Class 6 contains 19795 members Mstep: Class 7 contains 28712 members Mstep: Class 8 contains 26005 members Mstep: Class 9 contains 6905 members Mstep: Class 10 contains 14183 members Mstep: Class 11 contains 3377 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 5299 members Mstep: Class 15 contains 32727 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83232 members Mstep: Class 19 contains 117107 members Mstep: Class 20 contains 9704 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 13988 members Mstep: Class 24 contains 42984 members Entering Unmasked Estep ConsiderDeletion Score: -101694216.000000 Penalty: 151187.265625 Iteration 26Q: 20 clusters Score -1.016942e+08 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26452 members Mstep: Class 4 contains 908 members Mstep: Class 5 contains 2696 members Mstep: Class 6 contains 19766 members Mstep: Class 7 contains 28664 members Mstep: Class 8 contains 25896 members Mstep: Class 9 contains 6919 members Mstep: Class 10 contains 14825 members Mstep: Class 11 contains 3375 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4843 members Mstep: Class 15 contains 32588 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83397 members Mstep: Class 19 contains 117147 members Mstep: Class 20 contains 9724 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 13749 members Mstep: Class 24 contains 43069 members Entering Unmasked Estep ConsiderDeletion Score: -101695216.000000 Penalty: 151187.265625 Iteration 27Q: 20 clusters Score -1.016952e+08 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26514 members Mstep: Class 4 contains 908 members Mstep: Class 5 contains 2688 members Mstep: Class 6 contains 19744 members Mstep: Class 7 contains 28619 members Mstep: Class 8 contains 25786 members Mstep: Class 9 contains 6949 members Mstep: Class 10 contains 15337 members Mstep: Class 11 contains 3372 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4530 members Mstep: Class 15 contains 32481 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83511 members Mstep: Class 19 contains 117193 members Mstep: Class 20 contains 9728 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 13537 members Mstep: Class 24 contains 43121 members Entering Unmasked Estep ConsiderDeletion Score: -101695992.000000 Penalty: 151187.265625 Iteration 28Q: 20 clusters Score -1.01696e+08 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26574 members Mstep: Class 4 contains 907 members Mstep: Class 5 contains 2685 members Mstep: Class 6 contains 19735 members Mstep: Class 7 contains 28600 members Mstep: Class 8 contains 25717 members Mstep: Class 9 contains 6960 members Mstep: Class 10 contains 15638 members Mstep: Class 11 contains 3371 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4346 members Mstep: Class 15 contains 32408 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83603 members Mstep: Class 19 contains 117235 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 13357 members Mstep: Class 24 contains 43153 members Entering Unmasked Estep ConsiderDeletion Score: -101696240.000000 Penalty: 151187.265625 Iteration 29Q: 20 clusters Score -1.016962e+08 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26624 members Mstep: Class 4 contains 906 members Mstep: Class 5 contains 2680 members Mstep: Class 6 contains 19732 members Mstep: Class 7 contains 28540 members Mstep: Class 8 contains 25658 members Mstep: Class 9 contains 6982 members Mstep: Class 10 contains 15833 members Mstep: Class 11 contains 3367 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4263 members Mstep: Class 15 contains 32347 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83667 members Mstep: Class 19 contains 117242 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 13233 members Mstep: Class 24 contains 43215 members Entering Unmasked Estep ConsiderDeletion Score: -101696496.000000 Penalty: 151187.265625 Iteration 30Q: 20 clusters Score -1.016965e+08 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26667 members Mstep: Class 4 contains 905 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 19730 members Mstep: Class 7 contains 28494 members Mstep: Class 8 contains 25598 members Mstep: Class 9 contains 7002 members Mstep: Class 10 contains 15945 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4209 members Mstep: Class 15 contains 32306 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83715 members Mstep: Class 19 contains 117237 members Mstep: Class 20 contains 9730 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 13138 members Mstep: Class 24 contains 43298 members Entering Unmasked Estep ConsiderDeletion Score: -101696488.000000 Penalty: 151187.265625 Iteration 31Q: 20 clusters Score -1.016965e+08 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26701 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2678 members Mstep: Class 6 contains 19725 members Mstep: Class 7 contains 28466 members Mstep: Class 8 contains 25570 members Mstep: Class 9 contains 7026 members Mstep: Class 10 contains 16021 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4192 members Mstep: Class 15 contains 32259 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83745 members Mstep: Class 19 contains 117245 members Mstep: Class 20 contains 9731 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 13049 members Mstep: Class 24 contains 43341 members Entering Unmasked Estep ConsiderDeletion Score: -101696536.000000 Penalty: 151187.265625 Iteration 32Q: 20 clusters Score -1.016965e+08 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26735 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2678 members Mstep: Class 6 contains 19723 members Mstep: Class 7 contains 28456 members Mstep: Class 8 contains 25548 members Mstep: Class 9 contains 7038 members Mstep: Class 10 contains 16063 members Mstep: Class 11 contains 3365 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4182 members Mstep: Class 15 contains 32211 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83767 members Mstep: Class 19 contains 117249 members Mstep: Class 20 contains 9731 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12980 members Mstep: Class 24 contains 43388 members Entering Unmasked Estep ConsiderDeletion Score: -101696768.000000 Penalty: 151187.265625 Iteration 33Q: 20 clusters Score -1.016968e+08 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26762 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19720 members Mstep: Class 7 contains 28436 members Mstep: Class 8 contains 25518 members Mstep: Class 9 contains 7052 members Mstep: Class 10 contains 16105 members Mstep: Class 11 contains 3364 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4171 members Mstep: Class 15 contains 32166 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83786 members Mstep: Class 19 contains 117261 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12932 members Mstep: Class 24 contains 43435 members Entering Unmasked Estep ConsiderDeletion Score: -101696560.000000 Penalty: 151187.265625 Iteration 34Q: 20 clusters Score -1.016966e+08 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26780 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19718 members Mstep: Class 7 contains 28425 members Mstep: Class 8 contains 25498 members Mstep: Class 9 contains 7063 members Mstep: Class 10 contains 16124 members Mstep: Class 11 contains 3364 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4168 members Mstep: Class 15 contains 32138 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83799 members Mstep: Class 19 contains 117267 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12897 members Mstep: Class 24 contains 43467 members Entering Unmasked Estep ConsiderDeletion Score: -101696472.000000 Penalty: 151187.265625 Iteration 35Q: 20 clusters Score -1.016965e+08 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26794 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19714 members Mstep: Class 7 contains 28420 members Mstep: Class 8 contains 25470 members Mstep: Class 9 contains 7074 members Mstep: Class 10 contains 16159 members Mstep: Class 11 contains 3363 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4170 members Mstep: Class 15 contains 32105 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83814 members Mstep: Class 19 contains 117278 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12859 members Mstep: Class 24 contains 43488 members Entering Unmasked Estep ConsiderDeletion Score: -101696568.000000 Penalty: 151187.265625 Iteration 36Q: 20 clusters Score -1.016966e+08 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26806 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19708 members Mstep: Class 7 contains 28404 members Mstep: Class 8 contains 25446 members Mstep: Class 9 contains 7081 members Mstep: Class 10 contains 16176 members Mstep: Class 11 contains 3362 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4168 members Mstep: Class 15 contains 32082 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83831 members Mstep: Class 19 contains 117294 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12839 members Mstep: Class 24 contains 43511 members Entering Unmasked Estep ConsiderDeletion Score: -101696688.000000 Penalty: 151187.265625 Iteration 37Q: 20 clusters Score -1.016967e+08 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26821 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19707 members Mstep: Class 7 contains 28393 members Mstep: Class 8 contains 25443 members Mstep: Class 9 contains 7093 members Mstep: Class 10 contains 16179 members Mstep: Class 11 contains 3362 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4163 members Mstep: Class 15 contains 32068 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83839 members Mstep: Class 19 contains 117298 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12820 members Mstep: Class 24 contains 43522 members Entering Unmasked Estep ConsiderDeletion Score: -101696712.000000 Penalty: 151187.265625 Iteration 38Q: 20 clusters Score -1.016967e+08 nChanged 128 Entering ConstructFrom: Score: -101696712.000000 Penalty: 151187.265625 Entering ConstructFrom: Trying to split cluster 2 (26829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26829 members Entering Unmasked Estep Score: -6318467.500000 Penalty: 6245.809082 Iteration 0F: 2 clusters Score -6318468 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Mstep: Class 2 contains 13349 members Entering Unmasked Estep Score: -6297699.000000 Penalty: 12491.618164 Iteration 0F: 3 clusters Score -6297699 nChanged 11187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 13048 members Entering Unmasked Estep Score: -6303585.000000 Penalty: 12491.618164 Iteration 1F: 3 clusters Score -6303585 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14080 members Mstep: Class 2 contains 12749 members Entering Unmasked Estep Score: -6304362.500000 Penalty: 12491.618164 Iteration 2F: 3 clusters Score -6304362 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14438 members Mstep: Class 2 contains 12391 members Entering Unmasked Estep Score: -6305000.500000 Penalty: 12491.618164 Iteration 3F: 3 clusters Score -6305000 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14896 members Mstep: Class 2 contains 11933 members Entering Unmasked Estep Score: -6305569.000000 Penalty: 12491.618164 Iteration 4Q: 3 clusters Score -6305569 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15470 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -6306195.500000 Penalty: 12491.618164 Iteration 5Q: 3 clusters Score -6306196 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16163 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -6306945.500000 Penalty: 12491.618164 Iteration 6Q: 3 clusters Score -6306946 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16893 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -6307698.500000 Penalty: 12491.618164 Iteration 7Q: 3 clusters Score -6307698 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -6308518.500000 Penalty: 12491.618164 Iteration 8F: 3 clusters Score -6308518 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18183 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -6309168.500000 Penalty: 12491.618164 Iteration 9Q: 3 clusters Score -6309168 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18597 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -6309664.000000 Penalty: 12491.618164 Iteration 10Q: 3 clusters Score -6309664 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18945 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -6310036.000000 Penalty: 12491.618164 Iteration 11Q: 3 clusters Score -6310036 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19220 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -6310343.500000 Penalty: 12491.618164 Iteration 12Q: 3 clusters Score -6310344 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19451 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -6310549.500000 Penalty: 12491.618164 Iteration 13Q: 3 clusters Score -6310550 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19650 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -6310703.000000 Penalty: 12491.618164 Iteration 14Q: 3 clusters Score -6310703 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19798 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -6310872.000000 Penalty: 12491.618164 Iteration 15Q: 3 clusters Score -6310872 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19924 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -6310986.500000 Penalty: 12491.618164 Iteration 16Q: 3 clusters Score -6310986 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -6311051.000000 Penalty: 12491.618164 Iteration 17Q: 3 clusters Score -6311051 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20118 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -6311098.500000 Penalty: 12491.618164 Iteration 18Q: 3 clusters Score -6311098 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20196 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -6311134.000000 Penalty: 12491.618164 Iteration 19Q: 3 clusters Score -6311134 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20285 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -6311206.000000 Penalty: 12491.618164 Iteration 20F: 3 clusters Score -6311206 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -6311228.500000 Penalty: 12491.618164 Iteration 21Q: 3 clusters Score -6311228 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20448 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -6311252.500000 Penalty: 12491.618164 Iteration 22Q: 3 clusters Score -6311252 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20530 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -6311275.000000 Penalty: 12491.618164 Iteration 23Q: 3 clusters Score -6311275 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20602 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -6311291.500000 Penalty: 12491.618164 Iteration 24Q: 3 clusters Score -6311292 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20660 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -6311314.000000 Penalty: 12491.618164 Iteration 25Q: 3 clusters Score -6311314 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20729 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -6311327.000000 Penalty: 12491.618164 Iteration 26Q: 3 clusters Score -6311327 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20777 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -6311365.000000 Penalty: 12491.618164 Iteration 27Q: 3 clusters Score -6311365 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20818 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -6311382.000000 Penalty: 12491.618164 Iteration 28Q: 3 clusters Score -6311382 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -6311395.500000 Penalty: 12491.618164 Iteration 29Q: 3 clusters Score -6311396 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20905 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -6311423.000000 Penalty: 12491.618164 Iteration 30Q: 3 clusters Score -6311423 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20948 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -6311428.000000 Penalty: 12491.618164 Iteration 31Q: 3 clusters Score -6311428 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21009 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -6311461.500000 Penalty: 12491.618164 Iteration 32Q: 3 clusters Score -6311462 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21061 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -6311490.000000 Penalty: 12491.618164 Iteration 33Q: 3 clusters Score -6311490 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21138 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -6311543.500000 Penalty: 12491.618164 Iteration 34Q: 3 clusters Score -6311544 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21223 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -6311593.000000 Penalty: 12491.618164 Iteration 35Q: 3 clusters Score -6311593 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -6311656.000000 Penalty: 12491.618164 Iteration 36Q: 3 clusters Score -6311656 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21442 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -6311703.500000 Penalty: 12491.618164 Iteration 37Q: 3 clusters Score -6311704 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21558 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -6311769.000000 Penalty: 12491.618164 Iteration 38Q: 3 clusters Score -6311769 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21663 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -6311815.500000 Penalty: 12491.618164 Iteration 39Q: 3 clusters Score -6311816 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21763 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -6311854.000000 Penalty: 12491.618164 Iteration 40F: 3 clusters Score -6311854 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21882 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -6311907.000000 Penalty: 12491.618164 Iteration 41Q: 3 clusters Score -6311907 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22003 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -6311973.500000 Penalty: 12491.618164 Iteration 42Q: 3 clusters Score -6311974 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22106 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -6312046.500000 Penalty: 12491.618164 Iteration 43Q: 3 clusters Score -6312046 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22217 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -6312090.500000 Penalty: 12491.618164 Iteration 44Q: 3 clusters Score -6312090 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22313 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -6312117.500000 Penalty: 12491.618164 Iteration 45Q: 3 clusters Score -6312118 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22412 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -6312154.000000 Penalty: 12491.618164 Iteration 46Q: 3 clusters Score -6312154 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22510 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -6312185.500000 Penalty: 12491.618164 Iteration 47Q: 3 clusters Score -6312186 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22596 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -6312238.000000 Penalty: 12491.618164 Iteration 48Q: 3 clusters Score -6312238 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22685 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -6312256.500000 Penalty: 12491.618164 Iteration 49Q: 3 clusters Score -6312256 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22777 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -6312290.000000 Penalty: 12491.618164 Iteration 50Q: 3 clusters Score -6312290 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22865 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -6312347.500000 Penalty: 12491.618164 Iteration 51Q: 3 clusters Score -6312348 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22940 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -6312394.500000 Penalty: 12491.618164 Iteration 52Q: 3 clusters Score -6312394 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23004 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -6312409.000000 Penalty: 12491.618164 Iteration 53Q: 3 clusters Score -6312409 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23063 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -6312432.500000 Penalty: 12491.618164 Iteration 54Q: 3 clusters Score -6312432 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -6312468.000000 Penalty: 12491.618164 Iteration 55Q: 3 clusters Score -6312468 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23178 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -6312502.500000 Penalty: 12491.618164 Iteration 56Q: 3 clusters Score -6312502 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23240 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -6312528.000000 Penalty: 12491.618164 Iteration 57Q: 3 clusters Score -6312528 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23278 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -6312529.500000 Penalty: 12491.618164 Iteration 58Q: 3 clusters Score -6312530 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23321 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -6312568.000000 Penalty: 12491.618164 Iteration 59Q: 3 clusters Score -6312568 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23365 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -6312593.000000 Penalty: 12491.618164 Iteration 60F: 3 clusters Score -6312593 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23410 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -6312602.000000 Penalty: 12491.618164 Iteration 61Q: 3 clusters Score -6312602 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23447 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -6312605.000000 Penalty: 12491.618164 Iteration 62Q: 3 clusters Score -6312605 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23477 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -6312615.000000 Penalty: 12491.618164 Iteration 63Q: 3 clusters Score -6312615 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23510 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -6312624.000000 Penalty: 12491.618164 Iteration 64Q: 3 clusters Score -6312624 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23540 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -6312646.000000 Penalty: 12491.618164 Iteration 65Q: 3 clusters Score -6312646 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23574 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -6312661.500000 Penalty: 12491.618164 Iteration 66Q: 3 clusters Score -6312662 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23613 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -6312685.000000 Penalty: 12491.618164 Iteration 67Q: 3 clusters Score -6312685 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23660 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -6312704.000000 Penalty: 12491.618164 Iteration 68Q: 3 clusters Score -6312704 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23697 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -6312730.500000 Penalty: 12491.618164 Iteration 69Q: 3 clusters Score -6312730 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23740 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -6312745.000000 Penalty: 12491.618164 Iteration 70Q: 3 clusters Score -6312745 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23774 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -6312734.000000 Penalty: 12491.618164 Iteration 71Q: 3 clusters Score -6312734 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23803 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -6312756.000000 Penalty: 12491.618164 Iteration 72Q: 3 clusters Score -6312756 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23830 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -6312781.000000 Penalty: 12491.618164 Iteration 73Q: 3 clusters Score -6312781 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23856 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -6312796.000000 Penalty: 12491.618164 Iteration 74Q: 3 clusters Score -6312796 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23891 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -6312825.500000 Penalty: 12491.618164 Iteration 75Q: 3 clusters Score -6312826 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23941 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -6312843.000000 Penalty: 12491.618164 Iteration 76Q: 3 clusters Score -6312843 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23978 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -6312862.000000 Penalty: 12491.618164 Iteration 77Q: 3 clusters Score -6312862 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24024 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -6312890.500000 Penalty: 12491.618164 Iteration 78Q: 3 clusters Score -6312890 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24060 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -6312905.000000 Penalty: 12491.618164 Iteration 79Q: 3 clusters Score -6312905 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24097 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -6312934.500000 Penalty: 12491.618164 Iteration 80F: 3 clusters Score -6312934 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24140 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -6312943.000000 Penalty: 12491.618164 Iteration 81Q: 3 clusters Score -6312943 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24173 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -6312965.000000 Penalty: 12491.618164 Iteration 82Q: 3 clusters Score -6312965 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24200 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -6312983.000000 Penalty: 12491.618164 Iteration 83Q: 3 clusters Score -6312983 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24225 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -6312991.500000 Penalty: 12491.618164 Iteration 84Q: 3 clusters Score -6312992 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24248 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -6313004.500000 Penalty: 12491.618164 Iteration 85Q: 3 clusters Score -6313004 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24270 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -6313015.000000 Penalty: 12491.618164 Iteration 86Q: 3 clusters Score -6313015 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24292 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -6313014.500000 Penalty: 12491.618164 Iteration 87Q: 3 clusters Score -6313014 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24312 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -6313021.500000 Penalty: 12491.618164 Iteration 88Q: 3 clusters Score -6313022 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24331 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -6313035.000000 Penalty: 12491.618164 Iteration 89Q: 3 clusters Score -6313035 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24340 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -6313022.500000 Penalty: 12491.618164 Iteration 90Q: 3 clusters Score -6313022 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24353 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -6313027.000000 Penalty: 12491.618164 Iteration 91Q: 3 clusters Score -6313027 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24362 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -6313041.500000 Penalty: 12491.618164 Iteration 92Q: 3 clusters Score -6313042 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24372 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -6313045.500000 Penalty: 12491.618164 Iteration 93Q: 3 clusters Score -6313046 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24380 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -6313055.000000 Penalty: 12491.618164 Iteration 94Q: 3 clusters Score -6313055 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24386 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -6313044.000000 Penalty: 12491.618164 Iteration 95Q: 3 clusters Score -6313044 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24401 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -6313044.500000 Penalty: 12491.618164 Iteration 96Q: 3 clusters Score -6313044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24410 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -6313056.500000 Penalty: 12491.618164 Iteration 97Q: 3 clusters Score -6313056 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24417 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -6313058.500000 Penalty: 12491.618164 Iteration 98Q: 3 clusters Score -6313058 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24430 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -6313074.000000 Penalty: 12491.618164 Iteration 99Q: 3 clusters Score -6313074 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24441 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -6313072.000000 Penalty: 12491.618164 Iteration 100F: 3 clusters Score -6313072 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24451 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -6313088.000000 Penalty: 12491.618164 Iteration 101Q: 3 clusters Score -6313088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24456 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -6313096.000000 Penalty: 12491.618164 Iteration 102Q: 3 clusters Score -6313096 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24461 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -6313094.500000 Penalty: 12491.618164 Iteration 103Q: 3 clusters Score -6313094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24466 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -6313105.000000 Penalty: 12491.618164 Iteration 104Q: 3 clusters Score -6313105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24468 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -6313102.000000 Penalty: 12491.618164 Iteration 105Q: 3 clusters Score -6313102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24470 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -6313105.500000 Penalty: 12491.618164 Iteration 106Q: 3 clusters Score -6313106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24471 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -6313109.500000 Penalty: 12491.618164 Iteration 107Q: 3 clusters Score -6313110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24473 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -6313113.000000 Penalty: 12491.618164 Iteration 108Q: 3 clusters Score -6313113 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24479 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -6313106.500000 Penalty: 12491.618164 Iteration 109Q: 3 clusters Score -6313106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24486 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -6313118.000000 Penalty: 12491.618164 Iteration 110Q: 3 clusters Score -6313118 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24493 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -6313111.500000 Penalty: 12491.618164 Iteration 111Q: 3 clusters Score -6313112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24500 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -6313113.000000 Penalty: 12491.618164 Iteration 112Q: 3 clusters Score -6313113 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24504 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -6313117.000000 Penalty: 12491.618164 Iteration 113Q: 3 clusters Score -6313117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24506 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -6313117.500000 Penalty: 12491.618164 Iteration 114Q: 3 clusters Score -6313118 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24507 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -6313114.500000 Penalty: 12491.618164 Iteration 115Q: 3 clusters Score -6313114 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24508 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -6313118.000000 Penalty: 12491.618164 Iteration 116Q: 3 clusters Score -6313118 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24511 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -6313117.500000 Penalty: 12491.618164 Iteration 117Q: 3 clusters Score -6313118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24511 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -6313124.500000 Penalty: 12491.618164 Iteration 118Q: 3 clusters Score -6313124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24512 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -6313126.000000 Penalty: 12491.618164 Iteration 119Q: 3 clusters Score -6313126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24514 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -6313138.000000 Penalty: 12491.618164 Iteration 120F: 3 clusters Score -6313138 nChanged 4 Entering 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nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24530 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -6313138.500000 Penalty: 12491.618164 Iteration 125Q: 3 clusters Score -6313138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24535 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -6313135.000000 Penalty: 12491.618164 Iteration 126Q: 3 clusters Score -6313135 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24540 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -6313137.500000 Penalty: 12491.618164 Iteration 127Q: 3 clusters Score -6313138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24545 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -6313131.500000 Penalty: 12491.618164 Iteration 128Q: 3 clusters Score -6313132 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24549 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -6313136.000000 Penalty: 12491.618164 Iteration 129Q: 3 clusters Score -6313136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24556 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -6313139.500000 Penalty: 12491.618164 Iteration 130Q: 3 clusters Score -6313140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24556 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -6313149.000000 Penalty: 12491.618164 Iteration 131Q: 3 clusters Score -6313149 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24558 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -6313150.500000 Penalty: 12491.618164 Iteration 132Q: 3 clusters Score -6313150 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24563 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -6313148.500000 Penalty: 12491.618164 Iteration 133Q: 3 clusters Score -6313148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24565 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -6313150.000000 Penalty: 12491.618164 Iteration 134Q: 3 clusters Score -6313150 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24569 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -6313147.000000 Penalty: 12491.618164 Iteration 135Q: 3 clusters Score -6313147 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24571 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -6313150.000000 Penalty: 12491.618164 Iteration 136Q: 3 clusters Score -6313150 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24575 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -6313163.000000 Penalty: 12491.618164 Iteration 137Q: 3 clusters Score -6313163 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24579 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -6313151.000000 Penalty: 12491.618164 Iteration 138Q: 3 clusters Score -6313151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24582 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -6313152.500000 Penalty: 12491.618164 Iteration 139Q: 3 clusters Score -6313152 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24587 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -6313154.500000 Penalty: 12491.618164 Iteration 140F: 3 clusters Score -6313154 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24592 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -6313143.500000 Penalty: 12491.618164 Iteration 141Q: 3 clusters Score -6313144 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24600 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -6313153.000000 Penalty: 12491.618164 Iteration 142Q: 3 clusters Score -6313153 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24603 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -6313156.000000 Penalty: 12491.618164 Iteration 143Q: 3 clusters Score -6313156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24610 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -6313170.000000 Penalty: 12491.618164 Iteration 144Q: 3 clusters Score -6313170 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24616 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -6313168.000000 Penalty: 12491.618164 Iteration 145Q: 3 clusters Score -6313168 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24620 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -6313173.500000 Penalty: 12491.618164 Iteration 146Q: 3 clusters Score -6313174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24625 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -6313173.500000 Penalty: 12491.618164 Iteration 147Q: 3 clusters Score -6313174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24626 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -6313171.000000 Penalty: 12491.618164 Iteration 148Q: 3 clusters Score -6313171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24626 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -6313171.000000 Penalty: 12491.618164 Iteration 149F: 3 clusters Score -6313171 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -179845.062500 Penalty: 4169.183105 Iteration 0F: 2 clusters Score -179845.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -176016.984375 Penalty: 8338.366211 Iteration 0F: 3 clusters Score -176017 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -176725.078125 Penalty: 8338.366211 Iteration 1F: 3 clusters Score -176725.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -177451.468750 Penalty: 8338.366211 Iteration 2F: 3 clusters Score -177451.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -178173.937500 Penalty: 8338.366211 Iteration 3F: 3 clusters Score -178173.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -179656.062500 Penalty: 8338.366211 Iteration 4F: 3 clusters Score -179656.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -180603.093750 Penalty: 8338.366211 Iteration 5F: 3 clusters Score -180603.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -181170.875000 Penalty: 8338.366211 Iteration 6Q: 3 clusters Score -181170.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -181381.453125 Penalty: 8338.366211 Iteration 7Q: 3 clusters Score -181381.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -181784.671875 Penalty: 8338.366211 Iteration 8Q: 3 clusters Score -181784.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -181971.781250 Penalty: 8338.366211 Iteration 9Q: 3 clusters Score -181971.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -182136.500000 Penalty: 8338.366211 Iteration 10Q: 3 clusters Score -182136.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -182161.890625 Penalty: 8338.366211 Iteration 11Q: 3 clusters Score -182161.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -182170.296875 Penalty: 8338.366211 Iteration 12Q: 3 clusters Score -182170.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -182170.296875 Penalty: 8338.366211 Iteration 13F: 3 clusters Score -182170.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 26829 members Mstep: Class 4 contains 205 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19705 members Mstep: Class 7 contains 28386 members Mstep: Class 8 contains 25431 members Mstep: Class 9 contains 7121 members Mstep: Class 10 contains 16169 members Mstep: Class 11 contains 3362 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4165 members Mstep: Class 15 contains 32055 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83849 members Mstep: Class 19 contains 117302 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12803 members Mstep: Class 24 contains 43531 members Entering Unmasked Estep Score: -101695176.000000 Penalty: 159144.484375 Splitting cluster 4 changes total score from -101696712.000000 to -101695176.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (2677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Entering Unmasked Estep Score: -612785.125000 Penalty: 4834.126953 Iteration 0F: 2 clusters Score -612785.1 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 1328 members Entering Unmasked Estep Score: -607428.500000 Penalty: 9668.253906 Iteration 0F: 3 clusters Score -607428.5 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -609040.937500 Penalty: 9668.253906 Iteration 1F: 3 clusters Score -609040.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -610320.437500 Penalty: 9668.253906 Iteration 2F: 3 clusters Score -610320.4 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -611162.812500 Penalty: 9668.253906 Iteration 3F: 3 clusters Score -611162.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -611603.375000 Penalty: 9668.253906 Iteration 4F: 3 clusters Score -611603.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -611792.500000 Penalty: 9668.253906 Iteration 5Q: 3 clusters Score -611792.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -611876.125000 Penalty: 9668.253906 Iteration 6Q: 3 clusters Score -611876.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -611909.187500 Penalty: 9668.253906 Iteration 7Q: 3 clusters Score -611909.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -611932.437500 Penalty: 9668.253906 Iteration 8Q: 3 clusters Score -611932.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -611943.375000 Penalty: 9668.253906 Iteration 9Q: 3 clusters Score -611943.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -611946.812500 Penalty: 9668.253906 Iteration 10Q: 3 clusters Score -611946.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -611955.125000 Penalty: 9668.253906 Iteration 11Q: 3 clusters Score -611955.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -611969.250000 Penalty: 9668.253906 Iteration 12Q: 3 clusters Score -611969.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -611976.375000 Penalty: 9668.253906 Iteration 13Q: 3 clusters Score -611976.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -611980.187500 Penalty: 9668.253906 Iteration 14Q: 3 clusters Score -611980.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -611983.687500 Penalty: 9668.253906 Iteration 15Q: 3 clusters Score -611983.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -611983.687500 Penalty: 9668.253906 Iteration 16F: 3 clusters Score -611983.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (19705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19705 members Entering Unmasked Estep Score: -4567719.000000 Penalty: 6056.784668 Iteration 0F: 2 clusters Score -4567719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -4551507.500000 Penalty: 12113.569336 Iteration 0F: 3 clusters Score -4551508 nChanged 8043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -4557661.500000 Penalty: 12113.569336 Iteration 1F: 3 clusters Score -4557662 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -4560650.000000 Penalty: 12113.569336 Iteration 2F: 3 clusters Score -4560650 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 12834 members Entering Unmasked Estep Score: -4563343.000000 Penalty: 12113.569336 Iteration 3F: 3 clusters Score -4563343 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -4565244.500000 Penalty: 12113.569336 Iteration 4F: 3 clusters Score -4565244 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -4566308.000000 Penalty: 12113.569336 Iteration 5F: 3 clusters Score -4566308 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 15644 members Entering Unmasked Estep Score: -4566865.000000 Penalty: 12113.569336 Iteration 6Q: 3 clusters Score -4566865 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 16028 members Entering Unmasked Estep Score: -4567112.000000 Penalty: 12113.569336 Iteration 7Q: 3 clusters Score -4567112 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 16305 members Entering Unmasked Estep Score: -4567249.000000 Penalty: 12113.569336 Iteration 8Q: 3 clusters Score -4567249 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -4567364.500000 Penalty: 12113.569336 Iteration 9Q: 3 clusters Score -4567364 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 16638 members Entering Unmasked Estep Score: -4567414.500000 Penalty: 12113.569336 Iteration 10Q: 3 clusters Score -4567414 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 16737 members Entering Unmasked Estep Score: -4567442.000000 Penalty: 12113.569336 Iteration 11Q: 3 clusters Score -4567442 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 16805 members Entering Unmasked Estep Score: -4567468.000000 Penalty: 12113.569336 Iteration 12Q: 3 clusters Score -4567468 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 16845 members Entering Unmasked Estep Score: -4567484.500000 Penalty: 12113.569336 Iteration 13Q: 3 clusters Score -4567484 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 16873 members Entering Unmasked Estep Score: -4567491.000000 Penalty: 12113.569336 Iteration 14Q: 3 clusters Score -4567491 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 16896 members Entering Unmasked Estep Score: -4567494.500000 Penalty: 12113.569336 Iteration 15Q: 3 clusters Score -4567494 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 16909 members Entering Unmasked Estep Score: -4567508.500000 Penalty: 12113.569336 Iteration 16Q: 3 clusters Score -4567508 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 16920 members Entering Unmasked Estep Score: -4567512.500000 Penalty: 12113.569336 Iteration 17Q: 3 clusters Score -4567512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 16930 members Entering Unmasked Estep Score: -4567518.500000 Penalty: 12113.569336 Iteration 18Q: 3 clusters Score -4567518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 16937 members Entering Unmasked Estep Score: -4567517.000000 Penalty: 12113.569336 Iteration 19Q: 3 clusters Score -4567517 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 16944 members Entering Unmasked Estep Score: -4567511.500000 Penalty: 12113.569336 Iteration 20F: 3 clusters Score -4567512 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 16956 members Entering Unmasked Estep Score: -4567522.500000 Penalty: 12113.569336 Iteration 21Q: 3 clusters Score -4567522 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 16964 members Entering Unmasked Estep Score: -4567520.000000 Penalty: 12113.569336 Iteration 22Q: 3 clusters Score -4567520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 16969 members Entering Unmasked Estep Score: -4567525.500000 Penalty: 12113.569336 Iteration 23Q: 3 clusters Score -4567526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 16975 members Entering Unmasked Estep Score: -4567526.000000 Penalty: 12113.569336 Iteration 24Q: 3 clusters Score -4567526 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 16978 members Entering Unmasked Estep Score: -4567529.500000 Penalty: 12113.569336 Iteration 25Q: 3 clusters Score -4567530 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 16981 members Entering Unmasked Estep Score: -4567525.000000 Penalty: 12113.569336 Iteration 26Q: 3 clusters Score -4567525 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 16982 members Entering Unmasked Estep Score: -4567528.500000 Penalty: 12113.569336 Iteration 27Q: 3 clusters Score -4567528 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 16982 members Entering Unmasked Estep Score: -4567528.500000 Penalty: 12113.569336 Iteration 28F: 3 clusters Score -4567528 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (28386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28386 members Entering Unmasked Estep Score: -6631404.500000 Penalty: 6280.361816 Iteration 0F: 2 clusters Score -6631404 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14083 members Mstep: Class 2 contains 14303 members Entering Unmasked Estep Score: -6609365.000000 Penalty: 12560.723633 Iteration 0F: 3 clusters Score -6609365 nChanged 12020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13787 members Mstep: Class 2 contains 14599 members Entering Unmasked Estep Score: -6615611.000000 Penalty: 12560.723633 Iteration 1F: 3 clusters Score -6615611 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13569 members Mstep: Class 2 contains 14817 members Entering Unmasked Estep Score: -6616277.500000 Penalty: 12560.723633 Iteration 2F: 3 clusters Score -6616278 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13295 members Mstep: Class 2 contains 15091 members Entering Unmasked Estep Score: -6616825.500000 Penalty: 12560.723633 Iteration 3Q: 3 clusters Score -6616826 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12952 members Mstep: Class 2 contains 15434 members Entering Unmasked Estep Score: -6617329.000000 Penalty: 12560.723633 Iteration 4Q: 3 clusters Score -6617329 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12455 members Mstep: Class 2 contains 15931 members Entering Unmasked Estep Score: -6617827.500000 Penalty: 12560.723633 Iteration 5Q: 3 clusters Score -6617828 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 16571 members Entering Unmasked Estep Score: -6618535.000000 Penalty: 12560.723633 Iteration 6Q: 3 clusters Score -6618535 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 17348 members Entering Unmasked Estep Score: -6619267.500000 Penalty: 12560.723633 Iteration 7Q: 3 clusters Score -6619268 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 18324 members Entering Unmasked Estep Score: -6620147.000000 Penalty: 12560.723633 Iteration 8F: 3 clusters Score -6620147 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8835 members Mstep: Class 2 contains 19551 members Entering Unmasked Estep Score: -6621253.000000 Penalty: 12560.723633 Iteration 9F: 3 clusters Score -6621253 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 20890 members Entering Unmasked Estep Score: -6622366.000000 Penalty: 12560.723633 Iteration 10F: 3 clusters Score -6622366 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 22193 members Entering Unmasked Estep Score: -6623480.500000 Penalty: 12560.723633 Iteration 11F: 3 clusters Score -6623480 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 23317 members Entering Unmasked Estep Score: -6624418.500000 Penalty: 12560.723633 Iteration 12Q: 3 clusters Score -6624418 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -6625193.000000 Penalty: 12560.723633 Iteration 13Q: 3 clusters Score -6625193 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 24873 members Entering Unmasked Estep Score: -6625813.000000 Penalty: 12560.723633 Iteration 14Q: 3 clusters Score -6625813 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 25373 members Entering Unmasked Estep Score: -6626195.000000 Penalty: 12560.723633 Iteration 15Q: 3 clusters Score -6626195 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 25730 members Entering Unmasked Estep Score: -6626547.000000 Penalty: 12560.723633 Iteration 16Q: 3 clusters Score -6626547 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 25983 members Entering Unmasked Estep Score: -6626733.000000 Penalty: 12560.723633 Iteration 17Q: 3 clusters Score -6626733 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 26137 members Entering Unmasked Estep Score: -6626858.500000 Penalty: 12560.723633 Iteration 18Q: 3 clusters Score -6626858 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 26244 members Entering Unmasked Estep Score: -6626961.500000 Penalty: 12560.723633 Iteration 19Q: 3 clusters Score -6626962 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 26334 members Entering Unmasked Estep Score: -6627041.500000 Penalty: 12560.723633 Iteration 20F: 3 clusters Score -6627042 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 26415 members Entering Unmasked Estep Score: -6627153.000000 Penalty: 12560.723633 Iteration 21Q: 3 clusters Score -6627153 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 26502 members Entering Unmasked Estep Score: -6627245.500000 Penalty: 12560.723633 Iteration 22Q: 3 clusters Score -6627246 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 26563 members Entering Unmasked Estep Score: -6627308.000000 Penalty: 12560.723633 Iteration 23Q: 3 clusters Score -6627308 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 26612 members Entering Unmasked Estep Score: -6627359.500000 Penalty: 12560.723633 Iteration 24Q: 3 clusters Score -6627360 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 26651 members Entering Unmasked Estep Score: -6627408.500000 Penalty: 12560.723633 Iteration 25Q: 3 clusters Score -6627408 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 26672 members Entering Unmasked Estep Score: -6627451.500000 Penalty: 12560.723633 Iteration 26Q: 3 clusters Score -6627452 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 26703 members Entering Unmasked Estep Score: -6627494.500000 Penalty: 12560.723633 Iteration 27Q: 3 clusters Score -6627494 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 26733 members Entering Unmasked Estep Score: -6627546.000000 Penalty: 12560.723633 Iteration 28Q: 3 clusters Score -6627546 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 26760 members Entering Unmasked Estep Score: -6627587.500000 Penalty: 12560.723633 Iteration 29Q: 3 clusters Score -6627588 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 26791 members Entering Unmasked Estep Score: -6627646.500000 Penalty: 12560.723633 Iteration 30Q: 3 clusters Score -6627646 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 26821 members Entering Unmasked Estep Score: -6627725.000000 Penalty: 12560.723633 Iteration 31Q: 3 clusters Score -6627725 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 26851 members Entering Unmasked Estep Score: -6627795.500000 Penalty: 12560.723633 Iteration 32Q: 3 clusters Score -6627796 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 26878 members Entering Unmasked Estep Score: -6627861.000000 Penalty: 12560.723633 Iteration 33Q: 3 clusters Score -6627861 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 26888 members Entering Unmasked Estep Score: -6627904.500000 Penalty: 12560.723633 Iteration 34Q: 3 clusters Score -6627904 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 26894 members Entering Unmasked Estep Score: -6627924.000000 Penalty: 12560.723633 Iteration 35Q: 3 clusters Score -6627924 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 26896 members Entering Unmasked Estep Score: -6627943.500000 Penalty: 12560.723633 Iteration 36Q: 3 clusters Score -6627944 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 26891 members Entering Unmasked Estep Score: -6627953.000000 Penalty: 12560.723633 Iteration 37Q: 3 clusters Score -6627953 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 26892 members Entering Unmasked Estep Score: -6627972.000000 Penalty: 12560.723633 Iteration 38Q: 3 clusters Score -6627972 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 26889 members Entering Unmasked Estep Score: -6627984.000000 Penalty: 12560.723633 Iteration 39Q: 3 clusters Score -6627984 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -6627998.000000 Penalty: 12560.723633 Iteration 40F: 3 clusters Score -6627998 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 26888 members Entering Unmasked Estep Score: -6627999.500000 Penalty: 12560.723633 Iteration 41Q: 3 clusters Score -6628000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 26888 members Entering Unmasked Estep Score: -6628000.500000 Penalty: 12560.723633 Iteration 42Q: 3 clusters Score -6628000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 26889 members Entering Unmasked Estep Score: -6628001.000000 Penalty: 12560.723633 Iteration 43Q: 3 clusters Score -6628001 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 26889 members Entering Unmasked Estep Score: -6628001.000000 Penalty: 12560.723633 Iteration 44F: 3 clusters Score -6628001 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (25431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25431 members Entering Unmasked Estep Score: -5795545.000000 Penalty: 6213.031250 Iteration 0F: 2 clusters Score -5795545 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12748 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -5775548.000000 Penalty: 12426.062500 Iteration 0F: 3 clusters Score -5775548 nChanged 10692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13032 members Mstep: Class 2 contains 12399 members Entering Unmasked Estep Score: -5781480.000000 Penalty: 12426.062500 Iteration 1F: 3 clusters Score -5781480 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -5782817.500000 Penalty: 12426.062500 Iteration 2F: 3 clusters Score -5782818 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13295 members Mstep: Class 2 contains 12136 members Entering Unmasked Estep Score: -5784250.000000 Penalty: 12426.062500 Iteration 3F: 3 clusters Score -5784250 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -5785966.500000 Penalty: 12426.062500 Iteration 4F: 3 clusters Score -5785966 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13214 members Mstep: Class 2 contains 12217 members Entering Unmasked Estep Score: -5787715.500000 Penalty: 12426.062500 Iteration 5F: 3 clusters Score -5787716 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12819 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -5788980.500000 Penalty: 12426.062500 Iteration 6F: 3 clusters Score -5788980 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 13233 members Entering Unmasked Estep Score: -5790063.500000 Penalty: 12426.062500 Iteration 7F: 3 clusters Score -5790064 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11461 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -5791050.000000 Penalty: 12426.062500 Iteration 8Q: 3 clusters Score -5791050 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 14840 members Entering Unmasked Estep Score: -5792135.000000 Penalty: 12426.062500 Iteration 9Q: 3 clusters Score -5792135 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9690 members Mstep: Class 2 contains 15741 members Entering Unmasked Estep Score: -5793319.500000 Penalty: 12426.062500 Iteration 10Q: 3 clusters Score -5793320 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 16542 members Entering Unmasked Estep Score: -5794118.000000 Penalty: 12426.062500 Iteration 11Q: 3 clusters Score -5794118 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 17257 members Entering Unmasked Estep Score: -5794684.500000 Penalty: 12426.062500 Iteration 12Q: 3 clusters Score -5794684 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 17896 members Entering Unmasked Estep Score: -5795176.500000 Penalty: 12426.062500 Iteration 13Q: 3 clusters Score -5795176 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 18477 members Entering Unmasked Estep Score: -5795858.000000 Penalty: 12426.062500 Iteration 14Q: 3 clusters Score -5795858 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 19126 members Entering Unmasked Estep Score: -5796835.000000 Penalty: 12426.062500 Iteration 15Q: 3 clusters Score -5796835 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 19767 members Entering Unmasked Estep Score: -5798028.500000 Penalty: 12426.062500 Iteration 16Q: 3 clusters Score -5798028 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 20204 members Entering Unmasked Estep Score: -5798814.000000 Penalty: 12426.062500 Iteration 17Q: 3 clusters Score -5798814 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 20458 members Entering Unmasked Estep Score: -5799158.000000 Penalty: 12426.062500 Iteration 18Q: 3 clusters Score -5799158 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 20613 members Entering Unmasked Estep Score: -5799288.000000 Penalty: 12426.062500 Iteration 19Q: 3 clusters Score -5799288 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 20724 members Entering Unmasked Estep Score: -5799357.000000 Penalty: 12426.062500 Iteration 20F: 3 clusters Score -5799357 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 20780 members Entering Unmasked Estep Score: -5799383.000000 Penalty: 12426.062500 Iteration 21Q: 3 clusters Score -5799383 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 20828 members Entering Unmasked Estep Score: -5799404.000000 Penalty: 12426.062500 Iteration 22Q: 3 clusters Score -5799404 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 20864 members Entering Unmasked Estep Score: -5799406.500000 Penalty: 12426.062500 Iteration 23Q: 3 clusters Score -5799406 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 20885 members Entering Unmasked Estep Score: -5799423.000000 Penalty: 12426.062500 Iteration 24Q: 3 clusters Score -5799423 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 20908 members Entering Unmasked Estep Score: -5799431.500000 Penalty: 12426.062500 Iteration 25Q: 3 clusters Score -5799432 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 20927 members Entering Unmasked Estep Score: -5799427.500000 Penalty: 12426.062500 Iteration 26Q: 3 clusters Score -5799428 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 20946 members Entering Unmasked Estep Score: -5799427.500000 Penalty: 12426.062500 Iteration 27Q: 3 clusters Score -5799428 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 20959 members Entering Unmasked Estep Score: -5799436.500000 Penalty: 12426.062500 Iteration 28Q: 3 clusters Score -5799436 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 20963 members Entering Unmasked Estep Score: -5799431.500000 Penalty: 12426.062500 Iteration 29Q: 3 clusters Score -5799432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 20969 members Entering Unmasked Estep Score: -5799440.500000 Penalty: 12426.062500 Iteration 30Q: 3 clusters Score -5799440 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 20979 members Entering Unmasked Estep Score: -5799449.500000 Penalty: 12426.062500 Iteration 31Q: 3 clusters Score -5799450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 20987 members Entering Unmasked Estep Score: -5799448.500000 Penalty: 12426.062500 Iteration 32Q: 3 clusters Score -5799448 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 20990 members Entering Unmasked Estep Score: -5799442.000000 Penalty: 12426.062500 Iteration 33Q: 3 clusters Score -5799442 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 20994 members Entering Unmasked Estep Score: -5799448.500000 Penalty: 12426.062500 Iteration 34Q: 3 clusters Score -5799448 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 20998 members Entering Unmasked Estep Score: -5799447.000000 Penalty: 12426.062500 Iteration 35Q: 3 clusters Score -5799447 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 21002 members Entering Unmasked Estep Score: -5799449.000000 Penalty: 12426.062500 Iteration 36Q: 3 clusters Score -5799449 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 21007 members Entering Unmasked Estep Score: -5799443.000000 Penalty: 12426.062500 Iteration 37Q: 3 clusters Score -5799443 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 21017 members Entering Unmasked Estep Score: -5799444.500000 Penalty: 12426.062500 Iteration 38Q: 3 clusters Score -5799444 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 21020 members Entering Unmasked Estep Score: -5799443.500000 Penalty: 12426.062500 Iteration 39Q: 3 clusters Score -5799444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 21022 members Entering Unmasked Estep Score: -5799438.000000 Penalty: 12426.062500 Iteration 40F: 3 clusters Score -5799438 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 21024 members Entering Unmasked Estep Score: -5799442.000000 Penalty: 12426.062500 Iteration 41Q: 3 clusters Score -5799442 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 21024 members Entering Unmasked Estep Score: -5799442.000000 Penalty: 12426.062500 Iteration 42F: 3 clusters Score -5799442 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 26829 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19705 members Mstep: Class 7 contains 28386 members Mstep: Class 8 contains 4407 members Mstep: Class 9 contains 7121 members Mstep: Class 10 contains 16169 members Mstep: Class 11 contains 3362 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4165 members Mstep: Class 15 contains 32055 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83849 members Mstep: Class 19 contains 117302 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12803 members Mstep: Class 24 contains 43531 members Entering Unmasked Estep Score: -101698936.000000 Penalty: 159144.484375 Splitting cluster 8 changes total score from -101696712.000000 to -101698936.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 9 (7121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Entering Unmasked Estep Score: -1673303.375000 Penalty: 5433.367188 Iteration 0F: 2 clusters Score -1673303 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -1664879.875000 Penalty: 10866.734375 Iteration 0F: 3 clusters Score -1664880 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1666460.500000 Penalty: 10866.734375 Iteration 1F: 3 clusters Score -1666460 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -1666898.375000 Penalty: 10866.734375 Iteration 2F: 3 clusters Score -1666898 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1667159.125000 Penalty: 10866.734375 Iteration 3F: 3 clusters Score -1667159 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -1667320.125000 Penalty: 10866.734375 Iteration 4Q: 3 clusters Score -1667320 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1667421.750000 Penalty: 10866.734375 Iteration 5Q: 3 clusters Score -1667422 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1667487.875000 Penalty: 10866.734375 Iteration 6Q: 3 clusters Score -1667488 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1667527.375000 Penalty: 10866.734375 Iteration 7Q: 3 clusters Score -1667527 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1667561.375000 Penalty: 10866.734375 Iteration 8Q: 3 clusters Score -1667561 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1667589.500000 Penalty: 10866.734375 Iteration 9Q: 3 clusters Score -1667590 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1667614.375000 Penalty: 10866.734375 Iteration 10Q: 3 clusters Score -1667614 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1667656.875000 Penalty: 10866.734375 Iteration 11Q: 3 clusters Score -1667657 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1667697.375000 Penalty: 10866.734375 Iteration 12Q: 3 clusters Score -1667697 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -1667729.000000 Penalty: 10866.734375 Iteration 13Q: 3 clusters Score -1667729 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1667776.125000 Penalty: 10866.734375 Iteration 14Q: 3 clusters Score -1667776 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1667830.375000 Penalty: 10866.734375 Iteration 15Q: 3 clusters Score -1667830 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -1667888.500000 Penalty: 10866.734375 Iteration 16Q: 3 clusters Score -1667888 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1667959.125000 Penalty: 10866.734375 Iteration 17Q: 3 clusters Score -1667959 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -1668025.875000 Penalty: 10866.734375 Iteration 18Q: 3 clusters Score -1668026 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -1668105.375000 Penalty: 10866.734375 Iteration 19Q: 3 clusters Score -1668105 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1668195.500000 Penalty: 10866.734375 Iteration 20F: 3 clusters Score -1668196 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -1668283.000000 Penalty: 10866.734375 Iteration 21Q: 3 clusters Score -1668283 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -1668365.250000 Penalty: 10866.734375 Iteration 22Q: 3 clusters Score -1668365 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1668471.000000 Penalty: 10866.734375 Iteration 23Q: 3 clusters Score -1668471 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1668605.125000 Penalty: 10866.734375 Iteration 24Q: 3 clusters Score -1668605 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1668744.375000 Penalty: 10866.734375 Iteration 25Q: 3 clusters Score -1668744 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -1668858.000000 Penalty: 10866.734375 Iteration 26Q: 3 clusters Score -1668858 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1668982.250000 Penalty: 10866.734375 Iteration 27Q: 3 clusters Score -1668982 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1669092.000000 Penalty: 10866.734375 Iteration 28Q: 3 clusters Score -1669092 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -1669184.000000 Penalty: 10866.734375 Iteration 29Q: 3 clusters Score -1669184 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -1669250.500000 Penalty: 10866.734375 Iteration 30Q: 3 clusters Score -1669250 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1669301.750000 Penalty: 10866.734375 Iteration 31Q: 3 clusters Score -1669302 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1669342.750000 Penalty: 10866.734375 Iteration 32Q: 3 clusters Score -1669343 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1669376.875000 Penalty: 10866.734375 Iteration 33Q: 3 clusters Score -1669377 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -1669420.625000 Penalty: 10866.734375 Iteration 34Q: 3 clusters Score -1669421 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1669454.625000 Penalty: 10866.734375 Iteration 35Q: 3 clusters Score -1669455 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1669486.625000 Penalty: 10866.734375 Iteration 36Q: 3 clusters Score -1669487 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1669516.625000 Penalty: 10866.734375 Iteration 37Q: 3 clusters Score -1669517 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1669544.250000 Penalty: 10866.734375 Iteration 38Q: 3 clusters Score -1669544 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1669571.125000 Penalty: 10866.734375 Iteration 39Q: 3 clusters Score -1669571 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -1669598.625000 Penalty: 10866.734375 Iteration 40F: 3 clusters Score -1669599 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1669626.625000 Penalty: 10866.734375 Iteration 41Q: 3 clusters Score -1669627 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1669669.375000 Penalty: 10866.734375 Iteration 42Q: 3 clusters Score -1669669 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1669717.125000 Penalty: 10866.734375 Iteration 43Q: 3 clusters Score -1669717 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1669770.875000 Penalty: 10866.734375 Iteration 44Q: 3 clusters Score -1669771 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -1669829.125000 Penalty: 10866.734375 Iteration 45Q: 3 clusters Score -1669829 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1669880.500000 Penalty: 10866.734375 Iteration 46Q: 3 clusters Score -1669880 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1669933.000000 Penalty: 10866.734375 Iteration 47Q: 3 clusters Score -1669933 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1669986.625000 Penalty: 10866.734375 Iteration 48Q: 3 clusters Score -1669987 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1670023.000000 Penalty: 10866.734375 Iteration 49Q: 3 clusters Score -1670023 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1670057.500000 Penalty: 10866.734375 Iteration 50Q: 3 clusters Score -1670058 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1670082.125000 Penalty: 10866.734375 Iteration 51Q: 3 clusters Score -1670082 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -1670110.625000 Penalty: 10866.734375 Iteration 52Q: 3 clusters Score -1670111 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1670136.250000 Penalty: 10866.734375 Iteration 53Q: 3 clusters Score -1670136 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -1670153.250000 Penalty: 10866.734375 Iteration 54Q: 3 clusters Score -1670153 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -1670168.500000 Penalty: 10866.734375 Iteration 55Q: 3 clusters Score -1670168 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -1670175.750000 Penalty: 10866.734375 Iteration 56Q: 3 clusters Score -1670176 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -1670183.250000 Penalty: 10866.734375 Iteration 57Q: 3 clusters Score -1670183 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1670193.250000 Penalty: 10866.734375 Iteration 58Q: 3 clusters Score -1670193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1670195.750000 Penalty: 10866.734375 Iteration 59Q: 3 clusters Score -1670196 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -1670197.750000 Penalty: 10866.734375 Iteration 60F: 3 clusters Score -1670198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -1670202.250000 Penalty: 10866.734375 Iteration 61Q: 3 clusters Score -1670202 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1670203.500000 Penalty: 10866.734375 Iteration 62Q: 3 clusters Score -1670204 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1670205.625000 Penalty: 10866.734375 Iteration 63Q: 3 clusters Score -1670206 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -1670207.750000 Penalty: 10866.734375 Iteration 64Q: 3 clusters Score -1670208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1670206.250000 Penalty: 10866.734375 Iteration 65Q: 3 clusters Score -1670206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1670204.875000 Penalty: 10866.734375 Iteration 66Q: 3 clusters Score -1670205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1670206.875000 Penalty: 10866.734375 Iteration 67Q: 3 clusters Score -1670207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1670206.875000 Penalty: 10866.734375 Iteration 68F: 3 clusters Score -1670207 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16169 members Entering Unmasked Estep Score: -3800794.750000 Penalty: 5935.646484 Iteration 0F: 2 clusters Score -3800795 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -3786665.750000 Penalty: 11871.292969 Iteration 0F: 3 clusters Score -3786666 nChanged 6409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -3790279.250000 Penalty: 11871.292969 Iteration 1F: 3 clusters Score -3790279 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -3791307.000000 Penalty: 11871.292969 Iteration 2F: 3 clusters Score -3791307 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -3792282.000000 Penalty: 11871.292969 Iteration 3F: 3 clusters Score -3792282 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8799 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -3793105.250000 Penalty: 11871.292969 Iteration 4F: 3 clusters Score -3793105 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -3793936.750000 Penalty: 11871.292969 Iteration 5F: 3 clusters Score -3793937 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -3794830.000000 Penalty: 11871.292969 Iteration 6F: 3 clusters Score -3794830 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10799 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -3795743.250000 Penalty: 11871.292969 Iteration 7F: 3 clusters Score -3795743 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -3796635.000000 Penalty: 11871.292969 Iteration 8F: 3 clusters Score -3796635 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -3797368.750000 Penalty: 11871.292969 Iteration 9Q: 3 clusters Score -3797369 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12645 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -3797930.750000 Penalty: 11871.292969 Iteration 10Q: 3 clusters Score -3797931 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12995 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -3798319.500000 Penalty: 11871.292969 Iteration 11Q: 3 clusters Score -3798320 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -3798597.750000 Penalty: 11871.292969 Iteration 12Q: 3 clusters Score -3798598 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13431 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -3798736.750000 Penalty: 11871.292969 Iteration 13Q: 3 clusters Score -3798737 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13572 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -3798880.250000 Penalty: 11871.292969 Iteration 14Q: 3 clusters Score -3798880 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -3798954.250000 Penalty: 11871.292969 Iteration 15Q: 3 clusters Score -3798954 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -3799051.750000 Penalty: 11871.292969 Iteration 16Q: 3 clusters Score -3799052 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13824 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -3799112.250000 Penalty: 11871.292969 Iteration 17Q: 3 clusters Score -3799112 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13873 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -3799143.250000 Penalty: 11871.292969 Iteration 18Q: 3 clusters Score -3799143 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13900 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -3799161.000000 Penalty: 11871.292969 Iteration 19Q: 3 clusters Score -3799161 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13918 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -3799182.000000 Penalty: 11871.292969 Iteration 20F: 3 clusters Score -3799182 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13938 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -3799176.750000 Penalty: 11871.292969 Iteration 21Q: 3 clusters Score -3799177 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13949 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -3799186.500000 Penalty: 11871.292969 Iteration 22Q: 3 clusters Score -3799186 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -3799194.750000 Penalty: 11871.292969 Iteration 23Q: 3 clusters Score -3799195 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13966 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -3799199.750000 Penalty: 11871.292969 Iteration 24Q: 3 clusters Score -3799200 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13973 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -3799198.750000 Penalty: 11871.292969 Iteration 25Q: 3 clusters Score -3799199 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13977 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -3799203.500000 Penalty: 11871.292969 Iteration 26Q: 3 clusters Score -3799204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13977 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -3799203.500000 Penalty: 11871.292969 Iteration 27F: 3 clusters Score -3799204 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Entering Unmasked Estep Score: -746794.375000 Penalty: 4973.678711 Iteration 0F: 2 clusters Score -746794.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -741220.187500 Penalty: 9947.357422 Iteration 0F: 3 clusters Score -741220.2 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -742688.687500 Penalty: 9947.357422 Iteration 1F: 3 clusters Score -742688.7 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -743816.812500 Penalty: 9947.357422 Iteration 2F: 3 clusters Score -743816.8 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -745487.500000 Penalty: 9947.357422 Iteration 3F: 3 clusters Score -745487.5 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -747954.000000 Penalty: 9947.357422 Iteration 4F: 3 clusters Score -747954 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -748842.500000 Penalty: 9947.357422 Iteration 5F: 3 clusters Score -748842.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -749001.062500 Penalty: 9947.357422 Iteration 6Q: 3 clusters Score -749001.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -749047.625000 Penalty: 9947.357422 Iteration 7Q: 3 clusters Score -749047.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -749068.000000 Penalty: 9947.357422 Iteration 8Q: 3 clusters Score -749068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -749073.250000 Penalty: 9947.357422 Iteration 9Q: 3 clusters Score -749073.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -749075.562500 Penalty: 9947.357422 Iteration 10Q: 3 clusters Score -749075.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -749075.625000 Penalty: 9947.357422 Iteration 11Q: 3 clusters Score -749075.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -749075.625000 Penalty: 9947.357422 Iteration 12F: 3 clusters Score -749075.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 26829 members Mstep: Class 3 contains 2797 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19705 members Mstep: Class 7 contains 28386 members Mstep: Class 8 contains 4407 members Mstep: Class 9 contains 7121 members Mstep: Class 10 contains 16169 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 1313 members Mstep: Class 14 contains 4165 members Mstep: Class 15 contains 32055 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83849 members Mstep: Class 19 contains 117302 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12803 members Mstep: Class 24 contains 43531 members Entering Unmasked Estep Score: -101698272.000000 Penalty: 167101.703125 Splitting cluster 11 changes total score from -101696712.000000 to -101698272.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 12 (1313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Entering Unmasked Estep Score: -264737.656250 Penalty: 4397.792969 Iteration 0F: 2 clusters Score -264737.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -260677.984375 Penalty: 8795.585938 Iteration 0F: 3 clusters Score -260678 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -262116.531250 Penalty: 8795.585938 Iteration 1F: 3 clusters Score -262116.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -264190.468750 Penalty: 8795.585938 Iteration 2F: 3 clusters Score -264190.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -266102.437500 Penalty: 8795.585938 Iteration 3F: 3 clusters Score -266102.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -266630.468750 Penalty: 8795.585938 Iteration 4F: 3 clusters Score -266630.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -266769.250000 Penalty: 8795.585938 Iteration 5Q: 3 clusters Score -266769.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -266823.750000 Penalty: 8795.585938 Iteration 6Q: 3 clusters Score -266823.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -266850.468750 Penalty: 8795.585938 Iteration 7Q: 3 clusters Score -266850.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -266857.343750 Penalty: 8795.585938 Iteration 8Q: 3 clusters Score -266857.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -266861.281250 Penalty: 8795.585938 Iteration 9Q: 3 clusters Score -266861.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -266862.937500 Penalty: 8795.585938 Iteration 10Q: 3 clusters Score -266862.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -266866.156250 Penalty: 8795.585938 Iteration 11Q: 3 clusters Score -266866.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -266867.187500 Penalty: 8795.585938 Iteration 12Q: 3 clusters Score -266867.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -266867.187500 Penalty: 8795.585938 Iteration 13F: 3 clusters Score -266867.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 26829 members Mstep: Class 3 contains 2797 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19705 members Mstep: Class 7 contains 28386 members Mstep: Class 8 contains 4407 members Mstep: Class 9 contains 7121 members Mstep: Class 10 contains 16169 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 4165 members Mstep: Class 15 contains 32055 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83849 members Mstep: Class 19 contains 117302 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12803 members Mstep: Class 24 contains 43531 members Entering Unmasked Estep Score: -101696856.000000 Penalty: 175058.937500 Splitting cluster 12 changes total score from -101696712.000000 to -101696856.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 14 (4165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Entering Unmasked Estep Score: -985851.875000 Penalty: 5104.863770 Iteration 0F: 2 clusters Score -985851.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -979346.000000 Penalty: 10209.727539 Iteration 0F: 3 clusters Score -979346 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -980323.125000 Penalty: 10209.727539 Iteration 1F: 3 clusters Score -980323.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -980591.875000 Penalty: 10209.727539 Iteration 2F: 3 clusters Score -980591.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -980753.562500 Penalty: 10209.727539 Iteration 3Q: 3 clusters Score -980753.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -980857.750000 Penalty: 10209.727539 Iteration 4Q: 3 clusters Score -980857.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -980933.125000 Penalty: 10209.727539 Iteration 5Q: 3 clusters Score -980933.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -980984.187500 Penalty: 10209.727539 Iteration 6Q: 3 clusters Score -980984.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -981026.500000 Penalty: 10209.727539 Iteration 7Q: 3 clusters Score -981026.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -981065.750000 Penalty: 10209.727539 Iteration 8Q: 3 clusters Score -981065.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -981095.375000 Penalty: 10209.727539 Iteration 9Q: 3 clusters Score -981095.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -981116.750000 Penalty: 10209.727539 Iteration 10Q: 3 clusters Score -981116.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -981136.875000 Penalty: 10209.727539 Iteration 11Q: 3 clusters Score -981136.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -981151.125000 Penalty: 10209.727539 Iteration 12Q: 3 clusters Score -981151.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -981162.312500 Penalty: 10209.727539 Iteration 13Q: 3 clusters Score -981162.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -981166.187500 Penalty: 10209.727539 Iteration 14Q: 3 clusters Score -981166.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -981175.000000 Penalty: 10209.727539 Iteration 15Q: 3 clusters Score -981175 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -981179.500000 Penalty: 10209.727539 Iteration 16Q: 3 clusters Score -981179.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -981182.937500 Penalty: 10209.727539 Iteration 17Q: 3 clusters Score -981182.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -981184.687500 Penalty: 10209.727539 Iteration 18Q: 3 clusters Score -981184.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -981188.562500 Penalty: 10209.727539 Iteration 19Q: 3 clusters Score -981188.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -981189.250000 Penalty: 10209.727539 Iteration 20F: 3 clusters Score -981189.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -981188.875000 Penalty: 10209.727539 Iteration 21Q: 3 clusters Score -981188.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -981191.750000 Penalty: 10209.727539 Iteration 22Q: 3 clusters Score -981191.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -981192.500000 Penalty: 10209.727539 Iteration 23Q: 3 clusters Score -981192.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -981197.687500 Penalty: 10209.727539 Iteration 24Q: 3 clusters Score -981197.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -981203.750000 Penalty: 10209.727539 Iteration 25Q: 3 clusters Score -981203.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -981205.687500 Penalty: 10209.727539 Iteration 26Q: 3 clusters Score -981205.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -981212.062500 Penalty: 10209.727539 Iteration 27Q: 3 clusters Score -981212.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -981218.312500 Penalty: 10209.727539 Iteration 28Q: 3 clusters Score -981218.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -981225.750000 Penalty: 10209.727539 Iteration 29Q: 3 clusters Score -981225.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -981230.312500 Penalty: 10209.727539 Iteration 30Q: 3 clusters Score -981230.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -981234.250000 Penalty: 10209.727539 Iteration 31Q: 3 clusters Score -981234.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -981246.750000 Penalty: 10209.727539 Iteration 32Q: 3 clusters Score -981246.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -981249.375000 Penalty: 10209.727539 Iteration 33Q: 3 clusters Score -981249.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -981253.437500 Penalty: 10209.727539 Iteration 34Q: 3 clusters Score -981253.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -981255.437500 Penalty: 10209.727539 Iteration 35Q: 3 clusters Score -981255.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -981259.562500 Penalty: 10209.727539 Iteration 36Q: 3 clusters Score -981259.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -981261.125000 Penalty: 10209.727539 Iteration 37Q: 3 clusters Score -981261.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -981266.500000 Penalty: 10209.727539 Iteration 38Q: 3 clusters Score -981266.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -981273.687500 Penalty: 10209.727539 Iteration 39Q: 3 clusters Score -981273.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -981275.062500 Penalty: 10209.727539 Iteration 40F: 3 clusters Score -981275.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -981275.750000 Penalty: 10209.727539 Iteration 41Q: 3 clusters Score -981275.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -981275.750000 Penalty: 10209.727539 Iteration 42F: 3 clusters Score -981275.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (32055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32055 members Entering Unmasked Estep Score: -7441535.000000 Penalty: 6354.815430 Iteration 0F: 2 clusters Score -7441535 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16042 members Mstep: Class 2 contains 16013 members Entering Unmasked Estep Score: -7417437.500000 Penalty: 12709.630859 Iteration 0F: 3 clusters Score -7417438 nChanged 13532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16048 members Mstep: Class 2 contains 16007 members Entering Unmasked Estep Score: -7425117.000000 Penalty: 12709.630859 Iteration 1F: 3 clusters Score -7425117 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15931 members Mstep: Class 2 contains 16124 members Entering Unmasked Estep Score: -7426738.500000 Penalty: 12709.630859 Iteration 2F: 3 clusters Score -7426738 nChanged 2155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 16569 members Entering Unmasked Estep Score: -7428497.500000 Penalty: 12709.630859 Iteration 3F: 3 clusters Score -7428498 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14695 members Mstep: Class 2 contains 17360 members Entering Unmasked Estep Score: -7430540.500000 Penalty: 12709.630859 Iteration 4F: 3 clusters Score -7430540 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13473 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -7433125.500000 Penalty: 12709.630859 Iteration 5F: 3 clusters Score -7433126 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 20218 members Entering Unmasked Estep Score: -7435952.000000 Penalty: 12709.630859 Iteration 6F: 3 clusters Score -7435952 nChanged 2614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 22178 members Entering Unmasked Estep Score: -7438976.500000 Penalty: 12709.630859 Iteration 7F: 3 clusters Score -7438976 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 23910 members Entering Unmasked Estep Score: -7441591.000000 Penalty: 12709.630859 Iteration 8F: 3 clusters Score -7441591 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 25151 members Entering Unmasked Estep Score: -7443423.500000 Penalty: 12709.630859 Iteration 9Q: 3 clusters Score -7443424 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 25970 members Entering Unmasked Estep Score: -7444486.000000 Penalty: 12709.630859 Iteration 10Q: 3 clusters Score -7444486 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 26487 members Entering Unmasked Estep Score: -7444979.500000 Penalty: 12709.630859 Iteration 11Q: 3 clusters Score -7444980 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 26818 members Entering Unmasked Estep Score: -7445170.000000 Penalty: 12709.630859 Iteration 12Q: 3 clusters Score -7445170 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 27028 members Entering Unmasked Estep Score: -7445252.500000 Penalty: 12709.630859 Iteration 13Q: 3 clusters Score -7445252 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 27172 members Entering Unmasked Estep Score: -7445327.000000 Penalty: 12709.630859 Iteration 14Q: 3 clusters Score -7445327 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 27286 members Entering Unmasked Estep Score: -7445367.000000 Penalty: 12709.630859 Iteration 15Q: 3 clusters Score -7445367 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 27379 members Entering Unmasked Estep Score: -7445383.000000 Penalty: 12709.630859 Iteration 16Q: 3 clusters Score -7445383 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 27439 members Entering Unmasked Estep Score: -7445413.000000 Penalty: 12709.630859 Iteration 17Q: 3 clusters Score -7445413 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 27489 members Entering Unmasked Estep Score: -7445431.000000 Penalty: 12709.630859 Iteration 18Q: 3 clusters Score -7445431 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 27521 members Entering Unmasked Estep Score: -7445435.500000 Penalty: 12709.630859 Iteration 19Q: 3 clusters Score -7445436 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 27556 members Entering Unmasked Estep Score: -7445427.000000 Penalty: 12709.630859 Iteration 20F: 3 clusters Score -7445427 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 27587 members Entering Unmasked Estep Score: -7445428.500000 Penalty: 12709.630859 Iteration 21Q: 3 clusters Score -7445428 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 27612 members Entering Unmasked Estep Score: -7445434.000000 Penalty: 12709.630859 Iteration 22Q: 3 clusters Score -7445434 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 27626 members Entering Unmasked Estep Score: -7445450.000000 Penalty: 12709.630859 Iteration 23Q: 3 clusters Score -7445450 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 27639 members Entering Unmasked Estep Score: -7445452.500000 Penalty: 12709.630859 Iteration 24Q: 3 clusters Score -7445452 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 27653 members Entering Unmasked Estep Score: -7445448.500000 Penalty: 12709.630859 Iteration 25Q: 3 clusters Score -7445448 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 27663 members Entering Unmasked Estep Score: -7445439.000000 Penalty: 12709.630859 Iteration 26Q: 3 clusters Score -7445439 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 27669 members Entering Unmasked Estep Score: -7445443.500000 Penalty: 12709.630859 Iteration 27Q: 3 clusters Score -7445444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 27673 members Entering Unmasked Estep Score: -7445453.500000 Penalty: 12709.630859 Iteration 28Q: 3 clusters Score -7445454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 27675 members Entering Unmasked Estep Score: -7445454.000000 Penalty: 12709.630859 Iteration 29Q: 3 clusters Score -7445454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 27677 members Entering Unmasked Estep Score: -7445466.500000 Penalty: 12709.630859 Iteration 30Q: 3 clusters Score -7445466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 27679 members Entering Unmasked Estep Score: -7445470.000000 Penalty: 12709.630859 Iteration 31Q: 3 clusters Score -7445470 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 27682 members Entering Unmasked Estep Score: -7445461.000000 Penalty: 12709.630859 Iteration 32Q: 3 clusters Score -7445461 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 27684 members Entering Unmasked Estep Score: -7445465.000000 Penalty: 12709.630859 Iteration 33Q: 3 clusters Score -7445465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 27685 members Entering Unmasked Estep Score: -7445464.500000 Penalty: 12709.630859 Iteration 34Q: 3 clusters Score -7445464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 27685 members Entering Unmasked Estep Score: -7445464.500000 Penalty: 12709.630859 Iteration 35F: 3 clusters Score -7445464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 26829 members Mstep: Class 3 contains 2797 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19705 members Mstep: Class 7 contains 28386 members Mstep: Class 8 contains 4407 members Mstep: Class 9 contains 7121 members Mstep: Class 10 contains 16169 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 4165 members Mstep: Class 15 contains 4370 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 27685 members Mstep: Class 18 contains 83849 members Mstep: Class 19 contains 117302 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1909 members Mstep: Class 23 contains 12803 members Mstep: Class 24 contains 43531 members Entering Unmasked Estep Score: -101699240.000000 Penalty: 183016.156250 Splitting cluster 15 changes total score from -101696712.000000 to -101699240.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 16 (1337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Entering Unmasked Estep Score: -294141.250000 Penalty: 4408.887207 Iteration 0F: 2 clusters Score -294141.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -289866.562500 Penalty: 8817.774414 Iteration 0F: 3 clusters Score -289866.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -290484.250000 Penalty: 8817.774414 Iteration 1F: 3 clusters Score -290484.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -290759.718750 Penalty: 8817.774414 Iteration 2F: 3 clusters Score -290759.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -291053.000000 Penalty: 8817.774414 Iteration 3F: 3 clusters Score -291053 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -291317.968750 Penalty: 8817.774414 Iteration 4Q: 3 clusters Score -291318 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -291564.968750 Penalty: 8817.774414 Iteration 5Q: 3 clusters Score -291565 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -291891.531250 Penalty: 8817.774414 Iteration 6Q: 3 clusters Score -291891.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -292529.656250 Penalty: 8817.774414 Iteration 7Q: 3 clusters Score -292529.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -292952.718750 Penalty: 8817.774414 Iteration 8Q: 3 clusters Score -292952.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -293147.406250 Penalty: 8817.774414 Iteration 9Q: 3 clusters Score -293147.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -293314.062500 Penalty: 8817.774414 Iteration 10Q: 3 clusters Score -293314.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -293467.562500 Penalty: 8817.774414 Iteration 11Q: 3 clusters Score -293467.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -293569.312500 Penalty: 8817.774414 Iteration 12Q: 3 clusters Score -293569.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -293646.625000 Penalty: 8817.774414 Iteration 13Q: 3 clusters Score -293646.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -293707.906250 Penalty: 8817.774414 Iteration 14Q: 3 clusters Score -293707.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -293717.843750 Penalty: 8817.774414 Iteration 15Q: 3 clusters Score -293717.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -293735.062500 Penalty: 8817.774414 Iteration 16Q: 3 clusters Score -293735.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -293747.031250 Penalty: 8817.774414 Iteration 17Q: 3 clusters Score -293747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -293761.312500 Penalty: 8817.774414 Iteration 18Q: 3 clusters Score -293761.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -293776.250000 Penalty: 8817.774414 Iteration 19Q: 3 clusters Score -293776.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -293790.875000 Penalty: 8817.774414 Iteration 20F: 3 clusters Score -293790.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -293793.343750 Penalty: 8817.774414 Iteration 21Q: 3 clusters Score -293793.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -293793.343750 Penalty: 8817.774414 Iteration 22F: 3 clusters Score -293793.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (83849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83849 members Entering Unmasked Estep Score: -19931114.000000 Penalty: 6943.773438 Iteration 0F: 2 clusters Score -1.993111e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41879 members Mstep: Class 2 contains 41970 members Entering Unmasked Estep Score: -19877770.000000 Penalty: 13887.546875 Iteration 0F: 3 clusters Score -1.987777e+07 nChanged 37969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41352 members Mstep: Class 2 contains 42497 members Entering Unmasked Estep Score: -19898112.000000 Penalty: 13887.546875 Iteration 1F: 3 clusters Score -1.989811e+07 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41005 members Mstep: Class 2 contains 42844 members Entering Unmasked Estep Score: -19899314.000000 Penalty: 13887.546875 Iteration 2Q: 3 clusters Score -1.989931e+07 nChanged 3454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40563 members Mstep: Class 2 contains 43286 members Entering Unmasked Estep Score: -19900482.000000 Penalty: 13887.546875 Iteration 3Q: 3 clusters Score -1.990048e+07 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40080 members Mstep: Class 2 contains 43769 members Entering Unmasked Estep Score: -19901604.000000 Penalty: 13887.546875 Iteration 4Q: 3 clusters Score -1.99016e+07 nChanged 3306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39526 members Mstep: Class 2 contains 44323 members Entering Unmasked Estep Score: -19902964.000000 Penalty: 13887.546875 Iteration 5Q: 3 clusters Score -1.990296e+07 nChanged 3263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38983 members Mstep: Class 2 contains 44866 members Entering Unmasked Estep Score: -19904324.000000 Penalty: 13887.546875 Iteration 6Q: 3 clusters Score -1.990432e+07 nChanged 3449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38428 members Mstep: Class 2 contains 45421 members Entering Unmasked Estep Score: -19905876.000000 Penalty: 13887.546875 Iteration 7Q: 3 clusters Score -1.990588e+07 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37856 members Mstep: Class 2 contains 45993 members Entering Unmasked Estep Score: -19907686.000000 Penalty: 13887.546875 Iteration 8Q: 3 clusters Score -1.990769e+07 nChanged 3839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37243 members Mstep: Class 2 contains 46606 members Entering Unmasked Estep Score: -19909790.000000 Penalty: 13887.546875 Iteration 9Q: 3 clusters Score -1.990979e+07 nChanged 4246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36505 members Mstep: Class 2 contains 47344 members Entering Unmasked Estep Score: -19912434.000000 Penalty: 13887.546875 Iteration 10F: 3 clusters Score -1.991243e+07 nChanged 4571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35546 members Mstep: Class 2 contains 48303 members Entering Unmasked Estep Score: -19915448.000000 Penalty: 13887.546875 Iteration 11F: 3 clusters Score -1.991545e+07 nChanged 4569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34391 members Mstep: Class 2 contains 49458 members Entering Unmasked Estep Score: -19918796.000000 Penalty: 13887.546875 Iteration 12F: 3 clusters Score -1.99188e+07 nChanged 4194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33117 members Mstep: Class 2 contains 50732 members Entering Unmasked Estep Score: -19921914.000000 Penalty: 13887.546875 Iteration 13F: 3 clusters Score -1.992191e+07 nChanged 3455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32012 members Mstep: Class 2 contains 51837 members Entering Unmasked Estep Score: -19923974.000000 Penalty: 13887.546875 Iteration 14Q: 3 clusters Score -1.992397e+07 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31256 members Mstep: Class 2 contains 52593 members Entering Unmasked Estep Score: -19924816.000000 Penalty: 13887.546875 Iteration 15Q: 3 clusters Score -1.992482e+07 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30738 members Mstep: Class 2 contains 53111 members Entering Unmasked Estep Score: -19925150.000000 Penalty: 13887.546875 Iteration 16Q: 3 clusters Score -1.992515e+07 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30415 members Mstep: Class 2 contains 53434 members Entering Unmasked Estep Score: -19925434.000000 Penalty: 13887.546875 Iteration 17Q: 3 clusters Score -1.992543e+07 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30202 members Mstep: Class 2 contains 53647 members Entering Unmasked Estep Score: -19925546.000000 Penalty: 13887.546875 Iteration 18Q: 3 clusters Score -1.992555e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30035 members Mstep: Class 2 contains 53814 members Entering Unmasked Estep Score: -19925618.000000 Penalty: 13887.546875 Iteration 19Q: 3 clusters Score -1.992562e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29961 members Mstep: Class 2 contains 53888 members Entering Unmasked Estep Score: -19925644.000000 Penalty: 13887.546875 Iteration 20F: 3 clusters Score -1.992564e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29949 members Mstep: Class 2 contains 53900 members Entering Unmasked Estep Score: -19925622.000000 Penalty: 13887.546875 Iteration 21Q: 3 clusters Score -1.992562e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29969 members Mstep: Class 2 contains 53880 members Entering Unmasked Estep Score: -19925640.000000 Penalty: 13887.546875 Iteration 22Q: 3 clusters Score -1.992564e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30033 members Mstep: Class 2 contains 53816 members Entering Unmasked Estep Score: -19925674.000000 Penalty: 13887.546875 Iteration 23Q: 3 clusters Score -1.992567e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30073 members Mstep: Class 2 contains 53776 members Entering Unmasked Estep Score: -19925650.000000 Penalty: 13887.546875 Iteration 24Q: 3 clusters Score -1.992565e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30122 members Mstep: Class 2 contains 53727 members Entering Unmasked Estep Score: -19925700.000000 Penalty: 13887.546875 Iteration 25Q: 3 clusters Score -1.99257e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30184 members Mstep: Class 2 contains 53665 members Entering Unmasked Estep Score: -19925714.000000 Penalty: 13887.546875 Iteration 26Q: 3 clusters Score -1.992571e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30273 members Mstep: Class 2 contains 53576 members Entering Unmasked Estep Score: -19925734.000000 Penalty: 13887.546875 Iteration 27Q: 3 clusters Score -1.992573e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30344 members Mstep: Class 2 contains 53505 members Entering Unmasked Estep Score: -19925794.000000 Penalty: 13887.546875 Iteration 28Q: 3 clusters Score -1.992579e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30429 members Mstep: Class 2 contains 53420 members Entering Unmasked Estep Score: -19925766.000000 Penalty: 13887.546875 Iteration 29Q: 3 clusters Score -1.992577e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30511 members Mstep: Class 2 contains 53338 members Entering Unmasked Estep Score: -19925778.000000 Penalty: 13887.546875 Iteration 30Q: 3 clusters Score -1.992578e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30589 members Mstep: Class 2 contains 53260 members Entering Unmasked Estep Score: -19925792.000000 Penalty: 13887.546875 Iteration 31Q: 3 clusters Score -1.992579e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30686 members Mstep: Class 2 contains 53163 members Entering Unmasked Estep Score: -19925786.000000 Penalty: 13887.546875 Iteration 32Q: 3 clusters Score -1.992579e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30777 members Mstep: Class 2 contains 53072 members Entering Unmasked Estep Score: -19925822.000000 Penalty: 13887.546875 Iteration 33Q: 3 clusters Score -1.992582e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30881 members Mstep: Class 2 contains 52968 members Entering Unmasked Estep Score: -19925866.000000 Penalty: 13887.546875 Iteration 34Q: 3 clusters Score -1.992587e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31034 members Mstep: Class 2 contains 52815 members Entering Unmasked Estep Score: -19925892.000000 Penalty: 13887.546875 Iteration 35Q: 3 clusters Score -1.992589e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31196 members Mstep: Class 2 contains 52653 members Entering Unmasked Estep Score: -19925932.000000 Penalty: 13887.546875 Iteration 36Q: 3 clusters Score -1.992593e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31365 members Mstep: Class 2 contains 52484 members Entering Unmasked Estep Score: -19925946.000000 Penalty: 13887.546875 Iteration 37Q: 3 clusters Score -1.992595e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31519 members Mstep: Class 2 contains 52330 members Entering Unmasked Estep Score: -19925966.000000 Penalty: 13887.546875 Iteration 38Q: 3 clusters Score -1.992597e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31667 members Mstep: Class 2 contains 52182 members Entering Unmasked Estep Score: -19925990.000000 Penalty: 13887.546875 Iteration 39Q: 3 clusters Score -1.992599e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31810 members Mstep: Class 2 contains 52039 members Entering Unmasked Estep Score: -19926028.000000 Penalty: 13887.546875 Iteration 40F: 3 clusters Score -1.992603e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31966 members Mstep: Class 2 contains 51883 members Entering Unmasked Estep Score: -19926044.000000 Penalty: 13887.546875 Iteration 41Q: 3 clusters Score -1.992604e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32149 members Mstep: Class 2 contains 51700 members Entering Unmasked Estep Score: -19926060.000000 Penalty: 13887.546875 Iteration 42Q: 3 clusters Score -1.992606e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32338 members Mstep: Class 2 contains 51511 members Entering Unmasked Estep Score: -19926052.000000 Penalty: 13887.546875 Iteration 43Q: 3 clusters Score -1.992605e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32583 members Mstep: Class 2 contains 51266 members Entering Unmasked Estep Score: -19926048.000000 Penalty: 13887.546875 Iteration 44Q: 3 clusters Score -1.992605e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32877 members Mstep: Class 2 contains 50972 members Entering Unmasked Estep Score: -19926106.000000 Penalty: 13887.546875 Iteration 45Q: 3 clusters Score -1.992611e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33210 members Mstep: Class 2 contains 50639 members Entering Unmasked Estep Score: -19926182.000000 Penalty: 13887.546875 Iteration 46Q: 3 clusters Score -1.992618e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33564 members Mstep: Class 2 contains 50285 members Entering Unmasked Estep Score: -19926236.000000 Penalty: 13887.546875 Iteration 47Q: 3 clusters Score -1.992624e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33932 members Mstep: Class 2 contains 49917 members Entering Unmasked Estep Score: -19926304.000000 Penalty: 13887.546875 Iteration 48Q: 3 clusters Score -1.99263e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34355 members Mstep: Class 2 contains 49494 members Entering Unmasked Estep Score: -19926402.000000 Penalty: 13887.546875 Iteration 49Q: 3 clusters Score -1.99264e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34829 members Mstep: Class 2 contains 49020 members Entering Unmasked Estep Score: -19926520.000000 Penalty: 13887.546875 Iteration 50Q: 3 clusters Score -1.992652e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35394 members Mstep: Class 2 contains 48455 members Entering Unmasked Estep Score: -19926732.000000 Penalty: 13887.546875 Iteration 51Q: 3 clusters Score -1.992673e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36057 members Mstep: Class 2 contains 47792 members Entering Unmasked Estep Score: -19926916.000000 Penalty: 13887.546875 Iteration 52Q: 3 clusters Score -1.992692e+07 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36792 members Mstep: Class 2 contains 47057 members Entering Unmasked Estep Score: -19927104.000000 Penalty: 13887.546875 Iteration 53Q: 3 clusters Score -1.99271e+07 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37637 members Mstep: Class 2 contains 46212 members Entering Unmasked Estep Score: -19927432.000000 Penalty: 13887.546875 Iteration 54Q: 3 clusters Score -1.992743e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38551 members Mstep: Class 2 contains 45298 members Entering Unmasked Estep Score: -19927790.000000 Penalty: 13887.546875 Iteration 55Q: 3 clusters Score -1.992779e+07 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39509 members Mstep: Class 2 contains 44340 members Entering Unmasked Estep Score: -19928094.000000 Penalty: 13887.546875 Iteration 56Q: 3 clusters Score -1.992809e+07 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40476 members Mstep: Class 2 contains 43373 members Entering Unmasked Estep Score: -19928426.000000 Penalty: 13887.546875 Iteration 57Q: 3 clusters Score -1.992843e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41416 members Mstep: Class 2 contains 42433 members Entering Unmasked Estep Score: -19928826.000000 Penalty: 13887.546875 Iteration 58Q: 3 clusters Score -1.992883e+07 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42345 members Mstep: Class 2 contains 41504 members Entering Unmasked Estep Score: -19929214.000000 Penalty: 13887.546875 Iteration 59Q: 3 clusters Score -1.992921e+07 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43196 members Mstep: Class 2 contains 40653 members Entering Unmasked Estep Score: -19929370.000000 Penalty: 13887.546875 Iteration 60F: 3 clusters Score -1.992937e+07 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43979 members Mstep: Class 2 contains 39870 members Entering Unmasked Estep Score: -19929610.000000 Penalty: 13887.546875 Iteration 61Q: 3 clusters Score -1.992961e+07 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44690 members Mstep: Class 2 contains 39159 members Entering Unmasked Estep Score: -19929842.000000 Penalty: 13887.546875 Iteration 62Q: 3 clusters Score -1.992984e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45314 members Mstep: Class 2 contains 38535 members Entering Unmasked Estep Score: -19929974.000000 Penalty: 13887.546875 Iteration 63Q: 3 clusters Score -1.992997e+07 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45868 members Mstep: Class 2 contains 37981 members Entering Unmasked Estep Score: -19930132.000000 Penalty: 13887.546875 Iteration 64Q: 3 clusters Score -1.993013e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46321 members Mstep: Class 2 contains 37528 members Entering Unmasked Estep Score: -19930200.000000 Penalty: 13887.546875 Iteration 65Q: 3 clusters Score -1.99302e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46729 members Mstep: Class 2 contains 37120 members Entering Unmasked Estep Score: -19930230.000000 Penalty: 13887.546875 Iteration 66Q: 3 clusters Score -1.993023e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47070 members Mstep: Class 2 contains 36779 members Entering Unmasked Estep Score: -19930254.000000 Penalty: 13887.546875 Iteration 67Q: 3 clusters Score -1.993025e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47327 members Mstep: Class 2 contains 36522 members Entering Unmasked Estep Score: -19930276.000000 Penalty: 13887.546875 Iteration 68Q: 3 clusters Score -1.993028e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47559 members Mstep: Class 2 contains 36290 members Entering Unmasked Estep Score: -19930318.000000 Penalty: 13887.546875 Iteration 69Q: 3 clusters Score -1.993032e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47755 members Mstep: Class 2 contains 36094 members Entering Unmasked Estep Score: -19930330.000000 Penalty: 13887.546875 Iteration 70Q: 3 clusters Score -1.993033e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47912 members Mstep: Class 2 contains 35937 members Entering Unmasked Estep Score: -19930360.000000 Penalty: 13887.546875 Iteration 71Q: 3 clusters Score -1.993036e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48037 members Mstep: Class 2 contains 35812 members Entering Unmasked Estep Score: -19930350.000000 Penalty: 13887.546875 Iteration 72Q: 3 clusters Score -1.993035e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48145 members Mstep: Class 2 contains 35704 members Entering Unmasked Estep Score: -19930332.000000 Penalty: 13887.546875 Iteration 73Q: 3 clusters Score -1.993033e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48242 members Mstep: Class 2 contains 35607 members Entering Unmasked Estep Score: -19930348.000000 Penalty: 13887.546875 Iteration 74Q: 3 clusters Score -1.993035e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48326 members Mstep: Class 2 contains 35523 members Entering Unmasked Estep Score: -19930368.000000 Penalty: 13887.546875 Iteration 75Q: 3 clusters Score -1.993037e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48402 members Mstep: Class 2 contains 35447 members Entering Unmasked Estep Score: -19930364.000000 Penalty: 13887.546875 Iteration 76Q: 3 clusters Score -1.993036e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48469 members Mstep: Class 2 contains 35380 members Entering Unmasked Estep Score: -19930366.000000 Penalty: 13887.546875 Iteration 77Q: 3 clusters Score -1.993037e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48541 members Mstep: Class 2 contains 35308 members Entering Unmasked Estep Score: -19930400.000000 Penalty: 13887.546875 Iteration 78Q: 3 clusters Score -1.99304e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48603 members Mstep: Class 2 contains 35246 members Entering Unmasked Estep Score: -19930370.000000 Penalty: 13887.546875 Iteration 79Q: 3 clusters Score -1.993037e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48651 members Mstep: Class 2 contains 35198 members Entering Unmasked Estep Score: -19930394.000000 Penalty: 13887.546875 Iteration 80F: 3 clusters Score -1.993039e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48690 members Mstep: Class 2 contains 35159 members Entering Unmasked Estep Score: -19930394.000000 Penalty: 13887.546875 Iteration 81Q: 3 clusters Score -1.993039e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48733 members Mstep: Class 2 contains 35116 members Entering Unmasked Estep Score: -19930392.000000 Penalty: 13887.546875 Iteration 82Q: 3 clusters Score -1.993039e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48772 members Mstep: Class 2 contains 35077 members Entering Unmasked Estep Score: -19930422.000000 Penalty: 13887.546875 Iteration 83Q: 3 clusters Score -1.993042e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48798 members Mstep: Class 2 contains 35051 members Entering Unmasked Estep Score: -19930414.000000 Penalty: 13887.546875 Iteration 84Q: 3 clusters Score -1.993041e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48828 members Mstep: Class 2 contains 35021 members Entering Unmasked Estep Score: -19930392.000000 Penalty: 13887.546875 Iteration 85Q: 3 clusters Score -1.993039e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48857 members Mstep: Class 2 contains 34992 members Entering Unmasked Estep Score: -19930416.000000 Penalty: 13887.546875 Iteration 86Q: 3 clusters Score -1.993042e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48888 members Mstep: Class 2 contains 34961 members Entering Unmasked Estep Score: -19930434.000000 Penalty: 13887.546875 Iteration 87Q: 3 clusters Score -1.993043e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48913 members Mstep: Class 2 contains 34936 members Entering Unmasked Estep Score: -19930406.000000 Penalty: 13887.546875 Iteration 88Q: 3 clusters Score -1.993041e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48939 members Mstep: Class 2 contains 34910 members Entering Unmasked Estep Score: -19930418.000000 Penalty: 13887.546875 Iteration 89Q: 3 clusters Score -1.993042e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48958 members Mstep: Class 2 contains 34891 members Entering Unmasked Estep Score: -19930388.000000 Penalty: 13887.546875 Iteration 90Q: 3 clusters Score -1.993039e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48980 members Mstep: Class 2 contains 34869 members Entering Unmasked Estep Score: -19930394.000000 Penalty: 13887.546875 Iteration 91Q: 3 clusters Score -1.993039e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49010 members Mstep: Class 2 contains 34839 members Entering Unmasked Estep Score: -19930386.000000 Penalty: 13887.546875 Iteration 92Q: 3 clusters Score -1.993039e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49035 members Mstep: Class 2 contains 34814 members Entering Unmasked Estep Score: -19930426.000000 Penalty: 13887.546875 Iteration 93Q: 3 clusters Score -1.993043e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49058 members Mstep: Class 2 contains 34791 members Entering Unmasked Estep Score: -19930400.000000 Penalty: 13887.546875 Iteration 94Q: 3 clusters Score -1.99304e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49085 members Mstep: Class 2 contains 34764 members Entering Unmasked Estep Score: -19930402.000000 Penalty: 13887.546875 Iteration 95Q: 3 clusters Score -1.99304e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49112 members Mstep: Class 2 contains 34737 members Entering Unmasked Estep Score: -19930382.000000 Penalty: 13887.546875 Iteration 96Q: 3 clusters Score -1.993038e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49139 members Mstep: Class 2 contains 34710 members Entering Unmasked Estep Score: -19930412.000000 Penalty: 13887.546875 Iteration 97Q: 3 clusters Score -1.993041e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49162 members Mstep: Class 2 contains 34687 members Entering Unmasked Estep Score: -19930362.000000 Penalty: 13887.546875 Iteration 98Q: 3 clusters Score -1.993036e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49181 members Mstep: Class 2 contains 34668 members Entering Unmasked Estep Score: -19930360.000000 Penalty: 13887.546875 Iteration 99Q: 3 clusters Score -1.993036e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49196 members Mstep: Class 2 contains 34653 members Entering Unmasked Estep Score: -19930370.000000 Penalty: 13887.546875 Iteration 100F: 3 clusters Score -1.993037e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49207 members Mstep: Class 2 contains 34642 members Entering Unmasked Estep Score: -19930342.000000 Penalty: 13887.546875 Iteration 101Q: 3 clusters Score -1.993034e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49219 members Mstep: Class 2 contains 34630 members Entering Unmasked Estep Score: -19930322.000000 Penalty: 13887.546875 Iteration 102Q: 3 clusters Score -1.993032e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49225 members Mstep: Class 2 contains 34624 members Entering Unmasked Estep Score: -19930324.000000 Penalty: 13887.546875 Iteration 103Q: 3 clusters Score -1.993032e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49230 members Mstep: Class 2 contains 34619 members Entering Unmasked Estep Score: -19930326.000000 Penalty: 13887.546875 Iteration 104Q: 3 clusters Score -1.993033e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49231 members Mstep: Class 2 contains 34618 members Entering Unmasked Estep Score: -19930326.000000 Penalty: 13887.546875 Iteration 105Q: 3 clusters Score -1.993033e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49234 members Mstep: Class 2 contains 34615 members Entering Unmasked Estep Score: -19930330.000000 Penalty: 13887.546875 Iteration 106Q: 3 clusters Score -1.993033e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49238 members Mstep: Class 2 contains 34611 members Entering Unmasked Estep Score: -19930350.000000 Penalty: 13887.546875 Iteration 107Q: 3 clusters Score -1.993035e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49240 members Mstep: Class 2 contains 34609 members Entering Unmasked Estep Score: -19930326.000000 Penalty: 13887.546875 Iteration 108Q: 3 clusters Score -1.993033e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49243 members Mstep: Class 2 contains 34606 members Entering Unmasked Estep Score: -19930328.000000 Penalty: 13887.546875 Iteration 109Q: 3 clusters Score -1.993033e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49245 members Mstep: Class 2 contains 34604 members Entering Unmasked Estep Score: -19930346.000000 Penalty: 13887.546875 Iteration 110Q: 3 clusters Score -1.993035e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49246 members Mstep: Class 2 contains 34603 members Entering Unmasked Estep Score: -19930354.000000 Penalty: 13887.546875 Iteration 111Q: 3 clusters Score -1.993035e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49246 members Mstep: Class 2 contains 34603 members Entering Unmasked Estep Score: -19930354.000000 Penalty: 13887.546875 Iteration 112F: 3 clusters Score -1.993035e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (117302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117302 members Entering Unmasked Estep Score: -27608824.000000 Penalty: 7149.410645 Iteration 0F: 2 clusters Score -2.760882e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58647 members Mstep: Class 2 contains 58655 members Entering Unmasked Estep Score: -27530570.000000 Penalty: 14298.821289 Iteration 0F: 3 clusters Score -2.753057e+07 nChanged 53640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59025 members Mstep: Class 2 contains 58277 members Entering Unmasked Estep Score: -27559624.000000 Penalty: 14298.821289 Iteration 1F: 3 clusters Score -2.755962e+07 nChanged 4356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59117 members Mstep: Class 2 contains 58185 members Entering Unmasked Estep Score: -27560592.000000 Penalty: 14298.821289 Iteration 2Q: 3 clusters Score -2.756059e+07 nChanged 4066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59233 members Mstep: Class 2 contains 58069 members Entering Unmasked Estep Score: -27561438.000000 Penalty: 14298.821289 Iteration 3Q: 3 clusters Score -2.756144e+07 nChanged 3650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59475 members Mstep: Class 2 contains 57827 members Entering Unmasked Estep Score: -27562196.000000 Penalty: 14298.821289 Iteration 4Q: 3 clusters Score -2.75622e+07 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59818 members Mstep: Class 2 contains 57484 members Entering Unmasked Estep Score: -27562914.000000 Penalty: 14298.821289 Iteration 5Q: 3 clusters Score -2.756291e+07 nChanged 2986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60314 members Mstep: Class 2 contains 56988 members Entering Unmasked Estep Score: -27563616.000000 Penalty: 14298.821289 Iteration 6Q: 3 clusters Score -2.756362e+07 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60983 members Mstep: Class 2 contains 56319 members Entering Unmasked Estep Score: -27564104.000000 Penalty: 14298.821289 Iteration 7Q: 3 clusters Score -2.75641e+07 nChanged 2507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61980 members Mstep: Class 2 contains 55322 members Entering Unmasked Estep Score: -27564450.000000 Penalty: 14298.821289 Iteration 8Q: 3 clusters Score -2.756445e+07 nChanged 2449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63287 members Mstep: Class 2 contains 54015 members Entering Unmasked Estep Score: -27565006.000000 Penalty: 14298.821289 Iteration 9Q: 3 clusters Score -2.756501e+07 nChanged 2707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65060 members Mstep: Class 2 contains 52242 members Entering Unmasked Estep Score: -27565688.000000 Penalty: 14298.821289 Iteration 10Q: 3 clusters Score -2.756569e+07 nChanged 3122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67520 members Mstep: Class 2 contains 49782 members Entering Unmasked Estep Score: -27566588.000000 Penalty: 14298.821289 Iteration 11Q: 3 clusters Score -2.756659e+07 nChanged 3717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70821 members Mstep: Class 2 contains 46481 members Entering Unmasked Estep Score: -27567858.000000 Penalty: 14298.821289 Iteration 12Q: 3 clusters Score -2.756786e+07 nChanged 4722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75325 members Mstep: Class 2 contains 41977 members Entering Unmasked Estep Score: -27570034.000000 Penalty: 14298.821289 Iteration 13Q: 3 clusters Score -2.757003e+07 nChanged 6131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81340 members Mstep: Class 2 contains 35962 members Entering Unmasked Estep Score: -27573486.000000 Penalty: 14298.821289 Iteration 14F: 3 clusters Score -2.757349e+07 nChanged 7669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88959 members Mstep: Class 2 contains 28343 members Entering Unmasked Estep Score: -27578656.000000 Penalty: 14298.821289 Iteration 15F: 3 clusters Score -2.757866e+07 nChanged 8606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97525 members Mstep: Class 2 contains 19777 members Entering Unmasked Estep Score: -27585396.000000 Penalty: 14298.821289 Iteration 16F: 3 clusters Score -2.75854e+07 nChanged 7980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105483 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -27592668.000000 Penalty: 14298.821289 Iteration 17F: 3 clusters Score -2.759267e+07 nChanged 5607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111062 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -27597848.000000 Penalty: 14298.821289 Iteration 18Q: 3 clusters Score -2.759785e+07 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114091 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -27600572.000000 Penalty: 14298.821289 Iteration 19Q: 3 clusters Score -2.760057e+07 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115372 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -27601786.000000 Penalty: 14298.821289 Iteration 20F: 3 clusters Score -2.760179e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115905 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -27602346.000000 Penalty: 14298.821289 Iteration 21Q: 3 clusters Score -2.760235e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116168 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -27602536.000000 Penalty: 14298.821289 Iteration 22Q: 3 clusters Score -2.760254e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116307 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -27602722.000000 Penalty: 14298.821289 Iteration 23Q: 3 clusters Score -2.760272e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116388 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -27602800.000000 Penalty: 14298.821289 Iteration 24Q: 3 clusters Score -2.76028e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116438 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -27602852.000000 Penalty: 14298.821289 Iteration 25Q: 3 clusters Score -2.760285e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116470 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -27602902.000000 Penalty: 14298.821289 Iteration 26Q: 3 clusters Score -2.76029e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116486 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -27602908.000000 Penalty: 14298.821289 Iteration 27Q: 3 clusters Score -2.760291e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116498 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -27602912.000000 Penalty: 14298.821289 Iteration 28Q: 3 clusters Score -2.760291e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116508 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -27602950.000000 Penalty: 14298.821289 Iteration 29Q: 3 clusters Score -2.760295e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116515 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -27602960.000000 Penalty: 14298.821289 Iteration 30Q: 3 clusters Score -2.760296e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116521 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -27602968.000000 Penalty: 14298.821289 Iteration 31Q: 3 clusters Score -2.760297e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116525 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -27602970.000000 Penalty: 14298.821289 Iteration 32Q: 3 clusters Score -2.760297e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116531 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -27602968.000000 Penalty: 14298.821289 Iteration 33Q: 3 clusters Score -2.760297e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116533 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -27602994.000000 Penalty: 14298.821289 Iteration 34Q: 3 clusters Score -2.760299e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116535 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -27602996.000000 Penalty: 14298.821289 Iteration 35Q: 3 clusters Score -2.7603e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116536 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -27602996.000000 Penalty: 14298.821289 Iteration 36Q: 3 clusters Score -2.7603e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116538 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -27603010.000000 Penalty: 14298.821289 Iteration 37Q: 3 clusters Score -2.760301e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116541 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -27602998.000000 Penalty: 14298.821289 Iteration 38Q: 3 clusters Score -2.7603e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116541 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -27602998.000000 Penalty: 14298.821289 Iteration 39F: 3 clusters Score -2.7603e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Entering Unmasked Estep Score: -2287787.250000 Penalty: 5624.505371 Iteration 0F: 2 clusters Score -2287787 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -2277770.000000 Penalty: 11249.010742 Iteration 0F: 3 clusters Score -2277770 nChanged 3616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -2279875.250000 Penalty: 11249.010742 Iteration 1F: 3 clusters Score -2279875 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -2280268.000000 Penalty: 11249.010742 Iteration 2F: 3 clusters Score -2280268 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -2280490.250000 Penalty: 11249.010742 Iteration 3Q: 3 clusters Score -2280490 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -2280613.000000 Penalty: 11249.010742 Iteration 4Q: 3 clusters Score -2280613 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -2280716.750000 Penalty: 11249.010742 Iteration 5Q: 3 clusters Score -2280717 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -2280784.250000 Penalty: 11249.010742 Iteration 6Q: 3 clusters Score -2280784 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -2280847.500000 Penalty: 11249.010742 Iteration 7Q: 3 clusters Score -2280848 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -2280891.750000 Penalty: 11249.010742 Iteration 8Q: 3 clusters Score -2280892 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -2280944.000000 Penalty: 11249.010742 Iteration 9Q: 3 clusters Score -2280944 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -2280998.000000 Penalty: 11249.010742 Iteration 10Q: 3 clusters Score -2280998 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -2281048.500000 Penalty: 11249.010742 Iteration 11Q: 3 clusters Score -2281048 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -2281095.250000 Penalty: 11249.010742 Iteration 12Q: 3 clusters Score -2281095 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -2281140.000000 Penalty: 11249.010742 Iteration 13Q: 3 clusters Score -2281140 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -2281185.000000 Penalty: 11249.010742 Iteration 14Q: 3 clusters Score -2281185 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -2281215.250000 Penalty: 11249.010742 Iteration 15Q: 3 clusters Score -2281215 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -2281260.500000 Penalty: 11249.010742 Iteration 16Q: 3 clusters Score -2281260 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -2281313.000000 Penalty: 11249.010742 Iteration 17Q: 3 clusters Score -2281313 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -2281383.000000 Penalty: 11249.010742 Iteration 18Q: 3 clusters Score -2281383 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -2281466.500000 Penalty: 11249.010742 Iteration 19Q: 3 clusters Score -2281466 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -2281577.000000 Penalty: 11249.010742 Iteration 20F: 3 clusters Score -2281577 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -2281745.500000 Penalty: 11249.010742 Iteration 21Q: 3 clusters Score -2281746 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -2281999.500000 Penalty: 11249.010742 Iteration 22Q: 3 clusters Score -2282000 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -2282367.750000 Penalty: 11249.010742 Iteration 23Q: 3 clusters Score -2282368 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -2282780.000000 Penalty: 11249.010742 Iteration 24Q: 3 clusters Score -2282780 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -2283216.000000 Penalty: 11249.010742 Iteration 25Q: 3 clusters Score -2283216 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -2283616.250000 Penalty: 11249.010742 Iteration 26Q: 3 clusters Score -2283616 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -2283930.500000 Penalty: 11249.010742 Iteration 27Q: 3 clusters Score -2283930 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -2284147.000000 Penalty: 11249.010742 Iteration 28Q: 3 clusters Score -2284147 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -2284269.750000 Penalty: 11249.010742 Iteration 29Q: 3 clusters Score -2284270 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -2284372.000000 Penalty: 11249.010742 Iteration 30Q: 3 clusters Score -2284372 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -2284452.250000 Penalty: 11249.010742 Iteration 31Q: 3 clusters Score -2284452 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -2284491.750000 Penalty: 11249.010742 Iteration 32Q: 3 clusters Score -2284492 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -2284523.750000 Penalty: 11249.010742 Iteration 33Q: 3 clusters Score -2284524 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -2284544.000000 Penalty: 11249.010742 Iteration 34Q: 3 clusters Score -2284544 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -2284561.500000 Penalty: 11249.010742 Iteration 35Q: 3 clusters Score -2284562 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -2284579.000000 Penalty: 11249.010742 Iteration 36Q: 3 clusters Score -2284579 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -2284587.500000 Penalty: 11249.010742 Iteration 37Q: 3 clusters Score -2284588 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -2284601.500000 Penalty: 11249.010742 Iteration 38Q: 3 clusters Score -2284602 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -2284606.750000 Penalty: 11249.010742 Iteration 39Q: 3 clusters Score -2284607 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -2284612.500000 Penalty: 11249.010742 Iteration 40F: 3 clusters Score -2284612 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -2284617.250000 Penalty: 11249.010742 Iteration 41Q: 3 clusters Score -2284617 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -2284618.000000 Penalty: 11249.010742 Iteration 42Q: 3 clusters Score -2284618 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 7190 members Entering Unmasked Estep Score: -2284620.500000 Penalty: 11249.010742 Iteration 43Q: 3 clusters Score -2284620 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -2284622.000000 Penalty: 11249.010742 Iteration 44Q: 3 clusters Score -2284622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -2284624.250000 Penalty: 11249.010742 Iteration 45Q: 3 clusters Score -2284624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -2284624.250000 Penalty: 11249.010742 Iteration 46Q: 3 clusters Score -2284624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -2284624.250000 Penalty: 11249.010742 Iteration 47F: 3 clusters Score -2284624 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Entering Unmasked Estep Score: -397512.000000 Penalty: 4627.029785 Iteration 0F: 2 clusters Score -397512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -392952.843750 Penalty: 9254.059570 Iteration 0F: 3 clusters Score -392952.8 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -394330.218750 Penalty: 9254.059570 Iteration 1F: 3 clusters Score -394330.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -396736.125000 Penalty: 9254.059570 Iteration 2F: 3 clusters Score -396736.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -398845.625000 Penalty: 9254.059570 Iteration 3F: 3 clusters Score -398845.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -399553.000000 Penalty: 9254.059570 Iteration 4F: 3 clusters Score -399553 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -400024.968750 Penalty: 9254.059570 Iteration 5Q: 3 clusters Score -400025 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -400702.125000 Penalty: 9254.059570 Iteration 6Q: 3 clusters Score -400702.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -401052.843750 Penalty: 9254.059570 Iteration 7Q: 3 clusters Score -401052.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -401203.875000 Penalty: 9254.059570 Iteration 8Q: 3 clusters Score -401203.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -401443.906250 Penalty: 9254.059570 Iteration 9Q: 3 clusters Score -401443.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -402164.156250 Penalty: 9254.059570 Iteration 10Q: 3 clusters Score -402164.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -402586.531250 Penalty: 9254.059570 Iteration 11Q: 3 clusters Score -402586.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -402588.906250 Penalty: 9254.059570 Iteration 12Q: 3 clusters Score -402588.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -402588.906250 Penalty: 9254.059570 Iteration 13F: 3 clusters Score -402588.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 21024 members Mstep: Class 2 contains 26829 members Mstep: Class 3 contains 2797 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19705 members Mstep: Class 7 contains 28386 members Mstep: Class 8 contains 4407 members Mstep: Class 9 contains 7121 members Mstep: Class 10 contains 16169 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 4165 members Mstep: Class 15 contains 4370 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 27685 members Mstep: Class 18 contains 83849 members Mstep: Class 19 contains 117302 members Mstep: Class 20 contains 9729 members Mstep: Class 21 contains 570 members Mstep: Class 22 contains 1339 members Mstep: Class 23 contains 12803 members Mstep: Class 24 contains 43531 members Entering Unmasked Estep Score: -101701160.000000 Penalty: 190973.375000 Splitting cluster 22 changes total score from -101696712.000000 to -101701160.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 23 (12803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12803 members Entering Unmasked Estep Score: -2852027.500000 Penalty: 5792.678711 Iteration 0F: 2 clusters Score -2852028 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -2839957.500000 Penalty: 11585.357422 Iteration 0F: 3 clusters Score -2839958 nChanged 4888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -2842654.500000 Penalty: 11585.357422 Iteration 1F: 3 clusters Score -2842654 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -2843190.500000 Penalty: 11585.357422 Iteration 2F: 3 clusters Score -2843190 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -2843521.250000 Penalty: 11585.357422 Iteration 3F: 3 clusters Score -2843521 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -2843834.000000 Penalty: 11585.357422 Iteration 4Q: 3 clusters Score -2843834 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -2844070.250000 Penalty: 11585.357422 Iteration 5Q: 3 clusters Score -2844070 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -2844256.500000 Penalty: 11585.357422 Iteration 6Q: 3 clusters Score -2844256 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -2844412.500000 Penalty: 11585.357422 Iteration 7Q: 3 clusters Score -2844412 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -2844549.250000 Penalty: 11585.357422 Iteration 8Q: 3 clusters Score -2844549 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -2844670.250000 Penalty: 11585.357422 Iteration 9Q: 3 clusters Score -2844670 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -2844773.000000 Penalty: 11585.357422 Iteration 10Q: 3 clusters Score -2844773 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -2844872.000000 Penalty: 11585.357422 Iteration 11Q: 3 clusters Score -2844872 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -2844960.250000 Penalty: 11585.357422 Iteration 12Q: 3 clusters Score -2844960 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -2845032.750000 Penalty: 11585.357422 Iteration 13Q: 3 clusters Score -2845033 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7460 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -2845109.500000 Penalty: 11585.357422 Iteration 14Q: 3 clusters Score -2845110 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -2845200.250000 Penalty: 11585.357422 Iteration 15Q: 3 clusters Score -2845200 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -2845284.250000 Penalty: 11585.357422 Iteration 16Q: 3 clusters Score -2845284 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -2845368.000000 Penalty: 11585.357422 Iteration 17Q: 3 clusters Score -2845368 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -2845427.500000 Penalty: 11585.357422 Iteration 18Q: 3 clusters Score -2845428 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -2845474.000000 Penalty: 11585.357422 Iteration 19Q: 3 clusters Score -2845474 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -2845506.000000 Penalty: 11585.357422 Iteration 20F: 3 clusters Score -2845506 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -2845564.000000 Penalty: 11585.357422 Iteration 21Q: 3 clusters Score -2845564 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -2845605.500000 Penalty: 11585.357422 Iteration 22Q: 3 clusters Score -2845606 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -2845655.000000 Penalty: 11585.357422 Iteration 23Q: 3 clusters Score -2845655 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -2845719.000000 Penalty: 11585.357422 Iteration 24Q: 3 clusters Score -2845719 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -2845777.000000 Penalty: 11585.357422 Iteration 25Q: 3 clusters Score -2845777 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -2845823.000000 Penalty: 11585.357422 Iteration 26Q: 3 clusters Score -2845823 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -2845880.250000 Penalty: 11585.357422 Iteration 27Q: 3 clusters Score -2845880 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8841 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -2845931.000000 Penalty: 11585.357422 Iteration 28Q: 3 clusters Score -2845931 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8948 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -2845982.750000 Penalty: 11585.357422 Iteration 29Q: 3 clusters Score -2845983 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -2846030.250000 Penalty: 11585.357422 Iteration 30Q: 3 clusters Score -2846030 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -2846066.250000 Penalty: 11585.357422 Iteration 31Q: 3 clusters Score -2846066 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -2846098.500000 Penalty: 11585.357422 Iteration 32Q: 3 clusters Score -2846098 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -2846146.750000 Penalty: 11585.357422 Iteration 33Q: 3 clusters Score -2846147 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -2846191.750000 Penalty: 11585.357422 Iteration 34Q: 3 clusters Score -2846192 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -2846243.000000 Penalty: 11585.357422 Iteration 35Q: 3 clusters Score -2846243 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -2846302.250000 Penalty: 11585.357422 Iteration 36Q: 3 clusters Score -2846302 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -2846341.250000 Penalty: 11585.357422 Iteration 37Q: 3 clusters Score -2846341 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -2846404.000000 Penalty: 11585.357422 Iteration 38Q: 3 clusters Score -2846404 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -2846453.500000 Penalty: 11585.357422 Iteration 39Q: 3 clusters Score -2846454 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -2846503.500000 Penalty: 11585.357422 Iteration 40F: 3 clusters Score -2846504 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -2846556.000000 Penalty: 11585.357422 Iteration 41Q: 3 clusters Score -2846556 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10191 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -2846593.000000 Penalty: 11585.357422 Iteration 42Q: 3 clusters Score -2846593 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -2846646.500000 Penalty: 11585.357422 Iteration 43Q: 3 clusters Score -2846646 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -2846686.500000 Penalty: 11585.357422 Iteration 44Q: 3 clusters Score -2846686 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -2846735.000000 Penalty: 11585.357422 Iteration 45Q: 3 clusters Score -2846735 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -2846765.250000 Penalty: 11585.357422 Iteration 46Q: 3 clusters Score -2846765 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -2846811.500000 Penalty: 11585.357422 Iteration 47Q: 3 clusters Score -2846812 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -2846843.250000 Penalty: 11585.357422 Iteration 48Q: 3 clusters Score -2846843 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10691 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -2846873.250000 Penalty: 11585.357422 Iteration 49Q: 3 clusters Score -2846873 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10736 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -2846899.250000 Penalty: 11585.357422 Iteration 50Q: 3 clusters Score -2846899 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -2846922.500000 Penalty: 11585.357422 Iteration 51Q: 3 clusters Score -2846922 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -2846943.750000 Penalty: 11585.357422 Iteration 52Q: 3 clusters Score -2846944 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10870 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -2846975.000000 Penalty: 11585.357422 Iteration 53Q: 3 clusters Score -2846975 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10926 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -2847017.500000 Penalty: 11585.357422 Iteration 54Q: 3 clusters Score -2847018 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -2847037.250000 Penalty: 11585.357422 Iteration 55Q: 3 clusters Score -2847037 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -2847070.000000 Penalty: 11585.357422 Iteration 56Q: 3 clusters Score -2847070 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -2847090.500000 Penalty: 11585.357422 Iteration 57Q: 3 clusters Score -2847090 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -2847112.250000 Penalty: 11585.357422 Iteration 58Q: 3 clusters Score -2847112 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -2847135.500000 Penalty: 11585.357422 Iteration 59Q: 3 clusters Score -2847136 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -2847161.250000 Penalty: 11585.357422 Iteration 60F: 3 clusters Score -2847161 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -2847190.500000 Penalty: 11585.357422 Iteration 61Q: 3 clusters Score -2847190 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11230 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -2847199.750000 Penalty: 11585.357422 Iteration 62Q: 3 clusters Score -2847200 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -2847223.250000 Penalty: 11585.357422 Iteration 63Q: 3 clusters Score -2847223 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -2847235.750000 Penalty: 11585.357422 Iteration 64Q: 3 clusters Score -2847236 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -2847247.750000 Penalty: 11585.357422 Iteration 65Q: 3 clusters Score -2847248 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -2847260.750000 Penalty: 11585.357422 Iteration 66Q: 3 clusters Score -2847261 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -2847269.750000 Penalty: 11585.357422 Iteration 67Q: 3 clusters Score -2847270 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -2847289.000000 Penalty: 11585.357422 Iteration 68Q: 3 clusters Score -2847289 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -2847302.750000 Penalty: 11585.357422 Iteration 69Q: 3 clusters Score -2847303 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -2847303.000000 Penalty: 11585.357422 Iteration 70Q: 3 clusters Score -2847303 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -2847314.250000 Penalty: 11585.357422 Iteration 71Q: 3 clusters Score -2847314 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -2847321.250000 Penalty: 11585.357422 Iteration 72Q: 3 clusters Score -2847321 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11437 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -2847324.750000 Penalty: 11585.357422 Iteration 73Q: 3 clusters Score -2847325 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11448 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -2847333.000000 Penalty: 11585.357422 Iteration 74Q: 3 clusters Score -2847333 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -2847343.000000 Penalty: 11585.357422 Iteration 75Q: 3 clusters Score -2847343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -2847351.500000 Penalty: 11585.357422 Iteration 76Q: 3 clusters Score -2847352 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -2847352.750000 Penalty: 11585.357422 Iteration 77Q: 3 clusters Score -2847353 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -2847360.500000 Penalty: 11585.357422 Iteration 78Q: 3 clusters Score -2847360 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -2847364.250000 Penalty: 11585.357422 Iteration 79Q: 3 clusters Score -2847364 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11495 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -2847369.000000 Penalty: 11585.357422 Iteration 80F: 3 clusters Score -2847369 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -2847372.250000 Penalty: 11585.357422 Iteration 81Q: 3 clusters Score -2847372 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -2847382.250000 Penalty: 11585.357422 Iteration 82Q: 3 clusters Score -2847382 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11524 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -2847396.500000 Penalty: 11585.357422 Iteration 83Q: 3 clusters Score -2847396 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11532 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -2847399.250000 Penalty: 11585.357422 Iteration 84Q: 3 clusters Score -2847399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -2847401.250000 Penalty: 11585.357422 Iteration 85Q: 3 clusters Score -2847401 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -2847405.250000 Penalty: 11585.357422 Iteration 86Q: 3 clusters Score -2847405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11540 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -2847407.250000 Penalty: 11585.357422 Iteration 87Q: 3 clusters Score -2847407 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11540 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -2847407.250000 Penalty: 11585.357422 Iteration 88F: 3 clusters Score -2847407 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (43531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43531 members Entering Unmasked Estep Score: -10361160.000000 Penalty: 6542.252441 Iteration 0F: 2 clusters Score -1.036116e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21789 members Mstep: Class 2 contains 21742 members Entering Unmasked Estep Score: -10329699.000000 Penalty: 13084.504883 Iteration 0F: 3 clusters Score -1.03297e+07 nChanged 18866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21531 members Mstep: Class 2 contains 22000 members Entering Unmasked Estep Score: -10339813.000000 Penalty: 13084.504883 Iteration 1F: 3 clusters Score -1.033981e+07 nChanged 2454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21271 members Mstep: Class 2 contains 22260 members Entering Unmasked Estep Score: -10340824.000000 Penalty: 13084.504883 Iteration 2F: 3 clusters Score -1.034082e+07 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20907 members Mstep: Class 2 contains 22624 members Entering Unmasked Estep Score: -10341664.000000 Penalty: 13084.504883 Iteration 3Q: 3 clusters Score -1.034166e+07 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20370 members Mstep: Class 2 contains 23161 members Entering Unmasked Estep Score: -10342424.000000 Penalty: 13084.504883 Iteration 4Q: 3 clusters Score -1.034242e+07 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19673 members Mstep: Class 2 contains 23858 members Entering Unmasked Estep Score: -10343172.000000 Penalty: 13084.504883 Iteration 5Q: 3 clusters Score -1.034317e+07 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18810 members Mstep: Class 2 contains 24721 members Entering Unmasked Estep Score: -10344053.000000 Penalty: 13084.504883 Iteration 6Q: 3 clusters Score -1.034405e+07 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17715 members Mstep: Class 2 contains 25816 members Entering Unmasked Estep Score: -10345084.000000 Penalty: 13084.504883 Iteration 7Q: 3 clusters Score -1.034508e+07 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 27148 members Entering Unmasked Estep Score: -10346248.000000 Penalty: 13084.504883 Iteration 8Q: 3 clusters Score -1.034625e+07 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14869 members Mstep: Class 2 contains 28662 members Entering Unmasked Estep Score: -10347606.000000 Penalty: 13084.504883 Iteration 9Q: 3 clusters Score -1.034761e+07 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 30365 members Entering Unmasked Estep Score: -10349091.000000 Penalty: 13084.504883 Iteration 10F: 3 clusters Score -1.034909e+07 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11569 members Mstep: Class 2 contains 31962 members Entering Unmasked Estep Score: -10350537.000000 Penalty: 13084.504883 Iteration 11Q: 3 clusters Score -1.035054e+07 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 33362 members Entering Unmasked Estep Score: -10351790.000000 Penalty: 13084.504883 Iteration 12Q: 3 clusters Score -1.035179e+07 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 34495 members Entering Unmasked Estep Score: -10352760.000000 Penalty: 13084.504883 Iteration 13Q: 3 clusters Score -1.035276e+07 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 35342 members Entering Unmasked Estep Score: -10353535.000000 Penalty: 13084.504883 Iteration 14Q: 3 clusters Score -1.035354e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 35968 members Entering Unmasked Estep Score: -10354129.000000 Penalty: 13084.504883 Iteration 15Q: 3 clusters Score -1.035413e+07 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 36479 members Entering Unmasked Estep Score: -10354464.000000 Penalty: 13084.504883 Iteration 16Q: 3 clusters Score -1.035446e+07 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 36849 members Entering Unmasked Estep Score: -10354722.000000 Penalty: 13084.504883 Iteration 17Q: 3 clusters Score -1.035472e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 37187 members Entering Unmasked Estep Score: -10354926.000000 Penalty: 13084.504883 Iteration 18Q: 3 clusters Score -1.035493e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 37458 members Entering Unmasked Estep Score: -10355118.000000 Penalty: 13084.504883 Iteration 19Q: 3 clusters Score -1.035512e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 37683 members Entering Unmasked Estep Score: -10355206.000000 Penalty: 13084.504883 Iteration 20F: 3 clusters Score -1.035521e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 37857 members Entering Unmasked Estep Score: -10355257.000000 Penalty: 13084.504883 Iteration 21Q: 3 clusters Score -1.035526e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 38002 members Entering Unmasked Estep Score: -10355269.000000 Penalty: 13084.504883 Iteration 22Q: 3 clusters Score -1.035527e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 38116 members Entering Unmasked Estep Score: -10355292.000000 Penalty: 13084.504883 Iteration 23Q: 3 clusters Score -1.035529e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 38222 members Entering Unmasked Estep Score: -10355375.000000 Penalty: 13084.504883 Iteration 24Q: 3 clusters Score -1.035538e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 38320 members Entering Unmasked Estep Score: -10355417.000000 Penalty: 13084.504883 Iteration 25Q: 3 clusters Score -1.035542e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 38412 members Entering Unmasked Estep Score: -10355442.000000 Penalty: 13084.504883 Iteration 26Q: 3 clusters Score -1.035544e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 38494 members Entering Unmasked Estep Score: -10355508.000000 Penalty: 13084.504883 Iteration 27Q: 3 clusters Score -1.035551e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 38579 members Entering Unmasked Estep Score: -10355513.000000 Penalty: 13084.504883 Iteration 28Q: 3 clusters Score -1.035551e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 38662 members Entering Unmasked Estep Score: -10355583.000000 Penalty: 13084.504883 Iteration 29Q: 3 clusters Score -1.035558e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 38740 members Entering Unmasked Estep Score: -10355620.000000 Penalty: 13084.504883 Iteration 30Q: 3 clusters Score -1.035562e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 38816 members Entering Unmasked Estep Score: -10355642.000000 Penalty: 13084.504883 Iteration 31Q: 3 clusters Score -1.035564e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 38883 members Entering Unmasked Estep Score: -10355690.000000 Penalty: 13084.504883 Iteration 32Q: 3 clusters Score -1.035569e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 38947 members Entering Unmasked Estep Score: -10355699.000000 Penalty: 13084.504883 Iteration 33Q: 3 clusters Score -1.03557e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 39005 members Entering Unmasked Estep Score: -10355730.000000 Penalty: 13084.504883 Iteration 34Q: 3 clusters Score -1.035573e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 39058 members Entering Unmasked Estep Score: -10355757.000000 Penalty: 13084.504883 Iteration 35Q: 3 clusters Score -1.035576e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 39106 members Entering Unmasked Estep Score: -10355803.000000 Penalty: 13084.504883 Iteration 36Q: 3 clusters Score -1.03558e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 39159 members Entering Unmasked Estep Score: -10355847.000000 Penalty: 13084.504883 Iteration 37Q: 3 clusters Score -1.035585e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 39217 members Entering Unmasked Estep Score: -10355905.000000 Penalty: 13084.504883 Iteration 38Q: 3 clusters Score -1.03559e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 39279 members Entering Unmasked Estep Score: -10355907.000000 Penalty: 13084.504883 Iteration 39Q: 3 clusters Score -1.035591e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 39336 members Entering Unmasked Estep Score: -10355954.000000 Penalty: 13084.504883 Iteration 40F: 3 clusters Score -1.035595e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 39400 members Entering Unmasked Estep Score: -10355989.000000 Penalty: 13084.504883 Iteration 41Q: 3 clusters Score -1.035599e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 39457 members Entering Unmasked Estep Score: -10356062.000000 Penalty: 13084.504883 Iteration 42Q: 3 clusters Score -1.035606e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 39519 members Entering Unmasked Estep Score: -10356110.000000 Penalty: 13084.504883 Iteration 43Q: 3 clusters Score -1.035611e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 39591 members Entering Unmasked Estep Score: -10356182.000000 Penalty: 13084.504883 Iteration 44Q: 3 clusters Score -1.035618e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 39687 members Entering Unmasked Estep Score: -10356348.000000 Penalty: 13084.504883 Iteration 45Q: 3 clusters Score -1.035635e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 39775 members Entering Unmasked Estep Score: -10356494.000000 Penalty: 13084.504883 Iteration 46Q: 3 clusters Score -1.035649e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 39844 members Entering Unmasked Estep Score: -10356577.000000 Penalty: 13084.504883 Iteration 47Q: 3 clusters Score -1.035658e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 39901 members Entering Unmasked Estep Score: -10356594.000000 Penalty: 13084.504883 Iteration 48Q: 3 clusters Score -1.035659e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 39950 members Entering Unmasked Estep Score: -10356638.000000 Penalty: 13084.504883 Iteration 49Q: 3 clusters Score -1.035664e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 39969 members Entering Unmasked Estep Score: -10356674.000000 Penalty: 13084.504883 Iteration 50Q: 3 clusters Score -1.035667e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 39986 members Entering Unmasked Estep Score: -10356686.000000 Penalty: 13084.504883 Iteration 51Q: 3 clusters Score -1.035669e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 39991 members Entering Unmasked Estep Score: -10356711.000000 Penalty: 13084.504883 Iteration 52Q: 3 clusters Score -1.035671e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 40003 members Entering Unmasked Estep Score: -10356721.000000 Penalty: 13084.504883 Iteration 53Q: 3 clusters Score -1.035672e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 40013 members Entering Unmasked Estep Score: -10356736.000000 Penalty: 13084.504883 Iteration 54Q: 3 clusters Score -1.035674e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 40023 members Entering Unmasked Estep Score: -10356738.000000 Penalty: 13084.504883 Iteration 55Q: 3 clusters Score -1.035674e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 40033 members Entering Unmasked Estep Score: -10356724.000000 Penalty: 13084.504883 Iteration 56Q: 3 clusters Score -1.035672e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 40043 members Entering Unmasked Estep Score: -10356737.000000 Penalty: 13084.504883 Iteration 57Q: 3 clusters Score -1.035674e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 40051 members Entering Unmasked Estep Score: -10356752.000000 Penalty: 13084.504883 Iteration 58Q: 3 clusters Score -1.035675e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 40055 members Entering Unmasked Estep Score: -10356757.000000 Penalty: 13084.504883 Iteration 59Q: 3 clusters Score -1.035676e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 40054 members Entering Unmasked Estep Score: -10356752.000000 Penalty: 13084.504883 Iteration 60F: 3 clusters Score -1.035675e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 40056 members Entering Unmasked Estep Score: -10356745.000000 Penalty: 13084.504883 Iteration 61Q: 3 clusters Score -1.035674e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 40056 members Entering Unmasked Estep Score: -10356745.000000 Penalty: 13084.504883 Iteration 62F: 3 clusters Score -1.035674e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 2 contains 26829 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 19705 members Mstep: Class 7 contains 28386 members Mstep: Class 8 contains 4407 members Mstep: Class 9 contains 7121 members Mstep: Class 10 contains 16169 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 442 members Mstep: Class 14 contains 4165 members Mstep: Class 15 contains 4370 members Mstep: Class 16 contains 1337 members Mstep: Class 18 contains 83849 members Mstep: Class 19 contains 117302 members Mstep: Class 20 contains 9729 members Mstep: Class 22 contains 1339 members Mstep: Class 23 contains 12803 members Mstep: Class 24 contains 43531 members Entering Unmasked Estep ConsiderDeletion Score: -101702904.000000 Penalty: 190973.375000 Iteration 39Q: 25 clusters Score -1.017029e+08 nChanged 3246 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 20501 members Mstep: Class 2 contains 26846 members Mstep: Class 3 contains 3030 members Mstep: Class 4 contains 904 members Mstep: Class 5 contains 2675 members Mstep: Class 6 contains 19701 members Mstep: Class 7 contains 28472 members Mstep: Class 8 contains 4550 members Mstep: Class 9 contains 7159 members Mstep: Class 10 contains 16269 members Mstep: Class 11 contains 566 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 4163 members Mstep: Class 15 contains 4365 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 27139 members Mstep: Class 18 contains 83938 members Mstep: Class 19 contains 117436 members Mstep: Class 20 contains 9734 members Mstep: Class 21 contains 570 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 12774 members Mstep: Class 24 contains 43797 members Entering Unmasked Estep ConsiderDeletion Score: -101704936.000000 Penalty: 190973.375000 Iteration 40F: 25 clusters Score -1.017049e+08 nChanged 2801 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 20991 members Mstep: Class 2 contains 26862 members Mstep: Class 3 contains 3255 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 19572 members Mstep: Class 7 contains 28466 members Mstep: Class 8 contains 4567 members Mstep: Class 9 contains 7157 members Mstep: Class 10 contains 16267 members Mstep: Class 11 contains 571 members Mstep: Class 12 contains 444 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 4157 members Mstep: Class 15 contains 4341 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 27603 members Mstep: Class 18 contains 83866 members Mstep: Class 19 contains 116969 members Mstep: Class 20 contains 9735 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 12427 members Mstep: Class 24 contains 43642 members Entering Unmasked Estep ConsiderDeletion Score: -101706144.000000 Penalty: 190973.375000 Iteration 41Q: 25 clusters Score -1.017061e+08 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 26883 members Mstep: Class 3 contains 3331 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 2663 members Mstep: Class 6 contains 19452 members Mstep: Class 7 contains 28460 members Mstep: Class 8 contains 4590 members Mstep: Class 9 contains 7173 members Mstep: Class 10 contains 16290 members Mstep: Class 11 contains 572 members Mstep: Class 12 contains 444 members Mstep: Class 13 contains 873 members Mstep: Class 14 contains 4144 members Mstep: Class 15 contains 4339 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 27895 members Mstep: Class 18 contains 83871 members Mstep: Class 19 contains 116719 members Mstep: Class 20 contains 9734 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 12189 members Mstep: Class 24 contains 43570 members Entering Unmasked Estep ConsiderDeletion Score: -101706280.000000 Penalty: 190973.375000 Iteration 42Q: 25 clusters Score -1.017063e+08 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21382 members Mstep: Class 2 contains 26912 members Mstep: Class 3 contains 3356 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 2659 members Mstep: Class 6 contains 19359 members Mstep: Class 7 contains 28455 members Mstep: Class 8 contains 4614 members Mstep: Class 9 contains 7214 members Mstep: Class 10 contains 16295 members Mstep: Class 11 contains 573 members Mstep: Class 12 contains 443 members Mstep: Class 13 contains 874 members Mstep: Class 14 contains 4136 members Mstep: Class 15 contains 4337 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28101 members Mstep: Class 18 contains 83911 members Mstep: Class 19 contains 116563 members Mstep: Class 20 contains 9735 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 12013 members Mstep: Class 24 contains 43504 members Entering Unmasked Estep ConsiderDeletion Score: -101706344.000000 Penalty: 190973.375000 Iteration 43Q: 25 clusters Score -1.017063e+08 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21462 members Mstep: Class 2 contains 26933 members Mstep: Class 3 contains 3365 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 2653 members Mstep: Class 6 contains 19266 members Mstep: Class 7 contains 28444 members Mstep: Class 8 contains 4643 members Mstep: Class 9 contains 7267 members Mstep: Class 10 contains 16289 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 443 members Mstep: Class 13 contains 874 members Mstep: Class 14 contains 4128 members Mstep: Class 15 contains 4338 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28288 members Mstep: Class 18 contains 83945 members Mstep: Class 19 contains 116447 members Mstep: Class 20 contains 9733 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11883 members Mstep: Class 24 contains 43461 members Entering Unmasked Estep ConsiderDeletion Score: -101706592.000000 Penalty: 190973.375000 Iteration 44Q: 25 clusters Score -1.017066e+08 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21494 members Mstep: Class 2 contains 26955 members Mstep: Class 3 contains 3372 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 2653 members Mstep: Class 6 contains 19206 members Mstep: Class 7 contains 28448 members Mstep: Class 8 contains 4669 members Mstep: Class 9 contains 7325 members Mstep: Class 10 contains 16271 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 875 members Mstep: Class 14 contains 4126 members Mstep: Class 15 contains 4341 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28429 members Mstep: Class 18 contains 83966 members Mstep: Class 19 contains 116375 members Mstep: Class 20 contains 9733 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11773 members Mstep: Class 24 contains 43409 members Entering Unmasked Estep ConsiderDeletion Score: -101706672.000000 Penalty: 190973.375000 Iteration 45Q: 25 clusters Score -1.017067e+08 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21465 members Mstep: Class 2 contains 26981 members Mstep: Class 3 contains 3376 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 2653 members Mstep: Class 6 contains 19165 members Mstep: Class 7 contains 28450 members Mstep: Class 8 contains 4693 members Mstep: Class 9 contains 7382 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4124 members Mstep: Class 15 contains 4346 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28551 members Mstep: Class 18 contains 84009 members Mstep: Class 19 contains 116322 members Mstep: Class 20 contains 9733 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11668 members Mstep: Class 24 contains 43376 members Entering Unmasked Estep ConsiderDeletion Score: -101706656.000000 Penalty: 190973.375000 Iteration 46Q: 25 clusters Score -1.017067e+08 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21430 members Mstep: Class 2 contains 26999 members Mstep: Class 3 contains 3379 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19123 members Mstep: Class 7 contains 28456 members Mstep: Class 8 contains 4714 members Mstep: Class 9 contains 7426 members Mstep: Class 10 contains 16239 members Mstep: Class 11 contains 573 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4346 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28646 members Mstep: Class 18 contains 84055 members Mstep: Class 19 contains 116269 members Mstep: Class 20 contains 9733 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11598 members Mstep: Class 24 contains 43359 members Entering Unmasked Estep ConsiderDeletion Score: -101706936.000000 Penalty: 190973.375000 Iteration 47Q: 25 clusters Score -1.017069e+08 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21388 members Mstep: Class 2 contains 27015 members Mstep: Class 3 contains 3381 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19104 members Mstep: Class 7 contains 28461 members Mstep: Class 8 contains 4736 members Mstep: Class 9 contains 7460 members Mstep: Class 10 contains 16233 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4120 members Mstep: Class 15 contains 4349 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28720 members Mstep: Class 18 contains 84089 members Mstep: Class 19 contains 116227 members Mstep: Class 20 contains 9734 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11544 members Mstep: Class 24 contains 43334 members Entering Unmasked Estep ConsiderDeletion Score: -101706888.000000 Penalty: 190973.375000 Iteration 48Q: 25 clusters Score -1.017069e+08 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21352 members Mstep: Class 2 contains 27031 members Mstep: Class 3 contains 3392 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19089 members Mstep: Class 7 contains 28456 members Mstep: Class 8 contains 4753 members Mstep: Class 9 contains 7489 members Mstep: Class 10 contains 16216 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4120 members Mstep: Class 15 contains 4350 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28791 members Mstep: Class 18 contains 84138 members Mstep: Class 19 contains 116174 members Mstep: Class 20 contains 9735 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11502 members Mstep: Class 24 contains 43307 members Entering Unmasked Estep ConsiderDeletion Score: -101707024.000000 Penalty: 190973.375000 Iteration 49Q: 25 clusters Score -1.01707e+08 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21323 members Mstep: Class 2 contains 27044 members Mstep: Class 3 contains 3395 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19080 members Mstep: Class 7 contains 28452 members Mstep: Class 8 contains 4760 members Mstep: Class 9 contains 7502 members Mstep: Class 10 contains 16201 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4117 members Mstep: Class 15 contains 4352 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28856 members Mstep: Class 18 contains 84167 members Mstep: Class 19 contains 116139 members Mstep: Class 20 contains 9736 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11466 members Mstep: Class 24 contains 43305 members Entering Unmasked Estep ConsiderDeletion Score: -101706976.000000 Penalty: 190973.375000 Iteration 50Q: 25 clusters Score -1.01707e+08 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21294 members Mstep: Class 2 contains 27057 members Mstep: Class 3 contains 3397 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19067 members Mstep: Class 7 contains 28456 members Mstep: Class 8 contains 4769 members Mstep: Class 9 contains 7505 members Mstep: Class 10 contains 16199 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4116 members Mstep: Class 15 contains 4353 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28925 members Mstep: Class 18 contains 84196 members Mstep: Class 19 contains 116113 members Mstep: Class 20 contains 9736 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11429 members Mstep: Class 24 contains 43283 members Entering Unmasked Estep ConsiderDeletion Score: -101706904.000000 Penalty: 190973.375000 Iteration 51Q: 25 clusters Score -1.017069e+08 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21260 members Mstep: Class 2 contains 27071 members Mstep: Class 3 contains 3396 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19059 members Mstep: Class 7 contains 28460 members Mstep: Class 8 contains 4778 members Mstep: Class 9 contains 7515 members Mstep: Class 10 contains 16200 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4115 members Mstep: Class 15 contains 4355 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 28970 members Mstep: Class 18 contains 84215 members Mstep: Class 19 contains 116109 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11394 members Mstep: Class 24 contains 43261 members Entering Unmasked Estep ConsiderDeletion Score: -101707056.000000 Penalty: 190973.375000 Iteration 52Q: 25 clusters Score -1.017071e+08 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21229 members Mstep: Class 2 contains 27079 members Mstep: Class 3 contains 3397 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19052 members Mstep: Class 7 contains 28461 members Mstep: Class 8 contains 4787 members Mstep: Class 9 contains 7522 members Mstep: Class 10 contains 16199 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4118 members Mstep: Class 15 contains 4357 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29014 members Mstep: Class 18 contains 84235 members Mstep: Class 19 contains 116099 members Mstep: Class 20 contains 9736 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11367 members Mstep: Class 24 contains 43243 members Entering Unmasked Estep ConsiderDeletion Score: -101706944.000000 Penalty: 190973.375000 Iteration 53Q: 25 clusters Score -1.017069e+08 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21204 members Mstep: Class 2 contains 27085 members Mstep: Class 3 contains 3397 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19042 members Mstep: Class 7 contains 28463 members Mstep: Class 8 contains 4798 members Mstep: Class 9 contains 7527 members Mstep: Class 10 contains 16199 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4357 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29045 members Mstep: Class 18 contains 84246 members Mstep: Class 19 contains 116098 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11345 members Mstep: Class 24 contains 43231 members Entering Unmasked Estep ConsiderDeletion Score: -101706936.000000 Penalty: 190973.375000 Iteration 54Q: 25 clusters Score -1.017069e+08 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21166 members Mstep: Class 2 contains 27089 members Mstep: Class 3 contains 3397 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19039 members Mstep: Class 7 contains 28463 members Mstep: Class 8 contains 4808 members Mstep: Class 9 contains 7534 members Mstep: Class 10 contains 16205 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4359 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29081 members Mstep: Class 18 contains 84262 members Mstep: Class 19 contains 116091 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11329 members Mstep: Class 24 contains 43214 members Entering Unmasked Estep ConsiderDeletion Score: -101707056.000000 Penalty: 190973.375000 Iteration 55Q: 25 clusters Score -1.017071e+08 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21130 members Mstep: Class 2 contains 27095 members Mstep: Class 3 contains 3395 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2650 members Mstep: Class 6 contains 19036 members Mstep: Class 7 contains 28463 members Mstep: Class 8 contains 4816 members Mstep: Class 9 contains 7536 members Mstep: Class 10 contains 16215 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4361 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29111 members Mstep: Class 18 contains 84275 members Mstep: Class 19 contains 116090 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11316 members Mstep: Class 24 contains 43198 members Entering Unmasked Estep ConsiderDeletion Score: -101706984.000000 Penalty: 190973.375000 Iteration 56Q: 25 clusters Score -1.01707e+08 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21112 members Mstep: Class 2 contains 27098 members Mstep: Class 3 contains 3396 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2650 members Mstep: Class 6 contains 19029 members Mstep: Class 7 contains 28463 members Mstep: Class 8 contains 4818 members Mstep: Class 9 contains 7534 members Mstep: Class 10 contains 16218 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4364 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29144 members Mstep: Class 18 contains 84293 members Mstep: Class 19 contains 116078 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11305 members Mstep: Class 24 contains 43185 members Entering Unmasked Estep ConsiderDeletion Score: -101707096.000000 Penalty: 190973.375000 Iteration 57Q: 25 clusters Score -1.017071e+08 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21094 members Mstep: Class 2 contains 27099 members Mstep: Class 3 contains 3397 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2650 members Mstep: Class 6 contains 19026 members Mstep: Class 7 contains 28466 members Mstep: Class 8 contains 4821 members Mstep: Class 9 contains 7532 members Mstep: Class 10 contains 16222 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4368 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29173 members Mstep: Class 18 contains 84301 members Mstep: Class 19 contains 116069 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11294 members Mstep: Class 24 contains 43174 members Entering Unmasked Estep ConsiderDeletion Score: -101707096.000000 Penalty: 190973.375000 Iteration 58Q: 25 clusters Score -1.017071e+08 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21072 members Mstep: Class 2 contains 27101 members Mstep: Class 3 contains 3396 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19023 members Mstep: Class 7 contains 28465 members Mstep: Class 8 contains 4825 members Mstep: Class 9 contains 7531 members Mstep: Class 10 contains 16223 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4370 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29198 members Mstep: Class 18 contains 84315 members Mstep: Class 19 contains 116064 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11291 members Mstep: Class 24 contains 43162 members Entering Unmasked Estep ConsiderDeletion Score: -101707056.000000 Penalty: 190973.375000 Iteration 59Q: 25 clusters Score -1.017071e+08 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 21048 members Mstep: Class 2 contains 27104 members Mstep: Class 3 contains 3396 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19022 members Mstep: Class 7 contains 28464 members Mstep: Class 8 contains 4830 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16223 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 441 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4370 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29232 members Mstep: Class 18 contains 84329 members Mstep: Class 19 contains 116058 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11281 members Mstep: Class 24 contains 43147 members Entering Unmasked Estep ConsiderDeletion Score: -101706984.000000 Penalty: 190973.375000 Iteration 60F: 25 clusters Score -1.01707e+08 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 21037 members Mstep: Class 2 contains 27107 members Mstep: Class 3 contains 3396 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2650 members Mstep: Class 6 contains 19019 members Mstep: Class 7 contains 28464 members Mstep: Class 8 contains 4835 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16224 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 443 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4372 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29266 members Mstep: Class 18 contains 84339 members Mstep: Class 19 contains 116049 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11268 members Mstep: Class 24 contains 43129 members Entering Unmasked Estep ConsiderDeletion Score: -101707208.000000 Penalty: 190973.375000 Iteration 61Q: 25 clusters Score -1.017072e+08 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 21011 members Mstep: Class 2 contains 27114 members Mstep: Class 3 contains 3397 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 2652 members Mstep: Class 6 contains 19017 members Mstep: Class 7 contains 28462 members Mstep: Class 8 contains 4844 members Mstep: Class 9 contains 7532 members Mstep: Class 10 contains 16229 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4374 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29291 members Mstep: Class 18 contains 84354 members Mstep: Class 19 contains 116044 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11256 members Mstep: Class 24 contains 43111 members Entering Unmasked Estep ConsiderDeletion Score: -101707232.000000 Penalty: 190973.375000 Iteration 62Q: 25 clusters Score -1.017072e+08 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20996 members Mstep: Class 2 contains 27118 members Mstep: Class 3 contains 3397 members Mstep: Class 4 contains 899 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19013 members Mstep: Class 7 contains 28464 members Mstep: Class 8 contains 4846 members Mstep: Class 9 contains 7531 members Mstep: Class 10 contains 16229 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29315 members Mstep: Class 18 contains 84369 members Mstep: Class 19 contains 116040 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11247 members Mstep: Class 24 contains 43098 members Entering Unmasked Estep ConsiderDeletion Score: -101707264.000000 Penalty: 190973.375000 Iteration 63Q: 25 clusters Score -1.017073e+08 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20986 members Mstep: Class 2 contains 27120 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 899 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19005 members Mstep: Class 7 contains 28466 members Mstep: Class 8 contains 4847 members Mstep: Class 9 contains 7530 members Mstep: Class 10 contains 16227 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29340 members Mstep: Class 18 contains 84381 members Mstep: Class 19 contains 116040 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11239 members Mstep: Class 24 contains 43083 members Entering Unmasked Estep ConsiderDeletion Score: -101707280.000000 Penalty: 190973.375000 Iteration 64Q: 25 clusters Score -1.017073e+08 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20982 members Mstep: Class 2 contains 27124 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19003 members Mstep: Class 7 contains 28470 members Mstep: Class 8 contains 4847 members Mstep: Class 9 contains 7529 members Mstep: Class 10 contains 16226 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29363 members Mstep: Class 18 contains 84390 members Mstep: Class 19 contains 116033 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11227 members Mstep: Class 24 contains 43071 members Entering Unmasked Estep ConsiderDeletion Score: -101707272.000000 Penalty: 190973.375000 Iteration 65Q: 25 clusters Score -1.017073e+08 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20982 members Mstep: Class 2 contains 27128 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2650 members Mstep: Class 6 contains 19000 members Mstep: Class 7 contains 28473 members Mstep: Class 8 contains 4847 members Mstep: Class 9 contains 7530 members Mstep: Class 10 contains 16226 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4375 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29388 members Mstep: Class 18 contains 84396 members Mstep: Class 19 contains 116023 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11214 members Mstep: Class 24 contains 43059 members Entering Unmasked Estep ConsiderDeletion Score: -101707368.000000 Penalty: 190973.375000 Iteration 66Q: 25 clusters Score -1.017074e+08 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20969 members Mstep: Class 2 contains 27131 members Mstep: Class 3 contains 3400 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2650 members Mstep: Class 6 contains 19002 members Mstep: Class 7 contains 28473 members Mstep: Class 8 contains 4848 members Mstep: Class 9 contains 7531 members Mstep: Class 10 contains 16225 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4376 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29397 members Mstep: Class 18 contains 84411 members Mstep: Class 19 contains 116017 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11204 members Mstep: Class 24 contains 43056 members Entering Unmasked Estep ConsiderDeletion Score: -101707360.000000 Penalty: 190973.375000 Iteration 67Q: 25 clusters Score -1.017074e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20962 members Mstep: Class 2 contains 27133 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19002 members Mstep: Class 7 contains 28473 members Mstep: Class 8 contains 4849 members Mstep: Class 9 contains 7531 members Mstep: Class 10 contains 16223 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4121 members Mstep: Class 15 contains 4376 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29408 members Mstep: Class 18 contains 84423 members Mstep: Class 19 contains 116011 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11194 members Mstep: Class 24 contains 43055 members Entering Unmasked Estep ConsiderDeletion Score: -101707208.000000 Penalty: 190973.375000 Iteration 68Q: 25 clusters Score -1.017072e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20950 members Mstep: Class 2 contains 27136 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19003 members Mstep: Class 7 contains 28473 members Mstep: Class 8 contains 4851 members Mstep: Class 9 contains 7531 members Mstep: Class 10 contains 16223 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4376 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29418 members Mstep: Class 18 contains 84437 members Mstep: Class 19 contains 116007 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11186 members Mstep: Class 24 contains 43048 members Entering Unmasked Estep ConsiderDeletion Score: -101707208.000000 Penalty: 190973.375000 Iteration 69Q: 25 clusters Score -1.017072e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20937 members Mstep: Class 2 contains 27137 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19005 members Mstep: Class 7 contains 28475 members Mstep: Class 8 contains 4854 members Mstep: Class 9 contains 7531 members Mstep: Class 10 contains 16226 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4376 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29427 members Mstep: Class 18 contains 84446 members Mstep: Class 19 contains 116002 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11178 members Mstep: Class 24 contains 43045 members Entering Unmasked Estep ConsiderDeletion Score: -101707224.000000 Penalty: 190973.375000 Iteration 70Q: 25 clusters Score -1.017072e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20923 members Mstep: Class 2 contains 27138 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19006 members Mstep: Class 7 contains 28474 members Mstep: Class 8 contains 4858 members Mstep: Class 9 contains 7532 members Mstep: Class 10 contains 16229 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4376 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29436 members Mstep: Class 18 contains 84453 members Mstep: Class 19 contains 116000 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11173 members Mstep: Class 24 contains 43041 members Entering Unmasked Estep ConsiderDeletion Score: -101707248.000000 Penalty: 190973.375000 Iteration 71Q: 25 clusters Score -1.017072e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20918 members Mstep: Class 2 contains 27140 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 19003 members Mstep: Class 7 contains 28477 members Mstep: Class 8 contains 4860 members Mstep: Class 9 contains 7532 members Mstep: Class 10 contains 16231 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4378 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29437 members Mstep: Class 18 contains 84464 members Mstep: Class 19 contains 115994 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11165 members Mstep: Class 24 contains 43040 members Entering Unmasked Estep ConsiderDeletion Score: -101707248.000000 Penalty: 190973.375000 Iteration 72Q: 25 clusters Score -1.017072e+08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20906 members Mstep: Class 2 contains 27142 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18997 members Mstep: Class 7 contains 28477 members Mstep: Class 8 contains 4860 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16232 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29443 members Mstep: Class 18 contains 84477 members Mstep: Class 19 contains 115995 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11160 members Mstep: Class 24 contains 43038 members Entering Unmasked Estep ConsiderDeletion Score: -101707152.000000 Penalty: 190973.375000 Iteration 73Q: 25 clusters Score -1.017072e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20895 members Mstep: Class 2 contains 27144 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18995 members Mstep: Class 7 contains 28477 members Mstep: Class 8 contains 4861 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16234 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29445 members Mstep: Class 18 contains 84489 members Mstep: Class 19 contains 115992 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11157 members Mstep: Class 24 contains 43038 members Entering Unmasked Estep ConsiderDeletion Score: -101707176.000000 Penalty: 190973.375000 Iteration 74Q: 25 clusters Score -1.017072e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20891 members Mstep: Class 2 contains 27146 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18994 members Mstep: Class 7 contains 28477 members Mstep: Class 8 contains 4862 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16236 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29451 members Mstep: Class 18 contains 84492 members Mstep: Class 19 contains 115989 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11153 members Mstep: Class 24 contains 43036 members Entering Unmasked Estep ConsiderDeletion Score: -101707072.000000 Penalty: 190973.375000 Iteration 75Q: 25 clusters Score -1.017071e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20886 members Mstep: Class 2 contains 27146 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18993 members Mstep: Class 7 contains 28479 members Mstep: Class 8 contains 4864 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16236 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29454 members Mstep: Class 18 contains 84494 members Mstep: Class 19 contains 115987 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11151 members Mstep: Class 24 contains 43037 members Entering Unmasked Estep ConsiderDeletion Score: -101707176.000000 Penalty: 190973.375000 Iteration 76Q: 25 clusters Score -1.017072e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20879 members Mstep: Class 2 contains 27146 members Mstep: Class 3 contains 3400 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18993 members Mstep: Class 7 contains 28481 members Mstep: Class 8 contains 4864 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16238 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29458 members Mstep: Class 18 contains 84499 members Mstep: Class 19 contains 115986 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11147 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707112.000000 Penalty: 190973.375000 Iteration 77Q: 25 clusters Score -1.017071e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20871 members Mstep: Class 2 contains 27149 members Mstep: Class 3 contains 3401 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18993 members Mstep: Class 7 contains 28483 members Mstep: Class 8 contains 4864 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16240 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29459 members Mstep: Class 18 contains 84506 members Mstep: Class 19 contains 115982 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11143 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707144.000000 Penalty: 190973.375000 Iteration 78Q: 25 clusters Score -1.017071e+08 nChanged 28 Entering ConstructFrom: Score: -101707144.000000 Penalty: 190973.375000 Entering ConstructFrom: Trying to split cluster 1 (20866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20866 members Entering Unmasked Estep Score: -4746231.500000 Penalty: 6091.849121 Iteration 0F: 2 clusters Score -4746232 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10417 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -4729059.000000 Penalty: 12183.698242 Iteration 0F: 3 clusters Score -4729059 nChanged 8510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -4733873.000000 Penalty: 12183.698242 Iteration 1F: 3 clusters Score -4733873 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 10331 members Entering Unmasked Estep Score: -4734730.000000 Penalty: 12183.698242 Iteration 2F: 3 clusters Score -4734730 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -4735376.000000 Penalty: 12183.698242 Iteration 3F: 3 clusters Score -4735376 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10728 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -4735900.000000 Penalty: 12183.698242 Iteration 4Q: 3 clusters Score -4735900 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 10019 members Entering Unmasked Estep Score: -4736402.000000 Penalty: 12183.698242 Iteration 5Q: 3 clusters Score -4736402 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -4736898.000000 Penalty: 12183.698242 Iteration 6Q: 3 clusters Score -4736898 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -4737317.000000 Penalty: 12183.698242 Iteration 7Q: 3 clusters Score -4737317 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -4737677.500000 Penalty: 12183.698242 Iteration 8Q: 3 clusters Score -4737678 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 9499 members Entering Unmasked Estep Score: -4738041.000000 Penalty: 12183.698242 Iteration 9Q: 3 clusters Score -4738041 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -4738483.500000 Penalty: 12183.698242 Iteration 10Q: 3 clusters Score -4738484 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -4739016.500000 Penalty: 12183.698242 Iteration 11Q: 3 clusters Score -4739016 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11677 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -4739586.000000 Penalty: 12183.698242 Iteration 12Q: 3 clusters Score -4739586 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -4740129.000000 Penalty: 12183.698242 Iteration 13Q: 3 clusters Score -4740129 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11628 members Mstep: Class 2 contains 9238 members Entering Unmasked Estep Score: -4740670.000000 Penalty: 12183.698242 Iteration 14Q: 3 clusters Score -4740670 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -4741141.500000 Penalty: 12183.698242 Iteration 15Q: 3 clusters Score -4741142 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11424 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -4741542.000000 Penalty: 12183.698242 Iteration 16Q: 3 clusters Score -4741542 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -4741918.000000 Penalty: 12183.698242 Iteration 17Q: 3 clusters Score -4741918 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -4742314.500000 Penalty: 12183.698242 Iteration 18Q: 3 clusters Score -4742314 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -4742702.500000 Penalty: 12183.698242 Iteration 19Q: 3 clusters Score -4742702 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -4743170.500000 Penalty: 12183.698242 Iteration 20F: 3 clusters Score -4743170 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -4743691.500000 Penalty: 12183.698242 Iteration 21Q: 3 clusters Score -4743692 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -4744248.500000 Penalty: 12183.698242 Iteration 22Q: 3 clusters Score -4744248 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10858 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -4744633.500000 Penalty: 12183.698242 Iteration 23Q: 3 clusters Score -4744634 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10737 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -4744792.500000 Penalty: 12183.698242 Iteration 24Q: 3 clusters Score -4744792 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -4744911.500000 Penalty: 12183.698242 Iteration 25Q: 3 clusters Score -4744912 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -4744943.000000 Penalty: 12183.698242 Iteration 26Q: 3 clusters Score -4744943 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10310 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -4744981.000000 Penalty: 12183.698242 Iteration 27Q: 3 clusters Score -4744981 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -4745015.000000 Penalty: 12183.698242 Iteration 28Q: 3 clusters Score -4745015 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10119 members Mstep: Class 2 contains 10747 members Entering Unmasked Estep Score: -4745041.500000 Penalty: 12183.698242 Iteration 29Q: 3 clusters Score -4745042 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10055 members Mstep: Class 2 contains 10811 members Entering Unmasked Estep Score: -4745056.500000 Penalty: 12183.698242 Iteration 30Q: 3 clusters Score -4745056 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9994 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -4745057.500000 Penalty: 12183.698242 Iteration 31Q: 3 clusters Score -4745058 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -4745087.500000 Penalty: 12183.698242 Iteration 32Q: 3 clusters Score -4745088 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9884 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -4745100.000000 Penalty: 12183.698242 Iteration 33Q: 3 clusters Score -4745100 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 11020 members Entering Unmasked Estep Score: -4745098.500000 Penalty: 12183.698242 Iteration 34Q: 3 clusters Score -4745098 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -4745098.500000 Penalty: 12183.698242 Iteration 35Q: 3 clusters Score -4745098 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -4745112.000000 Penalty: 12183.698242 Iteration 36Q: 3 clusters Score -4745112 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -4745118.000000 Penalty: 12183.698242 Iteration 37Q: 3 clusters Score -4745118 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -4745109.500000 Penalty: 12183.698242 Iteration 38Q: 3 clusters Score -4745110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -4745119.000000 Penalty: 12183.698242 Iteration 39Q: 3 clusters Score -4745119 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 11130 members Entering Unmasked Estep Score: -4745117.500000 Penalty: 12183.698242 Iteration 40F: 3 clusters Score -4745118 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -4745115.500000 Penalty: 12183.698242 Iteration 41Q: 3 clusters Score -4745116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -4745113.000000 Penalty: 12183.698242 Iteration 42Q: 3 clusters Score -4745113 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -4745112.500000 Penalty: 12183.698242 Iteration 43Q: 3 clusters Score -4745112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -4745127.000000 Penalty: 12183.698242 Iteration 44Q: 3 clusters Score -4745127 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9704 members Mstep: Class 2 contains 11162 members Entering Unmasked Estep Score: -4745130.000000 Penalty: 12183.698242 Iteration 45Q: 3 clusters Score -4745130 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -4745136.500000 Penalty: 12183.698242 Iteration 46Q: 3 clusters Score -4745136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9684 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -4745138.000000 Penalty: 12183.698242 Iteration 47Q: 3 clusters Score -4745138 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 11188 members Entering Unmasked Estep Score: -4745132.000000 Penalty: 12183.698242 Iteration 48Q: 3 clusters Score -4745132 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9669 members Mstep: Class 2 contains 11197 members Entering Unmasked Estep Score: -4745123.000000 Penalty: 12183.698242 Iteration 49Q: 3 clusters Score -4745123 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 11202 members Entering Unmasked Estep Score: -4745128.000000 Penalty: 12183.698242 Iteration 50Q: 3 clusters Score -4745128 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 11210 members Entering Unmasked Estep Score: -4745124.000000 Penalty: 12183.698242 Iteration 51Q: 3 clusters Score -4745124 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -4745128.500000 Penalty: 12183.698242 Iteration 52Q: 3 clusters Score -4745128 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -4745130.500000 Penalty: 12183.698242 Iteration 53Q: 3 clusters Score -4745130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -4745132.000000 Penalty: 12183.698242 Iteration 54Q: 3 clusters Score -4745132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 11234 members Entering Unmasked Estep Score: -4745129.000000 Penalty: 12183.698242 Iteration 55Q: 3 clusters Score -4745129 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -4745135.000000 Penalty: 12183.698242 Iteration 56Q: 3 clusters Score -4745135 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9629 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -4745139.000000 Penalty: 12183.698242 Iteration 57Q: 3 clusters Score -4745139 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9629 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -4745139.000000 Penalty: 12183.698242 Iteration 58F: 3 clusters Score -4745139 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (27153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27153 members Entering Unmasked Estep Score: -6391789.000000 Penalty: 6253.161133 Iteration 0F: 2 clusters Score -6391789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13537 members Mstep: Class 2 contains 13616 members Entering Unmasked Estep Score: -6370781.500000 Penalty: 12506.322266 Iteration 0F: 3 clusters Score -6370782 nChanged 11395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13726 members Mstep: Class 2 contains 13427 members Entering Unmasked Estep Score: -6376881.000000 Penalty: 12506.322266 Iteration 1F: 3 clusters Score -6376881 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13886 members Mstep: Class 2 contains 13267 members Entering Unmasked Estep Score: -6377560.000000 Penalty: 12506.322266 Iteration 2F: 3 clusters Score -6377560 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14053 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -6378222.500000 Penalty: 12506.322266 Iteration 3F: 3 clusters Score -6378222 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14280 members Mstep: Class 2 contains 12873 members Entering Unmasked Estep Score: -6378930.500000 Penalty: 12506.322266 Iteration 4Q: 3 clusters Score -6378930 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14649 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -6379748.000000 Penalty: 12506.322266 Iteration 5F: 3 clusters Score -6379748 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15119 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -6380730.000000 Penalty: 12506.322266 Iteration 6F: 3 clusters Score -6380730 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15569 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -6381839.000000 Penalty: 12506.322266 Iteration 7F: 3 clusters Score -6381839 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15974 members Mstep: Class 2 contains 11179 members Entering Unmasked Estep Score: -6382859.500000 Penalty: 12506.322266 Iteration 8F: 3 clusters Score -6382860 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16223 members Mstep: Class 2 contains 10930 members Entering Unmasked Estep Score: -6383672.500000 Penalty: 12506.322266 Iteration 9Q: 3 clusters Score -6383672 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16266 members Mstep: Class 2 contains 10887 members Entering Unmasked Estep Score: -6384217.500000 Penalty: 12506.322266 Iteration 10Q: 3 clusters Score -6384218 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16229 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -6384590.500000 Penalty: 12506.322266 Iteration 11Q: 3 clusters Score -6384590 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16137 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -6384800.000000 Penalty: 12506.322266 Iteration 12Q: 3 clusters Score -6384800 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16041 members Mstep: Class 2 contains 11112 members Entering Unmasked Estep Score: -6384943.000000 Penalty: 12506.322266 Iteration 13Q: 3 clusters Score -6384943 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15889 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -6385050.000000 Penalty: 12506.322266 Iteration 14Q: 3 clusters Score -6385050 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15744 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -6385108.500000 Penalty: 12506.322266 Iteration 15Q: 3 clusters Score -6385108 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15613 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -6385155.500000 Penalty: 12506.322266 Iteration 16Q: 3 clusters Score -6385156 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15490 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -6385200.500000 Penalty: 12506.322266 Iteration 17Q: 3 clusters Score -6385200 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15371 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -6385265.000000 Penalty: 12506.322266 Iteration 18Q: 3 clusters Score -6385265 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15251 members Mstep: Class 2 contains 11902 members Entering Unmasked Estep Score: -6385291.000000 Penalty: 12506.322266 Iteration 19Q: 3 clusters Score -6385291 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15147 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -6385328.500000 Penalty: 12506.322266 Iteration 20F: 3 clusters Score -6385328 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15042 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -6385334.000000 Penalty: 12506.322266 Iteration 21Q: 3 clusters Score -6385334 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14951 members Mstep: Class 2 contains 12202 members Entering Unmasked Estep Score: -6385347.500000 Penalty: 12506.322266 Iteration 22Q: 3 clusters Score -6385348 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14867 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -6385364.000000 Penalty: 12506.322266 Iteration 23Q: 3 clusters Score -6385364 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14794 members Mstep: Class 2 contains 12359 members Entering Unmasked Estep Score: -6385377.500000 Penalty: 12506.322266 Iteration 24Q: 3 clusters Score -6385378 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14726 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -6385396.500000 Penalty: 12506.322266 Iteration 25Q: 3 clusters Score -6385396 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14652 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -6385410.000000 Penalty: 12506.322266 Iteration 26Q: 3 clusters Score -6385410 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14576 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -6385426.000000 Penalty: 12506.322266 Iteration 27Q: 3 clusters Score -6385426 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14500 members Mstep: Class 2 contains 12653 members Entering Unmasked Estep Score: -6385415.500000 Penalty: 12506.322266 Iteration 28Q: 3 clusters Score -6385416 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14416 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -6385433.000000 Penalty: 12506.322266 Iteration 29Q: 3 clusters Score -6385433 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14337 members Mstep: Class 2 contains 12816 members Entering Unmasked Estep Score: -6385465.000000 Penalty: 12506.322266 Iteration 30Q: 3 clusters Score -6385465 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14265 members Mstep: Class 2 contains 12888 members Entering Unmasked Estep Score: -6385485.000000 Penalty: 12506.322266 Iteration 31Q: 3 clusters Score -6385485 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14190 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -6385481.000000 Penalty: 12506.322266 Iteration 32Q: 3 clusters Score -6385481 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -6385492.000000 Penalty: 12506.322266 Iteration 33Q: 3 clusters Score -6385492 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -6385496.000000 Penalty: 12506.322266 Iteration 34Q: 3 clusters Score -6385496 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13924 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -6385501.000000 Penalty: 12506.322266 Iteration 35Q: 3 clusters Score -6385501 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 13335 members Entering Unmasked Estep Score: -6385538.500000 Penalty: 12506.322266 Iteration 36Q: 3 clusters Score -6385538 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13702 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -6385560.500000 Penalty: 12506.322266 Iteration 37Q: 3 clusters Score -6385560 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 13592 members Entering Unmasked Estep Score: -6385592.500000 Penalty: 12506.322266 Iteration 38Q: 3 clusters Score -6385592 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13378 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -6385650.000000 Penalty: 12506.322266 Iteration 39Q: 3 clusters Score -6385650 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13227 members Mstep: Class 2 contains 13926 members Entering Unmasked Estep Score: -6385679.000000 Penalty: 12506.322266 Iteration 40F: 3 clusters Score -6385679 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 14111 members Entering Unmasked Estep Score: -6385703.500000 Penalty: 12506.322266 Iteration 41Q: 3 clusters Score -6385704 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12844 members Mstep: Class 2 contains 14309 members Entering Unmasked Estep Score: -6385757.500000 Penalty: 12506.322266 Iteration 42Q: 3 clusters Score -6385758 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12655 members Mstep: Class 2 contains 14498 members Entering Unmasked Estep Score: -6385809.000000 Penalty: 12506.322266 Iteration 43Q: 3 clusters Score -6385809 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 14695 members Entering Unmasked Estep Score: -6385848.000000 Penalty: 12506.322266 Iteration 44Q: 3 clusters Score -6385848 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 14900 members Entering Unmasked Estep Score: -6385910.000000 Penalty: 12506.322266 Iteration 45Q: 3 clusters Score -6385910 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -6385971.000000 Penalty: 12506.322266 Iteration 46Q: 3 clusters Score -6385971 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -6386052.500000 Penalty: 12506.322266 Iteration 47Q: 3 clusters Score -6386052 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11574 members Mstep: Class 2 contains 15579 members Entering Unmasked Estep Score: -6386096.000000 Penalty: 12506.322266 Iteration 48Q: 3 clusters Score -6386096 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 15803 members Entering Unmasked Estep Score: -6386164.500000 Penalty: 12506.322266 Iteration 49Q: 3 clusters Score -6386164 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -6386207.000000 Penalty: 12506.322266 Iteration 50Q: 3 clusters Score -6386207 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10859 members Mstep: Class 2 contains 16294 members Entering Unmasked Estep Score: -6386296.500000 Penalty: 12506.322266 Iteration 51Q: 3 clusters Score -6386296 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 16541 members Entering Unmasked Estep Score: -6386368.000000 Penalty: 12506.322266 Iteration 52Q: 3 clusters Score -6386368 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 16784 members Entering Unmasked Estep Score: -6386431.500000 Penalty: 12506.322266 Iteration 53Q: 3 clusters Score -6386432 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 17011 members Entering Unmasked Estep Score: -6386479.500000 Penalty: 12506.322266 Iteration 54Q: 3 clusters Score -6386480 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 17268 members Entering Unmasked Estep Score: -6386567.000000 Penalty: 12506.322266 Iteration 55Q: 3 clusters Score -6386567 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 17527 members Entering Unmasked Estep Score: -6386624.000000 Penalty: 12506.322266 Iteration 56Q: 3 clusters Score -6386624 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 17790 members Entering Unmasked Estep Score: -6386715.500000 Penalty: 12506.322266 Iteration 57Q: 3 clusters Score -6386716 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 18043 members Entering Unmasked Estep Score: -6386797.500000 Penalty: 12506.322266 Iteration 58Q: 3 clusters Score -6386798 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 18284 members Entering Unmasked Estep Score: -6386873.500000 Penalty: 12506.322266 Iteration 59Q: 3 clusters Score -6386874 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -6386951.500000 Penalty: 12506.322266 Iteration 60F: 3 clusters Score -6386952 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 18771 members Entering Unmasked Estep Score: -6387038.000000 Penalty: 12506.322266 Iteration 61Q: 3 clusters Score -6387038 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 19013 members Entering Unmasked Estep Score: -6387111.000000 Penalty: 12506.322266 Iteration 62Q: 3 clusters Score -6387111 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 19249 members Entering Unmasked Estep Score: -6387193.000000 Penalty: 12506.322266 Iteration 63Q: 3 clusters Score -6387193 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 19464 members Entering Unmasked Estep Score: -6387249.000000 Penalty: 12506.322266 Iteration 64Q: 3 clusters Score -6387249 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -6387292.000000 Penalty: 12506.322266 Iteration 65Q: 3 clusters Score -6387292 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 19833 members Entering Unmasked Estep Score: -6387339.500000 Penalty: 12506.322266 Iteration 66Q: 3 clusters Score -6387340 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 19989 members Entering Unmasked Estep Score: -6387409.000000 Penalty: 12506.322266 Iteration 67Q: 3 clusters Score -6387409 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 20141 members Entering Unmasked Estep Score: -6387434.000000 Penalty: 12506.322266 Iteration 68Q: 3 clusters Score -6387434 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 20289 members Entering Unmasked Estep Score: -6387469.500000 Penalty: 12506.322266 Iteration 69Q: 3 clusters Score -6387470 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -6387496.500000 Penalty: 12506.322266 Iteration 70Q: 3 clusters Score -6387496 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 20554 members Entering Unmasked Estep Score: -6387531.000000 Penalty: 12506.322266 Iteration 71Q: 3 clusters Score -6387531 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 20677 members Entering Unmasked Estep Score: -6387577.000000 Penalty: 12506.322266 Iteration 72Q: 3 clusters Score -6387577 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 20784 members Entering Unmasked Estep Score: -6387595.500000 Penalty: 12506.322266 Iteration 73Q: 3 clusters Score -6387596 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 20882 members Entering Unmasked Estep Score: -6387600.000000 Penalty: 12506.322266 Iteration 74Q: 3 clusters Score -6387600 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 20970 members Entering Unmasked Estep Score: -6387653.500000 Penalty: 12506.322266 Iteration 75Q: 3 clusters Score -6387654 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 21047 members Entering Unmasked Estep Score: -6387684.000000 Penalty: 12506.322266 Iteration 76Q: 3 clusters Score -6387684 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 21133 members Entering Unmasked Estep Score: -6387690.500000 Penalty: 12506.322266 Iteration 77Q: 3 clusters Score -6387690 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 21218 members Entering Unmasked Estep Score: -6387703.000000 Penalty: 12506.322266 Iteration 78Q: 3 clusters Score -6387703 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 21293 members Entering Unmasked Estep Score: -6387708.000000 Penalty: 12506.322266 Iteration 79Q: 3 clusters Score -6387708 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 21346 members Entering Unmasked Estep Score: -6387729.000000 Penalty: 12506.322266 Iteration 80F: 3 clusters Score -6387729 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 21400 members Entering Unmasked Estep Score: -6387727.500000 Penalty: 12506.322266 Iteration 81Q: 3 clusters Score -6387728 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 21455 members Entering Unmasked Estep Score: -6387756.500000 Penalty: 12506.322266 Iteration 82Q: 3 clusters Score -6387756 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 21509 members Entering Unmasked Estep Score: -6387762.500000 Penalty: 12506.322266 Iteration 83Q: 3 clusters Score -6387762 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 21557 members Entering Unmasked Estep Score: -6387775.500000 Penalty: 12506.322266 Iteration 84Q: 3 clusters Score -6387776 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 21597 members Entering Unmasked Estep Score: -6387797.500000 Penalty: 12506.322266 Iteration 85Q: 3 clusters Score -6387798 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 21633 members Entering Unmasked Estep Score: -6387805.500000 Penalty: 12506.322266 Iteration 86Q: 3 clusters Score -6387806 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 21668 members Entering Unmasked Estep Score: -6387803.000000 Penalty: 12506.322266 Iteration 87Q: 3 clusters Score -6387803 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 21695 members Entering Unmasked Estep Score: -6387826.000000 Penalty: 12506.322266 Iteration 88Q: 3 clusters Score -6387826 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 21724 members Entering Unmasked Estep Score: -6387816.000000 Penalty: 12506.322266 Iteration 89Q: 3 clusters Score -6387816 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 21748 members Entering Unmasked Estep Score: -6387817.000000 Penalty: 12506.322266 Iteration 90Q: 3 clusters Score -6387817 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 21770 members Entering Unmasked Estep Score: -6387828.000000 Penalty: 12506.322266 Iteration 91Q: 3 clusters Score -6387828 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 21789 members Entering Unmasked Estep Score: -6387835.500000 Penalty: 12506.322266 Iteration 92Q: 3 clusters Score -6387836 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 21808 members Entering Unmasked Estep Score: -6387845.500000 Penalty: 12506.322266 Iteration 93Q: 3 clusters Score -6387846 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 21826 members Entering Unmasked Estep Score: -6387847.500000 Penalty: 12506.322266 Iteration 94Q: 3 clusters Score -6387848 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 21846 members Entering Unmasked Estep Score: -6387843.000000 Penalty: 12506.322266 Iteration 95Q: 3 clusters Score -6387843 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 21867 members Entering Unmasked Estep Score: -6387855.500000 Penalty: 12506.322266 Iteration 96Q: 3 clusters Score -6387856 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 21887 members Entering Unmasked Estep Score: -6387858.500000 Penalty: 12506.322266 Iteration 97Q: 3 clusters Score -6387858 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 21908 members Entering Unmasked Estep Score: -6387859.500000 Penalty: 12506.322266 Iteration 98Q: 3 clusters Score -6387860 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 21934 members Entering Unmasked Estep Score: -6387858.500000 Penalty: 12506.322266 Iteration 99Q: 3 clusters Score -6387858 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 21959 members Entering Unmasked Estep Score: -6387856.000000 Penalty: 12506.322266 Iteration 100F: 3 clusters Score -6387856 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 21986 members Entering Unmasked Estep Score: -6387869.500000 Penalty: 12506.322266 Iteration 101Q: 3 clusters Score -6387870 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 22011 members Entering Unmasked Estep Score: -6387873.000000 Penalty: 12506.322266 Iteration 102Q: 3 clusters Score -6387873 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 22031 members Entering Unmasked Estep Score: -6387874.000000 Penalty: 12506.322266 Iteration 103Q: 3 clusters Score -6387874 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 22047 members Entering Unmasked Estep Score: -6387880.000000 Penalty: 12506.322266 Iteration 104Q: 3 clusters Score -6387880 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 22065 members Entering Unmasked Estep Score: -6387883.500000 Penalty: 12506.322266 Iteration 105Q: 3 clusters Score -6387884 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 22084 members Entering Unmasked Estep Score: -6387895.500000 Penalty: 12506.322266 Iteration 106Q: 3 clusters Score -6387896 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 22101 members Entering Unmasked Estep Score: -6387896.000000 Penalty: 12506.322266 Iteration 107Q: 3 clusters Score -6387896 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 22113 members Entering Unmasked Estep Score: -6387900.000000 Penalty: 12506.322266 Iteration 108Q: 3 clusters Score -6387900 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 22122 members Entering Unmasked Estep Score: -6387904.000000 Penalty: 12506.322266 Iteration 109Q: 3 clusters Score -6387904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 22128 members Entering Unmasked Estep Score: -6387908.500000 Penalty: 12506.322266 Iteration 110Q: 3 clusters Score -6387908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -6387903.500000 Penalty: 12506.322266 Iteration 111Q: 3 clusters Score -6387904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 22139 members Entering Unmasked Estep Score: -6387911.500000 Penalty: 12506.322266 Iteration 112Q: 3 clusters Score -6387912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 22141 members Entering Unmasked Estep Score: -6387907.000000 Penalty: 12506.322266 Iteration 113Q: 3 clusters Score -6387907 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -6387909.000000 Penalty: 12506.322266 Iteration 114Q: 3 clusters Score -6387909 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 22145 members Entering Unmasked Estep Score: -6387903.500000 Penalty: 12506.322266 Iteration 115Q: 3 clusters Score -6387904 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 22146 members Entering Unmasked Estep Score: -6387906.500000 Penalty: 12506.322266 Iteration 116Q: 3 clusters Score -6387906 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 22146 members Entering Unmasked Estep Score: -6387906.500000 Penalty: 12506.322266 Iteration 117F: 3 clusters Score -6387906 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Entering Unmasked Estep Score: -775798.937500 Penalty: 4980.922852 Iteration 0F: 2 clusters Score -775798.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -769777.437500 Penalty: 9961.845703 Iteration 0F: 3 clusters Score -769777.4 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -770567.625000 Penalty: 9961.845703 Iteration 1F: 3 clusters Score -770567.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -770821.000000 Penalty: 9961.845703 Iteration 2F: 3 clusters Score -770821 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -770985.687500 Penalty: 9961.845703 Iteration 3Q: 3 clusters Score -770985.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -771081.875000 Penalty: 9961.845703 Iteration 4Q: 3 clusters Score -771081.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -771150.500000 Penalty: 9961.845703 Iteration 5Q: 3 clusters Score -771150.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -771187.375000 Penalty: 9961.845703 Iteration 6Q: 3 clusters Score -771187.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -771220.375000 Penalty: 9961.845703 Iteration 7Q: 3 clusters Score -771220.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -771260.312500 Penalty: 9961.845703 Iteration 8Q: 3 clusters Score -771260.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -771295.625000 Penalty: 9961.845703 Iteration 9Q: 3 clusters Score -771295.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -771324.812500 Penalty: 9961.845703 Iteration 10Q: 3 clusters Score -771324.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -771355.375000 Penalty: 9961.845703 Iteration 11Q: 3 clusters Score -771355.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -771370.187500 Penalty: 9961.845703 Iteration 12Q: 3 clusters Score -771370.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -771382.000000 Penalty: 9961.845703 Iteration 13Q: 3 clusters Score -771382 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -771389.625000 Penalty: 9961.845703 Iteration 14Q: 3 clusters Score -771389.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -771398.312500 Penalty: 9961.845703 Iteration 15Q: 3 clusters Score -771398.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -771402.375000 Penalty: 9961.845703 Iteration 16Q: 3 clusters Score -771402.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -771403.375000 Penalty: 9961.845703 Iteration 17Q: 3 clusters Score -771403.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -771401.937500 Penalty: 9961.845703 Iteration 18Q: 3 clusters Score -771401.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -771401.937500 Penalty: 9961.845703 Iteration 19F: 3 clusters Score -771401.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Entering Unmasked Estep Score: -178693.484375 Penalty: 4165.104004 Iteration 0F: 2 clusters Score -178693.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -175077.203125 Penalty: 8330.208008 Iteration 0F: 3 clusters Score -175077.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -176702.578125 Penalty: 8330.208008 Iteration 1F: 3 clusters Score -176702.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -177894.218750 Penalty: 8330.208008 Iteration 2F: 3 clusters Score -177894.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -178430.140625 Penalty: 8330.208008 Iteration 3F: 3 clusters Score -178430.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -178590.906250 Penalty: 8330.208008 Iteration 4Q: 3 clusters Score -178590.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -178679.828125 Penalty: 8330.208008 Iteration 5Q: 3 clusters Score -178679.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -178716.875000 Penalty: 8330.208008 Iteration 6Q: 3 clusters Score -178716.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -178740.218750 Penalty: 8330.208008 Iteration 7Q: 3 clusters Score -178740.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -178740.218750 Penalty: 8330.208008 Iteration 8F: 3 clusters Score -178740.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20866 members Mstep: Class 2 contains 27153 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18991 members Mstep: Class 7 contains 28487 members Mstep: Class 8 contains 4865 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16243 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29463 members Mstep: Class 18 contains 84510 members Mstep: Class 19 contains 115977 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11135 members Mstep: Class 24 contains 43034 members Mstep: Class 25 contains 134 members Entering Unmasked Estep Score: -101703360.000000 Penalty: 198930.609375 Splitting cluster 4 changes total score from -101707144.000000 to -101703360.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (2651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Entering Unmasked Estep Score: -607002.875000 Penalty: 4828.148926 Iteration 0F: 2 clusters Score -607002.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -601665.937500 Penalty: 9656.297852 Iteration 0F: 3 clusters Score -601665.9 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -602602.187500 Penalty: 9656.297852 Iteration 1F: 3 clusters Score -602602.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -603135.312500 Penalty: 9656.297852 Iteration 2F: 3 clusters Score -603135.3 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -603596.500000 Penalty: 9656.297852 Iteration 3F: 3 clusters Score -603596.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -604136.187500 Penalty: 9656.297852 Iteration 4F: 3 clusters Score -604136.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -605044.562500 Penalty: 9656.297852 Iteration 5F: 3 clusters Score -605044.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -605709.812500 Penalty: 9656.297852 Iteration 6F: 3 clusters Score -605709.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -606026.187500 Penalty: 9656.297852 Iteration 7Q: 3 clusters Score -606026.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -606164.250000 Penalty: 9656.297852 Iteration 8Q: 3 clusters Score -606164.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -606243.437500 Penalty: 9656.297852 Iteration 9Q: 3 clusters Score -606243.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -606274.312500 Penalty: 9656.297852 Iteration 10Q: 3 clusters Score -606274.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -606284.750000 Penalty: 9656.297852 Iteration 11Q: 3 clusters Score -606284.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -606298.625000 Penalty: 9656.297852 Iteration 12Q: 3 clusters Score -606298.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -606312.437500 Penalty: 9656.297852 Iteration 13Q: 3 clusters Score -606312.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -606316.500000 Penalty: 9656.297852 Iteration 14Q: 3 clusters Score -606316.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -606324.062500 Penalty: 9656.297852 Iteration 15Q: 3 clusters Score -606324.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -606334.062500 Penalty: 9656.297852 Iteration 16Q: 3 clusters Score -606334.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -606341.500000 Penalty: 9656.297852 Iteration 17Q: 3 clusters Score -606341.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -606342.687500 Penalty: 9656.297852 Iteration 18Q: 3 clusters Score -606342.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -606345.625000 Penalty: 9656.297852 Iteration 19Q: 3 clusters Score -606345.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -606345.625000 Penalty: 9656.297852 Iteration 20F: 3 clusters Score -606345.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (18991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18991 members Entering Unmasked Estep Score: -4407719.000000 Penalty: 6034.179199 Iteration 0F: 2 clusters Score -4407719 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 9421 members Entering Unmasked Estep Score: -4392011.000000 Penalty: 12068.358398 Iteration 0F: 3 clusters Score -4392011 nChanged 7721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -4396220.500000 Penalty: 12068.358398 Iteration 1F: 3 clusters Score -4396220 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9501 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -4397039.500000 Penalty: 12068.358398 Iteration 2F: 3 clusters Score -4397040 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -4397641.000000 Penalty: 12068.358398 Iteration 3F: 3 clusters Score -4397641 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -4398139.500000 Penalty: 12068.358398 Iteration 4Q: 3 clusters Score -4398140 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 10317 members Entering Unmasked Estep Score: -4398743.500000 Penalty: 12068.358398 Iteration 5Q: 3 clusters Score -4398744 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -4399554.000000 Penalty: 12068.358398 Iteration 6F: 3 clusters Score -4399554 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -4400693.000000 Penalty: 12068.358398 Iteration 7F: 3 clusters Score -4400693 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 12454 members Entering Unmasked Estep Score: -4401992.000000 Penalty: 12068.358398 Iteration 8F: 3 clusters Score -4401992 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 13374 members Entering Unmasked Estep Score: -4403374.000000 Penalty: 12068.358398 Iteration 9F: 3 clusters Score -4403374 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 14264 members Entering Unmasked Estep Score: -4404484.500000 Penalty: 12068.358398 Iteration 10F: 3 clusters Score -4404484 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 14948 members Entering Unmasked Estep Score: -4405170.500000 Penalty: 12068.358398 Iteration 11Q: 3 clusters Score -4405170 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 15497 members Entering Unmasked Estep Score: -4405599.500000 Penalty: 12068.358398 Iteration 12Q: 3 clusters Score -4405600 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 15888 members Entering Unmasked Estep Score: -4405833.000000 Penalty: 12068.358398 Iteration 13Q: 3 clusters Score -4405833 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -4405987.500000 Penalty: 12068.358398 Iteration 14Q: 3 clusters Score -4405988 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 16351 members Entering Unmasked Estep Score: -4406079.500000 Penalty: 12068.358398 Iteration 15Q: 3 clusters Score -4406080 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 16503 members Entering Unmasked Estep Score: -4406162.500000 Penalty: 12068.358398 Iteration 16Q: 3 clusters Score -4406162 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 16611 members Entering Unmasked Estep Score: -4406228.000000 Penalty: 12068.358398 Iteration 17Q: 3 clusters Score -4406228 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 16694 members Entering Unmasked Estep Score: -4406252.500000 Penalty: 12068.358398 Iteration 18Q: 3 clusters Score -4406252 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 16741 members Entering Unmasked Estep Score: -4406274.500000 Penalty: 12068.358398 Iteration 19Q: 3 clusters Score -4406274 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 16789 members Entering Unmasked Estep Score: -4406287.000000 Penalty: 12068.358398 Iteration 20F: 3 clusters Score -4406287 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 16827 members Entering Unmasked Estep Score: -4406288.000000 Penalty: 12068.358398 Iteration 21Q: 3 clusters Score -4406288 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 16855 members Entering Unmasked Estep Score: -4406303.500000 Penalty: 12068.358398 Iteration 22Q: 3 clusters Score -4406304 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 16871 members Entering Unmasked Estep Score: -4406315.000000 Penalty: 12068.358398 Iteration 23Q: 3 clusters Score -4406315 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 16890 members Entering Unmasked Estep Score: -4406330.500000 Penalty: 12068.358398 Iteration 24Q: 3 clusters Score -4406330 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 16906 members Entering Unmasked Estep Score: -4406330.500000 Penalty: 12068.358398 Iteration 25Q: 3 clusters Score -4406330 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 16919 members Entering Unmasked Estep Score: -4406335.500000 Penalty: 12068.358398 Iteration 26Q: 3 clusters Score -4406336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 16929 members Entering Unmasked Estep Score: -4406337.000000 Penalty: 12068.358398 Iteration 27Q: 3 clusters Score -4406337 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 16941 members Entering Unmasked Estep Score: -4406343.500000 Penalty: 12068.358398 Iteration 28Q: 3 clusters Score -4406344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 16950 members Entering Unmasked Estep Score: -4406351.000000 Penalty: 12068.358398 Iteration 29Q: 3 clusters Score -4406351 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 16957 members Entering Unmasked Estep Score: -4406348.000000 Penalty: 12068.358398 Iteration 30Q: 3 clusters Score -4406348 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 16961 members Entering Unmasked Estep Score: -4406347.000000 Penalty: 12068.358398 Iteration 31Q: 3 clusters Score -4406347 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 16967 members Entering Unmasked Estep Score: -4406352.000000 Penalty: 12068.358398 Iteration 32Q: 3 clusters Score -4406352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 16970 members Entering Unmasked Estep Score: -4406351.000000 Penalty: 12068.358398 Iteration 33Q: 3 clusters Score -4406351 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 16974 members Entering Unmasked Estep Score: -4406353.000000 Penalty: 12068.358398 Iteration 34Q: 3 clusters Score -4406353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 16976 members Entering Unmasked Estep Score: -4406364.000000 Penalty: 12068.358398 Iteration 35Q: 3 clusters Score -4406364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 16976 members Entering Unmasked Estep Score: -4406364.000000 Penalty: 12068.358398 Iteration 36F: 3 clusters Score -4406364 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (28487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28487 members Entering Unmasked Estep Score: -6653659.500000 Penalty: 6282.537109 Iteration 0F: 2 clusters Score -6653660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 14090 members Entering Unmasked Estep Score: -6631742.500000 Penalty: 12565.074219 Iteration 0F: 3 clusters Score -6631742 nChanged 11912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14961 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -6638267.500000 Penalty: 12565.074219 Iteration 1F: 3 clusters Score -6638268 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15369 members Mstep: Class 2 contains 13118 members Entering Unmasked Estep Score: -6639151.500000 Penalty: 12565.074219 Iteration 2F: 3 clusters Score -6639152 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15843 members Mstep: Class 2 contains 12644 members Entering Unmasked Estep Score: -6639747.500000 Penalty: 12565.074219 Iteration 3Q: 3 clusters Score -6639748 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16438 members Mstep: Class 2 contains 12049 members Entering Unmasked Estep Score: -6640301.500000 Penalty: 12565.074219 Iteration 4Q: 3 clusters Score -6640302 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -6640984.500000 Penalty: 12565.074219 Iteration 5Q: 3 clusters Score -6640984 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17906 members Mstep: Class 2 contains 10581 members Entering Unmasked Estep Score: -6641756.000000 Penalty: 12565.074219 Iteration 6Q: 3 clusters Score -6641756 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18773 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -6642560.000000 Penalty: 12565.074219 Iteration 7Q: 3 clusters Score -6642560 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19630 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -6643344.000000 Penalty: 12565.074219 Iteration 8Q: 3 clusters Score -6643344 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20454 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -6644172.500000 Penalty: 12565.074219 Iteration 9Q: 3 clusters Score -6644172 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21237 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -6644924.000000 Penalty: 12565.074219 Iteration 10Q: 3 clusters Score -6644924 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21930 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -6645590.500000 Penalty: 12565.074219 Iteration 11Q: 3 clusters Score -6645590 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22478 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -6646115.500000 Penalty: 12565.074219 Iteration 12Q: 3 clusters Score -6646116 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22964 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -6646561.000000 Penalty: 12565.074219 Iteration 13Q: 3 clusters Score -6646561 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23360 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -6646882.500000 Penalty: 12565.074219 Iteration 14Q: 3 clusters Score -6646882 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23659 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -6647192.000000 Penalty: 12565.074219 Iteration 15Q: 3 clusters Score -6647192 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23860 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -6647397.000000 Penalty: 12565.074219 Iteration 16Q: 3 clusters Score -6647397 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24033 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -6647521.500000 Penalty: 12565.074219 Iteration 17Q: 3 clusters Score -6647522 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24155 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -6647676.500000 Penalty: 12565.074219 Iteration 18Q: 3 clusters Score -6647676 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24257 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -6647785.000000 Penalty: 12565.074219 Iteration 19Q: 3 clusters Score -6647785 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24350 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -6647849.000000 Penalty: 12565.074219 Iteration 20F: 3 clusters Score -6647849 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24428 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -6647960.000000 Penalty: 12565.074219 Iteration 21Q: 3 clusters Score -6647960 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24511 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -6648033.500000 Penalty: 12565.074219 Iteration 22Q: 3 clusters Score -6648034 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24593 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -6648112.500000 Penalty: 12565.074219 Iteration 23Q: 3 clusters Score -6648112 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24684 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -6648173.000000 Penalty: 12565.074219 Iteration 24Q: 3 clusters Score -6648173 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24771 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -6648261.000000 Penalty: 12565.074219 Iteration 25Q: 3 clusters Score -6648261 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24835 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -6648301.000000 Penalty: 12565.074219 Iteration 26Q: 3 clusters Score -6648301 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24889 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -6648341.500000 Penalty: 12565.074219 Iteration 27Q: 3 clusters Score -6648342 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24937 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -6648376.500000 Penalty: 12565.074219 Iteration 28Q: 3 clusters Score -6648376 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24984 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -6648423.500000 Penalty: 12565.074219 Iteration 29Q: 3 clusters Score -6648424 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25015 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -6648473.500000 Penalty: 12565.074219 Iteration 30Q: 3 clusters Score -6648474 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25044 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -6648519.000000 Penalty: 12565.074219 Iteration 31Q: 3 clusters Score -6648519 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25081 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -6648532.000000 Penalty: 12565.074219 Iteration 32Q: 3 clusters Score -6648532 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25115 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -6648574.500000 Penalty: 12565.074219 Iteration 33Q: 3 clusters Score -6648574 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25138 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -6648593.000000 Penalty: 12565.074219 Iteration 34Q: 3 clusters Score -6648593 nChanged 34 Entering Unmasked 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30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25209 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -6648634.000000 Penalty: 12565.074219 Iteration 39Q: 3 clusters Score -6648634 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25217 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -6648635.000000 Penalty: 12565.074219 Iteration 40F: 3 clusters Score -6648635 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25229 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -6648643.500000 Penalty: 12565.074219 Iteration 41Q: 3 clusters Score -6648644 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25238 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -6648651.000000 Penalty: 12565.074219 Iteration 42Q: 3 clusters Score -6648651 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25250 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -6648671.000000 Penalty: 12565.074219 Iteration 43Q: 3 clusters Score -6648671 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25275 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -6648674.000000 Penalty: 12565.074219 Iteration 44Q: 3 clusters Score -6648674 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25292 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -6648703.500000 Penalty: 12565.074219 Iteration 45Q: 3 clusters Score -6648704 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25310 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -6648712.500000 Penalty: 12565.074219 Iteration 46Q: 3 clusters Score -6648712 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25326 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -6648736.000000 Penalty: 12565.074219 Iteration 47Q: 3 clusters Score -6648736 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25338 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -6648740.500000 Penalty: 12565.074219 Iteration 48Q: 3 clusters Score -6648740 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25352 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -6648755.500000 Penalty: 12565.074219 Iteration 49Q: 3 clusters Score -6648756 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25364 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -6648779.500000 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Entering Unmasked Estep Score: -6648943.000000 Penalty: 12565.074219 Iteration 58Q: 3 clusters Score -6648943 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25489 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -6648956.000000 Penalty: 12565.074219 Iteration 59Q: 3 clusters Score -6648956 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25505 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -6648976.000000 Penalty: 12565.074219 Iteration 60F: 3 clusters Score -6648976 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25515 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -6649004.500000 Penalty: 12565.074219 Iteration 61Q: 3 clusters Score -6649004 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25527 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -6649041.000000 Penalty: 12565.074219 Iteration 62Q: 3 clusters Score -6649041 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25541 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -6649049.000000 Penalty: 12565.074219 Iteration 63Q: 3 clusters Score -6649049 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25564 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -6649053.000000 Penalty: 12565.074219 Iteration 64Q: 3 clusters Score -6649053 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25579 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -6649073.500000 Penalty: 12565.074219 Iteration 65Q: 3 clusters Score -6649074 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25580 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -6649096.000000 Penalty: 12565.074219 Iteration 66Q: 3 clusters Score -6649096 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25581 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -6649104.000000 Penalty: 12565.074219 Iteration 67Q: 3 clusters Score -6649104 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25578 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -6649109.500000 Penalty: 12565.074219 Iteration 68Q: 3 clusters Score -6649110 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25582 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -6649128.500000 Penalty: 12565.074219 Iteration 69Q: 3 clusters Score -6649128 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25578 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -6649125.500000 Penalty: 12565.074219 Iteration 70Q: 3 clusters Score -6649126 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25573 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -6649139.000000 Penalty: 12565.074219 Iteration 71Q: 3 clusters Score -6649139 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25571 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -6649138.000000 Penalty: 12565.074219 Iteration 72Q: 3 clusters Score -6649138 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25571 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -6649139.500000 Penalty: 12565.074219 Iteration 73Q: 3 clusters Score -6649140 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25570 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -6649150.500000 Penalty: 12565.074219 Iteration 74Q: 3 clusters Score -6649150 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25576 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -6649155.000000 Penalty: 12565.074219 Iteration 75Q: 3 clusters Score -6649155 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25579 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -6649166.500000 Penalty: 12565.074219 Iteration 76Q: 3 clusters Score -6649166 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25589 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -6649167.000000 Penalty: 12565.074219 Iteration 77Q: 3 clusters Score -6649167 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25589 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -6649171.500000 Penalty: 12565.074219 Iteration 78Q: 3 clusters Score -6649172 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25593 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -6649166.000000 Penalty: 12565.074219 Iteration 79Q: 3 clusters Score -6649166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25594 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -6649177.500000 Penalty: 12565.074219 Iteration 80F: 3 clusters Score -6649178 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25595 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -6649187.500000 Penalty: 12565.074219 Iteration 81Q: 3 clusters Score -6649188 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25594 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -6649184.000000 Penalty: 12565.074219 Iteration 82Q: 3 clusters Score -6649184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25592 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -6649182.500000 Penalty: 12565.074219 Iteration 83Q: 3 clusters Score -6649182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25591 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -6649185.000000 Penalty: 12565.074219 Iteration 84Q: 3 clusters Score -6649185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25592 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -6649185.500000 Penalty: 12565.074219 Iteration 85Q: 3 clusters Score -6649186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25592 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -6649185.500000 Penalty: 12565.074219 Iteration 86F: 3 clusters Score -6649186 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Entering Unmasked Estep Score: -1129102.500000 Penalty: 5200.016113 Iteration 0F: 2 clusters Score -1129102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -1122110.250000 Penalty: 10400.032227 Iteration 0F: 3 clusters Score -1122110 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -1123276.125000 Penalty: 10400.032227 Iteration 1F: 3 clusters Score -1123276 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1123611.375000 Penalty: 10400.032227 Iteration 2F: 3 clusters Score -1123611 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1123817.500000 Penalty: 10400.032227 Iteration 3Q: 3 clusters Score -1123818 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -1123960.875000 Penalty: 10400.032227 Iteration 4Q: 3 clusters Score -1123961 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1124087.500000 Penalty: 10400.032227 Iteration 5Q: 3 clusters Score -1124088 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1124189.625000 Penalty: 10400.032227 Iteration 6Q: 3 clusters Score -1124190 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1124297.125000 Penalty: 10400.032227 Iteration 7Q: 3 clusters Score -1124297 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1124424.625000 Penalty: 10400.032227 Iteration 8Q: 3 clusters Score -1124425 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1124546.500000 Penalty: 10400.032227 Iteration 9Q: 3 clusters Score -1124546 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1124675.000000 Penalty: 10400.032227 Iteration 10Q: 3 clusters Score -1124675 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -1124823.000000 Penalty: 10400.032227 Iteration 11Q: 3 clusters Score -1124823 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1124986.125000 Penalty: 10400.032227 Iteration 12Q: 3 clusters Score -1124986 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1125111.250000 Penalty: 10400.032227 Iteration 13Q: 3 clusters Score -1125111 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1125194.375000 Penalty: 10400.032227 Iteration 14Q: 3 clusters Score -1125194 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1125272.875000 Penalty: 10400.032227 Iteration 15Q: 3 clusters Score -1125273 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -1125320.000000 Penalty: 10400.032227 Iteration 16Q: 3 clusters Score -1125320 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1125357.125000 Penalty: 10400.032227 Iteration 17Q: 3 clusters Score -1125357 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -1125390.500000 Penalty: 10400.032227 Iteration 18Q: 3 clusters Score -1125390 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1125424.875000 Penalty: 10400.032227 Iteration 19Q: 3 clusters Score -1125425 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -1125456.625000 Penalty: 10400.032227 Iteration 20F: 3 clusters Score -1125457 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1125480.250000 Penalty: 10400.032227 Iteration 21Q: 3 clusters Score -1125480 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1125505.875000 Penalty: 10400.032227 Iteration 22Q: 3 clusters Score -1125506 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -1125523.500000 Penalty: 10400.032227 Iteration 23Q: 3 clusters Score -1125524 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1125533.500000 Penalty: 10400.032227 Iteration 24Q: 3 clusters Score -1125534 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1125538.000000 Penalty: 10400.032227 Iteration 25Q: 3 clusters Score -1125538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1125542.125000 Penalty: 10400.032227 Iteration 26Q: 3 clusters Score -1125542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -1125547.750000 Penalty: 10400.032227 Iteration 27Q: 3 clusters Score -1125548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1125546.750000 Penalty: 10400.032227 Iteration 28Q: 3 clusters Score -1125547 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1125546.750000 Penalty: 10400.032227 Iteration 29F: 3 clusters Score -1125547 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Entering Unmasked Estep Score: -1769788.750000 Penalty: 5467.817383 Iteration 0F: 2 clusters Score -1769789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1761137.625000 Penalty: 10935.634766 Iteration 0F: 3 clusters Score -1761138 nChanged 2564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1762730.000000 Penalty: 10935.634766 Iteration 1F: 3 clusters Score -1762730 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1763241.750000 Penalty: 10935.634766 Iteration 2F: 3 clusters Score -1763242 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -1763732.625000 Penalty: 10935.634766 Iteration 3F: 3 clusters Score -1763733 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1764313.000000 Penalty: 10935.634766 Iteration 4F: 3 clusters Score -1764313 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1764905.875000 Penalty: 10935.634766 Iteration 5F: 3 clusters Score -1764906 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -1765412.750000 Penalty: 10935.634766 Iteration 6F: 3 clusters Score -1765413 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1765808.625000 Penalty: 10935.634766 Iteration 7F: 3 clusters Score -1765809 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1766099.125000 Penalty: 10935.634766 Iteration 8Q: 3 clusters Score -1766099 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1766303.125000 Penalty: 10935.634766 Iteration 9Q: 3 clusters Score -1766303 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1766439.875000 Penalty: 10935.634766 Iteration 10Q: 3 clusters Score -1766440 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1766549.500000 Penalty: 10935.634766 Iteration 11Q: 3 clusters Score -1766550 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1766642.000000 Penalty: 10935.634766 Iteration 12Q: 3 clusters Score -1766642 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1766727.125000 Penalty: 10935.634766 Iteration 13Q: 3 clusters Score -1766727 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1766783.750000 Penalty: 10935.634766 Iteration 14Q: 3 clusters Score -1766784 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1766831.875000 Penalty: 10935.634766 Iteration 15Q: 3 clusters Score -1766832 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -1766861.125000 Penalty: 10935.634766 Iteration 16Q: 3 clusters Score -1766861 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1766904.000000 Penalty: 10935.634766 Iteration 17Q: 3 clusters Score -1766904 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1766929.500000 Penalty: 10935.634766 Iteration 18Q: 3 clusters Score -1766930 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1766954.750000 Penalty: 10935.634766 Iteration 19Q: 3 clusters Score -1766955 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -1766966.250000 Penalty: 10935.634766 Iteration 20F: 3 clusters Score -1766966 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1766983.750000 Penalty: 10935.634766 Iteration 21Q: 3 clusters Score -1766984 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1766993.000000 Penalty: 10935.634766 Iteration 22Q: 3 clusters Score -1766993 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -1767008.875000 Penalty: 10935.634766 Iteration 23Q: 3 clusters Score -1767009 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1767022.250000 Penalty: 10935.634766 Iteration 24Q: 3 clusters Score -1767022 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1767029.875000 Penalty: 10935.634766 Iteration 25Q: 3 clusters Score -1767030 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1767034.875000 Penalty: 10935.634766 Iteration 26Q: 3 clusters Score -1767035 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1767034.375000 Penalty: 10935.634766 Iteration 27Q: 3 clusters Score -1767034 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1767042.125000 Penalty: 10935.634766 Iteration 28Q: 3 clusters Score -1767042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -1767041.750000 Penalty: 10935.634766 Iteration 29Q: 3 clusters Score -1767042 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1767047.125000 Penalty: 10935.634766 Iteration 30Q: 3 clusters Score -1767047 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1767053.500000 Penalty: 10935.634766 Iteration 31Q: 3 clusters Score -1767054 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1767062.375000 Penalty: 10935.634766 Iteration 32Q: 3 clusters Score -1767062 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1767064.625000 Penalty: 10935.634766 Iteration 33Q: 3 clusters Score -1767065 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1767070.000000 Penalty: 10935.634766 Iteration 34Q: 3 clusters Score -1767070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1767070.375000 Penalty: 10935.634766 Iteration 35Q: 3 clusters Score -1767070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1767070.000000 Penalty: 10935.634766 Iteration 36Q: 3 clusters Score -1767070 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1767067.875000 Penalty: 10935.634766 Iteration 37Q: 3 clusters Score -1767068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1767073.125000 Penalty: 10935.634766 Iteration 38Q: 3 clusters Score -1767073 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1767076.250000 Penalty: 10935.634766 Iteration 39Q: 3 clusters Score -1767076 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1767075.500000 Penalty: 10935.634766 Iteration 40F: 3 clusters Score -1767076 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1767075.750000 Penalty: 10935.634766 Iteration 41Q: 3 clusters Score -1767076 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1767081.000000 Penalty: 10935.634766 Iteration 42Q: 3 clusters Score -1767081 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1767084.750000 Penalty: 10935.634766 Iteration 43Q: 3 clusters Score -1767085 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1767086.625000 Penalty: 10935.634766 Iteration 44Q: 3 clusters Score -1767087 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1767088.875000 Penalty: 10935.634766 Iteration 45Q: 3 clusters Score -1767089 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1767088.875000 Penalty: 10935.634766 Iteration 46F: 3 clusters Score -1767089 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16243 members Entering Unmasked Estep Score: -3816804.750000 Penalty: 5938.443359 Iteration 0F: 2 clusters Score -3816805 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -3802554.250000 Penalty: 11876.886719 Iteration 0F: 3 clusters Score -3802554 nChanged 6519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -3806172.250000 Penalty: 11876.886719 Iteration 1F: 3 clusters Score -3806172 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -3806999.750000 Penalty: 11876.886719 Iteration 2F: 3 clusters Score -3807000 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -3807853.500000 Penalty: 11876.886719 Iteration 3F: 3 clusters Score -3807854 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -3808490.000000 Penalty: 11876.886719 Iteration 4F: 3 clusters Score -3808490 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -3809021.500000 Penalty: 11876.886719 Iteration 5F: 3 clusters Score -3809022 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 10267 members Entering Unmasked Estep Score: -3809592.500000 Penalty: 11876.886719 Iteration 6Q: 3 clusters Score -3809592 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -3810212.750000 Penalty: 11876.886719 Iteration 7F: 3 clusters Score -3810213 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -3810868.000000 Penalty: 11876.886719 Iteration 8F: 3 clusters Score -3810868 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 12303 members Entering Unmasked Estep Score: -3811567.000000 Penalty: 11876.886719 Iteration 9Q: 3 clusters Score -3811567 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 12947 members Entering Unmasked Estep Score: -3812249.000000 Penalty: 11876.886719 Iteration 10Q: 3 clusters Score -3812249 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 13477 members Entering Unmasked Estep Score: -3812890.250000 Penalty: 11876.886719 Iteration 11Q: 3 clusters Score -3812890 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 13851 members Entering Unmasked Estep Score: -3813345.250000 Penalty: 11876.886719 Iteration 12Q: 3 clusters Score -3813345 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -3813677.000000 Penalty: 11876.886719 Iteration 13Q: 3 clusters Score -3813677 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 14278 members Entering Unmasked Estep Score: -3813878.250000 Penalty: 11876.886719 Iteration 14Q: 3 clusters Score -3813878 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -3814028.500000 Penalty: 11876.886719 Iteration 15Q: 3 clusters Score -3814028 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -3814120.250000 Penalty: 11876.886719 Iteration 16Q: 3 clusters Score -3814120 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 14473 members Entering Unmasked Estep Score: -3814190.500000 Penalty: 11876.886719 Iteration 17Q: 3 clusters Score -3814190 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 14484 members Entering Unmasked Estep Score: -3814230.250000 Penalty: 11876.886719 Iteration 18Q: 3 clusters Score -3814230 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -3814254.750000 Penalty: 11876.886719 Iteration 19Q: 3 clusters Score -3814255 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 14504 members Entering Unmasked Estep Score: -3814284.250000 Penalty: 11876.886719 Iteration 20F: 3 clusters Score -3814284 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -3814293.250000 Penalty: 11876.886719 Iteration 21Q: 3 clusters Score -3814293 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -3814306.000000 Penalty: 11876.886719 Iteration 22Q: 3 clusters Score -3814306 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 14530 members Entering Unmasked Estep Score: -3814325.500000 Penalty: 11876.886719 Iteration 23Q: 3 clusters Score -3814326 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 14523 members Entering Unmasked Estep Score: -3814327.500000 Penalty: 11876.886719 Iteration 24Q: 3 clusters Score -3814328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 14521 members Entering Unmasked Estep Score: -3814330.750000 Penalty: 11876.886719 Iteration 25Q: 3 clusters Score -3814331 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 14519 members Entering Unmasked Estep Score: -3814335.250000 Penalty: 11876.886719 Iteration 26Q: 3 clusters Score -3814335 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -3814336.250000 Penalty: 11876.886719 Iteration 27Q: 3 clusters Score -3814336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 14513 members Entering Unmasked Estep Score: -3814341.500000 Penalty: 11876.886719 Iteration 28Q: 3 clusters Score -3814342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 14513 members Entering Unmasked Estep Score: -3814339.250000 Penalty: 11876.886719 Iteration 29Q: 3 clusters Score -3814339 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 14513 members Entering Unmasked Estep Score: -3814339.250000 Penalty: 11876.886719 Iteration 30F: 3 clusters Score -3814339 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Entering Unmasked Estep Score: -118456.945312 Penalty: 3890.985352 Iteration 0F: 2 clusters Score -118456.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -114981.500000 Penalty: 7781.970703 Iteration 0F: 3 clusters Score -114981.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -115250.265625 Penalty: 7781.970703 Iteration 1F: 3 clusters Score -115250.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -115373.015625 Penalty: 7781.970703 Iteration 2Q: 3 clusters Score -115373 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -115441.929688 Penalty: 7781.970703 Iteration 3Q: 3 clusters Score -115441.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -115461.796875 Penalty: 7781.970703 Iteration 4Q: 3 clusters Score -115461.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -115478.554688 Penalty: 7781.970703 Iteration 5Q: 3 clusters Score -115478.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -115480.570312 Penalty: 7781.970703 Iteration 6Q: 3 clusters Score -115480.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -115480.570312 Penalty: 7781.970703 Iteration 7F: 3 clusters Score -115480.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Entering Unmasked Estep Score: -85055.968750 Penalty: 3730.927490 Iteration 0F: 2 clusters Score -85055.97 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 220 members Entering Unmasked Estep Score: -82073.906250 Penalty: 7461.854980 Iteration 0F: 3 clusters Score -82073.91 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -82311.429688 Penalty: 7461.854980 Iteration 1F: 3 clusters Score -82311.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -82366.742188 Penalty: 7461.854980 Iteration 2Q: 3 clusters Score -82366.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -82396.679688 Penalty: 7461.854980 Iteration 3Q: 3 clusters Score -82396.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -82459.312500 Penalty: 7461.854980 Iteration 4Q: 3 clusters Score -82459.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -82475.234375 Penalty: 7461.854980 Iteration 5Q: 3 clusters Score -82475.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -82499.015625 Penalty: 7461.854980 Iteration 6Q: 3 clusters Score -82499.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -82508.570312 Penalty: 7461.854980 Iteration 7Q: 3 clusters Score -82508.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -82522.132812 Penalty: 7461.854980 Iteration 8Q: 3 clusters Score -82522.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -82528.218750 Penalty: 7461.854980 Iteration 9Q: 3 clusters Score -82528.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -82535.062500 Penalty: 7461.854980 Iteration 10Q: 3 clusters Score -82535.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -82535.062500 Penalty: 7461.854980 Iteration 11F: 3 clusters Score -82535.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Entering Unmasked Estep Score: -184050.093750 Penalty: 4150.610352 Iteration 0F: 2 clusters Score -184050.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -180097.656250 Penalty: 8301.220703 Iteration 0F: 3 clusters Score -180097.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -180458.062500 Penalty: 8301.220703 Iteration 1F: 3 clusters Score -180458.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -180606.765625 Penalty: 8301.220703 Iteration 2Q: 3 clusters Score -180606.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -180668.187500 Penalty: 8301.220703 Iteration 3Q: 3 clusters Score -180668.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -180698.234375 Penalty: 8301.220703 Iteration 4Q: 3 clusters Score -180698.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -180726.781250 Penalty: 8301.220703 Iteration 5Q: 3 clusters Score -180726.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -180733.875000 Penalty: 8301.220703 Iteration 6Q: 3 clusters Score -180733.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -180738.718750 Penalty: 8301.220703 Iteration 7Q: 3 clusters Score -180738.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -180744.171875 Penalty: 8301.220703 Iteration 8Q: 3 clusters Score -180744.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -180748.453125 Penalty: 8301.220703 Iteration 9Q: 3 clusters Score -180748.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -180758.015625 Penalty: 8301.220703 Iteration 10Q: 3 clusters Score -180758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -180759.078125 Penalty: 8301.220703 Iteration 11Q: 3 clusters Score -180759.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -180763.843750 Penalty: 8301.220703 Iteration 12Q: 3 clusters Score -180763.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -180772.921875 Penalty: 8301.220703 Iteration 13Q: 3 clusters Score -180772.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -180777.468750 Penalty: 8301.220703 Iteration 14Q: 3 clusters Score -180777.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -180777.468750 Penalty: 8301.220703 Iteration 15F: 3 clusters Score -180777.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Entering Unmasked Estep Score: -975951.750000 Penalty: 5098.507324 Iteration 0F: 2 clusters Score -975951.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -969367.875000 Penalty: 10197.014648 Iteration 0F: 3 clusters Score -969367.9 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -970303.250000 Penalty: 10197.014648 Iteration 1F: 3 clusters Score -970303.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -970602.562500 Penalty: 10197.014648 Iteration 2F: 3 clusters Score -970602.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -970751.375000 Penalty: 10197.014648 Iteration 3Q: 3 clusters Score -970751.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -970852.250000 Penalty: 10197.014648 Iteration 4Q: 3 clusters Score -970852.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -970914.812500 Penalty: 10197.014648 Iteration 5Q: 3 clusters Score -970914.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -970969.375000 Penalty: 10197.014648 Iteration 6Q: 3 clusters Score -970969.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -971008.187500 Penalty: 10197.014648 Iteration 7Q: 3 clusters Score -971008.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -971030.062500 Penalty: 10197.014648 Iteration 8Q: 3 clusters Score -971030.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -971054.312500 Penalty: 10197.014648 Iteration 9Q: 3 clusters Score -971054.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -971069.937500 Penalty: 10197.014648 Iteration 10Q: 3 clusters Score -971069.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -971084.062500 Penalty: 10197.014648 Iteration 11Q: 3 clusters Score -971084.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -971091.812500 Penalty: 10197.014648 Iteration 12Q: 3 clusters Score -971091.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -971105.062500 Penalty: 10197.014648 Iteration 13Q: 3 clusters Score -971105.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -971117.875000 Penalty: 10197.014648 Iteration 14Q: 3 clusters Score -971117.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -971131.937500 Penalty: 10197.014648 Iteration 15Q: 3 clusters Score -971131.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -971139.562500 Penalty: 10197.014648 Iteration 16Q: 3 clusters Score -971139.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -971147.312500 Penalty: 10197.014648 Iteration 17Q: 3 clusters Score -971147.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -971155.687500 Penalty: 10197.014648 Iteration 18Q: 3 clusters Score -971155.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -971164.562500 Penalty: 10197.014648 Iteration 19Q: 3 clusters Score -971164.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -971167.500000 Penalty: 10197.014648 Iteration 20F: 3 clusters Score -971167.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -971170.937500 Penalty: 10197.014648 Iteration 21Q: 3 clusters Score -971170.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -971173.812500 Penalty: 10197.014648 Iteration 22Q: 3 clusters Score -971173.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -971177.375000 Penalty: 10197.014648 Iteration 23Q: 3 clusters Score -971177.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -971179.937500 Penalty: 10197.014648 Iteration 24Q: 3 clusters Score -971179.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -971183.187500 Penalty: 10197.014648 Iteration 25Q: 3 clusters Score -971183.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -971186.250000 Penalty: 10197.014648 Iteration 26Q: 3 clusters Score -971186.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -971189.625000 Penalty: 10197.014648 Iteration 27Q: 3 clusters Score -971189.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -971193.500000 Penalty: 10197.014648 Iteration 28Q: 3 clusters Score -971193.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -971196.125000 Penalty: 10197.014648 Iteration 29Q: 3 clusters Score -971196.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -971196.125000 Penalty: 10197.014648 Iteration 30F: 3 clusters Score -971196.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Entering Unmasked Estep Score: -1030760.375000 Penalty: 5135.552734 Iteration 0F: 2 clusters Score -1030760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1024120.750000 Penalty: 10271.105469 Iteration 0F: 3 clusters Score -1024121 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1025161.500000 Penalty: 10271.105469 Iteration 1F: 3 clusters Score -1025162 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1025507.250000 Penalty: 10271.105469 Iteration 2F: 3 clusters Score -1025507 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -1025759.375000 Penalty: 10271.105469 Iteration 3Q: 3 clusters Score -1025759 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1026025.937500 Penalty: 10271.105469 Iteration 4Q: 3 clusters Score -1026026 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -1026335.687500 Penalty: 10271.105469 Iteration 5Q: 3 clusters Score -1026336 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1026670.437500 Penalty: 10271.105469 Iteration 6Q: 3 clusters Score -1026670 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1026909.500000 Penalty: 10271.105469 Iteration 7Q: 3 clusters Score -1026910 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -1027085.937500 Penalty: 10271.105469 Iteration 8Q: 3 clusters Score -1027086 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1027221.125000 Penalty: 10271.105469 Iteration 9Q: 3 clusters Score -1027221 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -1027356.000000 Penalty: 10271.105469 Iteration 10Q: 3 clusters Score -1027356 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -1027460.312500 Penalty: 10271.105469 Iteration 11Q: 3 clusters Score -1027460 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1027538.312500 Penalty: 10271.105469 Iteration 12Q: 3 clusters Score -1027538 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -1027593.687500 Penalty: 10271.105469 Iteration 13Q: 3 clusters Score -1027594 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1027654.625000 Penalty: 10271.105469 Iteration 14Q: 3 clusters Score -1027655 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -1027714.875000 Penalty: 10271.105469 Iteration 15Q: 3 clusters Score -1027715 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -1027765.250000 Penalty: 10271.105469 Iteration 16Q: 3 clusters Score -1027765 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1027842.812500 Penalty: 10271.105469 Iteration 17Q: 3 clusters Score -1027843 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1027906.875000 Penalty: 10271.105469 Iteration 18Q: 3 clusters Score -1027907 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1027951.250000 Penalty: 10271.105469 Iteration 19Q: 3 clusters Score -1027951 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1027978.062500 Penalty: 10271.105469 Iteration 20F: 3 clusters Score -1027978 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1028000.437500 Penalty: 10271.105469 Iteration 21Q: 3 clusters Score -1028000 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1028011.375000 Penalty: 10271.105469 Iteration 22Q: 3 clusters Score -1028011 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1028012.687500 Penalty: 10271.105469 Iteration 23Q: 3 clusters Score -1028013 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1028014.187500 Penalty: 10271.105469 Iteration 24Q: 3 clusters Score -1028014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1028017.062500 Penalty: 10271.105469 Iteration 25Q: 3 clusters Score -1028017 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -1028018.000000 Penalty: 10271.105469 Iteration 26Q: 3 clusters Score -1028018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1028019.500000 Penalty: 10271.105469 Iteration 27Q: 3 clusters Score -1028020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -1028021.375000 Penalty: 10271.105469 Iteration 28Q: 3 clusters Score -1028021 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -1028021.375000 Penalty: 10271.105469 Iteration 29F: 3 clusters Score -1028021 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Entering Unmasked Estep Score: -294141.250000 Penalty: 4408.887207 Iteration 0F: 2 clusters Score -294141.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -289864.031250 Penalty: 8817.774414 Iteration 0F: 3 clusters Score -289864 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -290596.625000 Penalty: 8817.774414 Iteration 1F: 3 clusters Score -290596.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -291171.156250 Penalty: 8817.774414 Iteration 2F: 3 clusters Score -291171.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -291757.750000 Penalty: 8817.774414 Iteration 3F: 3 clusters Score -291757.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -292153.406250 Penalty: 8817.774414 Iteration 4F: 3 clusters Score -292153.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -292552.625000 Penalty: 8817.774414 Iteration 5Q: 3 clusters Score -292552.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -292753.562500 Penalty: 8817.774414 Iteration 6Q: 3 clusters Score -292753.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -292803.500000 Penalty: 8817.774414 Iteration 7Q: 3 clusters Score -292803.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -292830.718750 Penalty: 8817.774414 Iteration 8Q: 3 clusters Score -292830.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -292858.687500 Penalty: 8817.774414 Iteration 9Q: 3 clusters Score -292858.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -292872.781250 Penalty: 8817.774414 Iteration 10Q: 3 clusters Score -292872.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -292886.312500 Penalty: 8817.774414 Iteration 11Q: 3 clusters Score -292886.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -292894.906250 Penalty: 8817.774414 Iteration 12Q: 3 clusters Score -292894.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -292903.656250 Penalty: 8817.774414 Iteration 13Q: 3 clusters Score -292903.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -292907.718750 Penalty: 8817.774414 Iteration 14Q: 3 clusters Score -292907.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -292909.375000 Penalty: 8817.774414 Iteration 15Q: 3 clusters Score -292909.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -292913.437500 Penalty: 8817.774414 Iteration 16Q: 3 clusters Score -292913.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -292922.750000 Penalty: 8817.774414 Iteration 17Q: 3 clusters Score -292922.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -292922.750000 Penalty: 8817.774414 Iteration 18F: 3 clusters Score -292922.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (29463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29463 members Entering Unmasked Estep Score: -6838364.000000 Penalty: 6303.170410 Iteration 0F: 2 clusters Score -6838364 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14812 members Mstep: Class 2 contains 14651 members Entering Unmasked Estep Score: -6815943.500000 Penalty: 12606.340820 Iteration 0F: 3 clusters Score -6815944 nChanged 12291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14979 members Mstep: Class 2 contains 14484 members Entering Unmasked Estep Score: -6822554.000000 Penalty: 12606.340820 Iteration 1F: 3 clusters Score -6822554 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -6823361.000000 Penalty: 12606.340820 Iteration 2F: 3 clusters Score -6823361 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15315 members Mstep: Class 2 contains 14148 members Entering Unmasked Estep Score: -6824060.500000 Penalty: 12606.340820 Iteration 3F: 3 clusters Score -6824060 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15583 members Mstep: Class 2 contains 13880 members Entering Unmasked Estep Score: -6824660.000000 Penalty: 12606.340820 Iteration 4Q: 3 clusters Score -6824660 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -6825214.500000 Penalty: 12606.340820 Iteration 5Q: 3 clusters Score -6825214 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16223 members Mstep: Class 2 contains 13240 members Entering Unmasked Estep Score: -6825735.500000 Penalty: 12606.340820 Iteration 6Q: 3 clusters Score -6825736 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16532 members Mstep: Class 2 contains 12931 members Entering Unmasked Estep Score: -6826324.000000 Penalty: 12606.340820 Iteration 7Q: 3 clusters Score -6826324 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16864 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -6826962.500000 Penalty: 12606.340820 Iteration 8Q: 3 clusters Score -6826962 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17175 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -6827562.000000 Penalty: 12606.340820 Iteration 9Q: 3 clusters Score -6827562 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17440 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -6828133.500000 Penalty: 12606.340820 Iteration 10Q: 3 clusters Score -6828134 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17619 members Mstep: Class 2 contains 11844 members Entering Unmasked Estep Score: -6828696.500000 Penalty: 12606.340820 Iteration 11Q: 3 clusters Score -6828696 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17748 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -6829217.500000 Penalty: 12606.340820 Iteration 12Q: 3 clusters Score -6829218 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17796 members Mstep: Class 2 contains 11667 members Entering Unmasked Estep Score: -6829704.000000 Penalty: 12606.340820 Iteration 13Q: 3 clusters Score -6829704 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17862 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -6830131.500000 Penalty: 12606.340820 Iteration 14Q: 3 clusters Score -6830132 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17879 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -6830496.000000 Penalty: 12606.340820 Iteration 15Q: 3 clusters Score -6830496 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17905 members Mstep: Class 2 contains 11558 members Entering Unmasked Estep Score: -6830762.500000 Penalty: 12606.340820 Iteration 16Q: 3 clusters Score -6830762 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17970 members Mstep: Class 2 contains 11493 members Entering Unmasked Estep Score: -6830979.000000 Penalty: 12606.340820 Iteration 17Q: 3 clusters Score -6830979 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18069 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -6831173.000000 Penalty: 12606.340820 Iteration 18Q: 3 clusters Score -6831173 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18196 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -6831351.500000 Penalty: 12606.340820 Iteration 19Q: 3 clusters Score -6831352 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18316 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -6831455.000000 Penalty: 12606.340820 Iteration 20F: 3 clusters Score -6831455 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18474 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -6831627.000000 Penalty: 12606.340820 Iteration 21Q: 3 clusters Score -6831627 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18665 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -6831733.000000 Penalty: 12606.340820 Iteration 22Q: 3 clusters Score -6831733 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18849 members Mstep: Class 2 contains 10614 members Entering Unmasked Estep Score: -6831868.500000 Penalty: 12606.340820 Iteration 23Q: 3 clusters Score -6831868 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19068 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -6831977.500000 Penalty: 12606.340820 Iteration 24Q: 3 clusters Score -6831978 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19268 members Mstep: Class 2 contains 10195 members Entering Unmasked Estep Score: -6832083.500000 Penalty: 12606.340820 Iteration 25Q: 3 clusters Score -6832084 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19517 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -6832196.500000 Penalty: 12606.340820 Iteration 26Q: 3 clusters Score -6832196 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19777 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -6832331.500000 Penalty: 12606.340820 Iteration 27Q: 3 clusters Score -6832332 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20064 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -6832478.500000 Penalty: 12606.340820 Iteration 28Q: 3 clusters Score -6832478 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 9096 members Entering Unmasked Estep Score: -6832637.000000 Penalty: 12606.340820 Iteration 29Q: 3 clusters Score -6832637 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20696 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -6832783.000000 Penalty: 12606.340820 Iteration 30Q: 3 clusters Score -6832783 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21039 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -6832970.000000 Penalty: 12606.340820 Iteration 31Q: 3 clusters Score -6832970 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21362 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -6833149.500000 Penalty: 12606.340820 Iteration 32Q: 3 clusters Score -6833150 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21651 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -6833288.500000 Penalty: 12606.340820 Iteration 33Q: 3 clusters Score -6833288 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21914 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -6833411.000000 Penalty: 12606.340820 Iteration 34Q: 3 clusters Score -6833411 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22144 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -6833530.000000 Penalty: 12606.340820 Iteration 35Q: 3 clusters Score -6833530 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22361 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -6833618.500000 Penalty: 12606.340820 Iteration 36Q: 3 clusters Score -6833618 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22524 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -6833692.500000 Penalty: 12606.340820 Iteration 37Q: 3 clusters Score -6833692 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22668 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -6833728.000000 Penalty: 12606.340820 Iteration 38Q: 3 clusters Score -6833728 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -6833796.000000 Penalty: 12606.340820 Iteration 39Q: 3 clusters Score -6833796 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22891 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -6833817.000000 Penalty: 12606.340820 Iteration 40F: 3 clusters Score -6833817 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22980 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -6833847.000000 Penalty: 12606.340820 Iteration 41Q: 3 clusters Score -6833847 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23060 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -6833890.000000 Penalty: 12606.340820 Iteration 42Q: 3 clusters Score -6833890 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23124 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -6833910.000000 Penalty: 12606.340820 Iteration 43Q: 3 clusters Score -6833910 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23181 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -6833926.000000 Penalty: 12606.340820 Iteration 44Q: 3 clusters Score -6833926 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -6833930.500000 Penalty: 12606.340820 Iteration 45Q: 3 clusters Score -6833930 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23269 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -6833943.500000 Penalty: 12606.340820 Iteration 46Q: 3 clusters Score -6833944 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23297 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -6833937.000000 Penalty: 12606.340820 Iteration 47Q: 3 clusters Score -6833937 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23316 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -6833949.000000 Penalty: 12606.340820 Iteration 48Q: 3 clusters Score -6833949 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23339 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -6833953.000000 Penalty: 12606.340820 Iteration 49Q: 3 clusters Score -6833953 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23351 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -6833957.500000 Penalty: 12606.340820 Iteration 50Q: 3 clusters Score -6833958 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23366 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -6833967.500000 Penalty: 12606.340820 Iteration 51Q: 3 clusters Score -6833968 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -6833957.000000 Penalty: 12606.340820 Iteration 52Q: 3 clusters Score -6833957 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23383 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -6833964.500000 Penalty: 12606.340820 Iteration 53Q: 3 clusters Score -6833964 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23392 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -6833968.500000 Penalty: 12606.340820 Iteration 54Q: 3 clusters Score -6833968 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23403 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -6833971.000000 Penalty: 12606.340820 Iteration 55Q: 3 clusters Score -6833971 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23414 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -6833959.500000 Penalty: 12606.340820 Iteration 56Q: 3 clusters Score -6833960 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23424 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -6833965.000000 Penalty: 12606.340820 Iteration 57Q: 3 clusters Score -6833965 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23432 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -6833976.500000 Penalty: 12606.340820 Iteration 58Q: 3 clusters Score -6833976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23441 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -6833985.000000 Penalty: 12606.340820 Iteration 59Q: 3 clusters Score -6833985 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23445 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -6833979.000000 Penalty: 12606.340820 Iteration 60F: 3 clusters Score -6833979 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23449 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -6833986.000000 Penalty: 12606.340820 Iteration 61Q: 3 clusters Score -6833986 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23458 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -6833984.500000 Penalty: 12606.340820 Iteration 62Q: 3 clusters Score -6833984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23468 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -6833988.000000 Penalty: 12606.340820 Iteration 63Q: 3 clusters Score -6833988 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23478 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -6833993.500000 Penalty: 12606.340820 Iteration 64Q: 3 clusters Score -6833994 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23487 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -6833989.000000 Penalty: 12606.340820 Iteration 65Q: 3 clusters Score -6833989 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23495 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -6833978.500000 Penalty: 12606.340820 Iteration 66Q: 3 clusters Score -6833978 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23502 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -6833996.500000 Penalty: 12606.340820 Iteration 67Q: 3 clusters Score -6833996 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23509 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -6833980.000000 Penalty: 12606.340820 Iteration 68Q: 3 clusters Score -6833980 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23516 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -6833989.000000 Penalty: 12606.340820 Iteration 69Q: 3 clusters Score -6833989 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23521 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -6833979.500000 Penalty: 12606.340820 Iteration 70Q: 3 clusters Score -6833980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23525 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -6833987.500000 Penalty: 12606.340820 Iteration 71Q: 3 clusters Score -6833988 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23530 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -6833991.500000 Penalty: 12606.340820 Iteration 72Q: 3 clusters Score -6833992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23534 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -6833979.000000 Penalty: 12606.340820 Iteration 73Q: 3 clusters Score -6833979 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23539 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -6833983.500000 Penalty: 12606.340820 Iteration 74Q: 3 clusters Score -6833984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23543 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -6833979.500000 Penalty: 12606.340820 Iteration 75Q: 3 clusters Score -6833980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23547 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -6833974.500000 Penalty: 12606.340820 Iteration 76Q: 3 clusters Score -6833974 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23549 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -6833982.500000 Penalty: 12606.340820 Iteration 77Q: 3 clusters Score -6833982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23551 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -6833981.500000 Penalty: 12606.340820 Iteration 78Q: 3 clusters Score -6833982 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23551 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -6833981.500000 Penalty: 12606.340820 Iteration 79F: 3 clusters Score -6833982 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (84510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84510 members Entering Unmasked Estep Score: -20081540.000000 Penalty: 6948.583008 Iteration 0F: 2 clusters Score -2.008154e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42132 members Mstep: Class 2 contains 42378 members Entering Unmasked Estep Score: -20027954.000000 Penalty: 13897.166016 Iteration 0F: 3 clusters Score -2.002795e+07 nChanged 38390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40664 members Mstep: Class 2 contains 43846 members Entering Unmasked Estep Score: -20048626.000000 Penalty: 13897.166016 Iteration 1F: 3 clusters Score -2.004863e+07 nChanged 3642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39738 members Mstep: Class 2 contains 44772 members Entering Unmasked Estep Score: -20049912.000000 Penalty: 13897.166016 Iteration 2Q: 3 clusters Score -2.004991e+07 nChanged 3409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38403 members Mstep: Class 2 contains 46107 members Entering Unmasked Estep Score: -20050888.000000 Penalty: 13897.166016 Iteration 3Q: 3 clusters Score -2.005089e+07 nChanged 3445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36498 members Mstep: Class 2 contains 48012 members Entering Unmasked Estep Score: -20051894.000000 Penalty: 13897.166016 Iteration 4Q: 3 clusters Score -2.005189e+07 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33959 members Mstep: Class 2 contains 50551 members Entering Unmasked Estep Score: -20053456.000000 Penalty: 13897.166016 Iteration 5Q: 3 clusters Score -2.005346e+07 nChanged 4186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30569 members Mstep: Class 2 contains 53941 members Entering Unmasked Estep Score: -20055570.000000 Penalty: 13897.166016 Iteration 6Q: 3 clusters Score -2.005557e+07 nChanged 4736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26387 members Mstep: Class 2 contains 58123 members Entering Unmasked Estep Score: -20058384.000000 Penalty: 13897.166016 Iteration 7F: 3 clusters Score -2.005838e+07 nChanged 5298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21469 members Mstep: Class 2 contains 63041 members Entering Unmasked Estep Score: -20062142.000000 Penalty: 13897.166016 Iteration 8F: 3 clusters Score -2.006214e+07 nChanged 5501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16236 members Mstep: Class 2 contains 68274 members Entering Unmasked Estep Score: -20066414.000000 Penalty: 13897.166016 Iteration 9F: 3 clusters Score -2.006641e+07 nChanged 5083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 73231 members Entering Unmasked Estep Score: -20070628.000000 Penalty: 13897.166016 Iteration 10F: 3 clusters Score -2.007063e+07 nChanged 4062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 77201 members Entering Unmasked Estep Score: -20073748.000000 Penalty: 13897.166016 Iteration 11Q: 3 clusters Score -2.007375e+07 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 79937 members Entering Unmasked Estep Score: -20075102.000000 Penalty: 13897.166016 Iteration 12Q: 3 clusters Score -2.00751e+07 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 81574 members Entering Unmasked Estep Score: -20075606.000000 Penalty: 13897.166016 Iteration 13Q: 3 clusters Score -2.007561e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 82410 members Entering Unmasked Estep Score: -20075858.000000 Penalty: 13897.166016 Iteration 14Q: 3 clusters Score -2.007586e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 82873 members Entering Unmasked Estep Score: -20076008.000000 Penalty: 13897.166016 Iteration 15Q: 3 clusters Score -2.007601e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 83101 members Entering Unmasked Estep Score: -20076074.000000 Penalty: 13897.166016 Iteration 16Q: 3 clusters Score -2.007607e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 83224 members Entering Unmasked Estep Score: -20076116.000000 Penalty: 13897.166016 Iteration 17Q: 3 clusters Score -2.007612e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 83294 members Entering Unmasked Estep Score: -20076096.000000 Penalty: 13897.166016 Iteration 18Q: 3 clusters Score -2.00761e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 83339 members Entering Unmasked Estep Score: -20076126.000000 Penalty: 13897.166016 Iteration 19Q: 3 clusters Score -2.007613e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 83369 members Entering Unmasked Estep Score: -20076120.000000 Penalty: 13897.166016 Iteration 20F: 3 clusters Score -2.007612e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 83384 members Entering Unmasked Estep Score: -20076138.000000 Penalty: 13897.166016 Iteration 21Q: 3 clusters Score -2.007614e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 83397 members Entering Unmasked Estep Score: -20076132.000000 Penalty: 13897.166016 Iteration 22Q: 3 clusters Score -2.007613e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 83411 members Entering Unmasked Estep Score: -20076136.000000 Penalty: 13897.166016 Iteration 23Q: 3 clusters Score -2.007614e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 83424 members Entering Unmasked Estep Score: -20076138.000000 Penalty: 13897.166016 Iteration 24Q: 3 clusters Score -2.007614e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 83438 members Entering Unmasked Estep Score: -20076136.000000 Penalty: 13897.166016 Iteration 25Q: 3 clusters Score -2.007614e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 83451 members Entering Unmasked Estep Score: -20076140.000000 Penalty: 13897.166016 Iteration 26Q: 3 clusters Score -2.007614e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 83464 members Entering Unmasked Estep Score: -20076164.000000 Penalty: 13897.166016 Iteration 27Q: 3 clusters Score -2.007616e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 83477 members Entering Unmasked Estep Score: -20076154.000000 Penalty: 13897.166016 Iteration 28Q: 3 clusters Score -2.007615e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 83484 members Entering Unmasked Estep Score: -20076164.000000 Penalty: 13897.166016 Iteration 29Q: 3 clusters Score -2.007616e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 83491 members Entering Unmasked Estep Score: -20076168.000000 Penalty: 13897.166016 Iteration 30Q: 3 clusters Score -2.007617e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 83494 members Entering Unmasked Estep Score: -20076190.000000 Penalty: 13897.166016 Iteration 31Q: 3 clusters Score -2.007619e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 83498 members Entering Unmasked Estep Score: -20076196.000000 Penalty: 13897.166016 Iteration 32Q: 3 clusters Score -2.00762e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 83499 members Entering Unmasked Estep Score: -20076186.000000 Penalty: 13897.166016 Iteration 33Q: 3 clusters Score -2.007619e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 83499 members Entering Unmasked Estep Score: -20076194.000000 Penalty: 13897.166016 Iteration 34Q: 3 clusters Score -2.007619e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 83500 members Entering Unmasked Estep Score: -20076196.000000 Penalty: 13897.166016 Iteration 35Q: 3 clusters Score -2.00762e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 83500 members Entering Unmasked Estep Score: -20076184.000000 Penalty: 13897.166016 Iteration 36Q: 3 clusters Score -2.007618e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 83501 members Entering Unmasked Estep Score: -20076192.000000 Penalty: 13897.166016 Iteration 37Q: 3 clusters Score -2.007619e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 83503 members Entering Unmasked Estep Score: -20076180.000000 Penalty: 13897.166016 Iteration 38Q: 3 clusters Score -2.007618e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 83508 members Entering Unmasked Estep Score: -20076178.000000 Penalty: 13897.166016 Iteration 39Q: 3 clusters Score -2.007618e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 83509 members Entering Unmasked Estep Score: -20076190.000000 Penalty: 13897.166016 Iteration 40F: 3 clusters Score -2.007619e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 83511 members Entering Unmasked Estep Score: -20076204.000000 Penalty: 13897.166016 Iteration 41Q: 3 clusters Score -2.00762e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 83515 members Entering Unmasked Estep Score: -20076214.000000 Penalty: 13897.166016 Iteration 42Q: 3 clusters Score -2.007621e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 83516 members Entering Unmasked Estep Score: -20076206.000000 Penalty: 13897.166016 Iteration 43Q: 3 clusters Score -2.007621e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 83516 members Entering Unmasked Estep Score: -20076206.000000 Penalty: 13897.166016 Iteration 44F: 3 clusters Score -2.007621e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (115977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115977 members Entering Unmasked Estep Score: -27310394.000000 Penalty: 7142.452637 Iteration 0F: 2 clusters Score -2.731039e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57785 members Mstep: Class 2 contains 58192 members Entering Unmasked Estep Score: -27232796.000000 Penalty: 14284.905273 Iteration 0F: 3 clusters Score -2.72328e+07 nChanged 53421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56840 members Mstep: Class 2 contains 59137 members Entering Unmasked Estep Score: -27261924.000000 Penalty: 14284.905273 Iteration 1F: 3 clusters Score -2.726192e+07 nChanged 4381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56391 members Mstep: Class 2 contains 59586 members Entering Unmasked Estep Score: -27263168.000000 Penalty: 14284.905273 Iteration 2Q: 3 clusters Score -2.726317e+07 nChanged 4035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55824 members Mstep: Class 2 contains 60153 members Entering Unmasked Estep Score: -27264352.000000 Penalty: 14284.905273 Iteration 3Q: 3 clusters Score -2.726435e+07 nChanged 3739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55079 members Mstep: Class 2 contains 60898 members Entering Unmasked Estep Score: -27265238.000000 Penalty: 14284.905273 Iteration 4Q: 3 clusters Score -2.726524e+07 nChanged 3649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54020 members Mstep: Class 2 contains 61957 members Entering Unmasked Estep Score: -27266218.000000 Penalty: 14284.905273 Iteration 5Q: 3 clusters Score -2.726622e+07 nChanged 3753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52631 members Mstep: Class 2 contains 63346 members Entering Unmasked Estep Score: -27267486.000000 Penalty: 14284.905273 Iteration 6Q: 3 clusters Score -2.726749e+07 nChanged 3985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50780 members Mstep: Class 2 contains 65197 members Entering Unmasked Estep Score: -27268758.000000 Penalty: 14284.905273 Iteration 7Q: 3 clusters Score -2.726876e+07 nChanged 4374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48196 members Mstep: Class 2 contains 67781 members Entering Unmasked Estep Score: -27270446.000000 Penalty: 14284.905273 Iteration 8Q: 3 clusters Score -2.727045e+07 nChanged 4973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44779 members Mstep: Class 2 contains 71198 members Entering Unmasked Estep Score: -27272688.000000 Penalty: 14284.905273 Iteration 9Q: 3 clusters Score -2.727269e+07 nChanged 5606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40381 members Mstep: Class 2 contains 75596 members Entering Unmasked Estep Score: -27275802.000000 Penalty: 14284.905273 Iteration 10Q: 3 clusters Score -2.72758e+07 nChanged 6196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35145 members Mstep: Class 2 contains 80832 members Entering Unmasked Estep Score: -27279930.000000 Penalty: 14284.905273 Iteration 11F: 3 clusters Score -2.727993e+07 nChanged 6371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29464 members Mstep: Class 2 contains 86513 members Entering Unmasked Estep Score: -27284556.000000 Penalty: 14284.905273 Iteration 12F: 3 clusters Score -2.728456e+07 nChanged 6067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23923 members Mstep: Class 2 contains 92054 members Entering Unmasked Estep Score: -27288920.000000 Penalty: 14284.905273 Iteration 13F: 3 clusters Score -2.728892e+07 nChanged 5121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19320 members Mstep: Class 2 contains 96657 members Entering Unmasked Estep Score: -27292912.000000 Penalty: 14284.905273 Iteration 14Q: 3 clusters Score -2.729291e+07 nChanged 3921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15851 members Mstep: Class 2 contains 100126 members Entering Unmasked Estep Score: -27295774.000000 Penalty: 14284.905273 Iteration 15Q: 3 clusters Score -2.729577e+07 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 102693 members Entering Unmasked Estep Score: -27297786.000000 Penalty: 14284.905273 Iteration 16Q: 3 clusters Score -2.729779e+07 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 104589 members Entering Unmasked Estep Score: -27299144.000000 Penalty: 14284.905273 Iteration 17Q: 3 clusters Score -2.729914e+07 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 106007 members Entering Unmasked Estep Score: -27300192.000000 Penalty: 14284.905273 Iteration 18Q: 3 clusters Score -2.730019e+07 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8848 members Mstep: Class 2 contains 107129 members Entering Unmasked Estep Score: -27300854.000000 Penalty: 14284.905273 Iteration 19Q: 3 clusters Score -2.730085e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 108000 members Entering Unmasked Estep Score: -27301286.000000 Penalty: 14284.905273 Iteration 20F: 3 clusters Score -2.730129e+07 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 108670 members Entering Unmasked Estep Score: -27301762.000000 Penalty: 14284.905273 Iteration 21Q: 3 clusters Score -2.730176e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 109267 members Entering Unmasked Estep Score: -27301976.000000 Penalty: 14284.905273 Iteration 22Q: 3 clusters Score -2.730198e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 109781 members Entering Unmasked Estep Score: -27302264.000000 Penalty: 14284.905273 Iteration 23Q: 3 clusters Score -2.730226e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 110233 members Entering Unmasked Estep Score: -27302450.000000 Penalty: 14284.905273 Iteration 24Q: 3 clusters Score -2.730245e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 110633 members Entering Unmasked Estep Score: -27302698.000000 Penalty: 14284.905273 Iteration 25Q: 3 clusters Score -2.73027e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 110963 members Entering Unmasked Estep Score: -27302882.000000 Penalty: 14284.905273 Iteration 26Q: 3 clusters Score -2.730288e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 111255 members Entering Unmasked Estep Score: -27302974.000000 Penalty: 14284.905273 Iteration 27Q: 3 clusters Score -2.730297e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 111534 members Entering Unmasked Estep Score: -27303056.000000 Penalty: 14284.905273 Iteration 28Q: 3 clusters Score -2.730306e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 111763 members Entering Unmasked Estep Score: -27303150.000000 Penalty: 14284.905273 Iteration 29Q: 3 clusters Score -2.730315e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 111967 members Entering Unmasked Estep Score: -27303176.000000 Penalty: 14284.905273 Iteration 30Q: 3 clusters Score -2.730318e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 112176 members Entering Unmasked Estep Score: -27303274.000000 Penalty: 14284.905273 Iteration 31Q: 3 clusters Score -2.730327e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 112369 members Entering Unmasked Estep Score: -27303362.000000 Penalty: 14284.905273 Iteration 32Q: 3 clusters Score -2.730336e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 112544 members Entering Unmasked Estep Score: -27303456.000000 Penalty: 14284.905273 Iteration 33Q: 3 clusters Score -2.730346e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 112704 members Entering Unmasked Estep Score: -27303474.000000 Penalty: 14284.905273 Iteration 34Q: 3 clusters Score -2.730347e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 112847 members Entering Unmasked Estep Score: -27303510.000000 Penalty: 14284.905273 Iteration 35Q: 3 clusters Score -2.730351e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 112962 members Entering Unmasked Estep Score: -27303552.000000 Penalty: 14284.905273 Iteration 36Q: 3 clusters Score -2.730355e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 113057 members Entering Unmasked Estep Score: -27303634.000000 Penalty: 14284.905273 Iteration 37Q: 3 clusters Score -2.730363e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 113132 members Entering Unmasked Estep Score: -27303694.000000 Penalty: 14284.905273 Iteration 38Q: 3 clusters Score -2.730369e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 113207 members Entering Unmasked Estep Score: -27303690.000000 Penalty: 14284.905273 Iteration 39Q: 3 clusters Score -2.730369e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 113291 members Entering Unmasked Estep Score: -27303718.000000 Penalty: 14284.905273 Iteration 40F: 3 clusters Score -2.730372e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 113354 members Entering Unmasked Estep Score: -27303760.000000 Penalty: 14284.905273 Iteration 41Q: 3 clusters Score -2.730376e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 113412 members Entering Unmasked Estep Score: -27303780.000000 Penalty: 14284.905273 Iteration 42Q: 3 clusters Score -2.730378e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 113464 members Entering Unmasked Estep Score: -27303844.000000 Penalty: 14284.905273 Iteration 43Q: 3 clusters Score -2.730384e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 113507 members Entering Unmasked Estep Score: -27303884.000000 Penalty: 14284.905273 Iteration 44Q: 3 clusters Score -2.730388e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 113551 members Entering Unmasked Estep Score: -27303886.000000 Penalty: 14284.905273 Iteration 45Q: 3 clusters Score -2.730389e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 113593 members Entering Unmasked Estep Score: -27303938.000000 Penalty: 14284.905273 Iteration 46Q: 3 clusters Score -2.730394e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 113623 members Entering Unmasked Estep Score: -27303930.000000 Penalty: 14284.905273 Iteration 47Q: 3 clusters Score -2.730393e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 113653 members Entering Unmasked Estep Score: -27303930.000000 Penalty: 14284.905273 Iteration 48Q: 3 clusters Score -2.730393e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 113681 members Entering Unmasked Estep Score: -27303948.000000 Penalty: 14284.905273 Iteration 49Q: 3 clusters Score -2.730395e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 113707 members Entering Unmasked Estep Score: -27303998.000000 Penalty: 14284.905273 Iteration 50Q: 3 clusters Score -2.7304e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 113730 members Entering Unmasked Estep Score: -27303988.000000 Penalty: 14284.905273 Iteration 51Q: 3 clusters Score -2.730399e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 113757 members Entering Unmasked Estep Score: -27304026.000000 Penalty: 14284.905273 Iteration 52Q: 3 clusters Score -2.730403e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 113790 members Entering Unmasked Estep Score: -27304034.000000 Penalty: 14284.905273 Iteration 53Q: 3 clusters Score -2.730403e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 113814 members Entering Unmasked Estep Score: -27304070.000000 Penalty: 14284.905273 Iteration 54Q: 3 clusters Score -2.730407e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 113836 members Entering Unmasked Estep Score: -27304062.000000 Penalty: 14284.905273 Iteration 55Q: 3 clusters Score -2.730406e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 113861 members Entering Unmasked Estep Score: -27304036.000000 Penalty: 14284.905273 Iteration 56Q: 3 clusters Score -2.730404e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 113889 members Entering Unmasked Estep Score: -27304068.000000 Penalty: 14284.905273 Iteration 57Q: 3 clusters Score -2.730407e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 113908 members Entering Unmasked Estep Score: -27304044.000000 Penalty: 14284.905273 Iteration 58Q: 3 clusters Score -2.730404e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 113930 members Entering Unmasked Estep Score: -27304044.000000 Penalty: 14284.905273 Iteration 59Q: 3 clusters Score -2.730404e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 113953 members Entering Unmasked Estep Score: -27304064.000000 Penalty: 14284.905273 Iteration 60F: 3 clusters Score -2.730406e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 113968 members Entering Unmasked Estep Score: -27304058.000000 Penalty: 14284.905273 Iteration 61Q: 3 clusters Score -2.730406e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 113980 members Entering Unmasked Estep Score: -27304052.000000 Penalty: 14284.905273 Iteration 62Q: 3 clusters Score -2.730405e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 113987 members Entering Unmasked Estep Score: -27304066.000000 Penalty: 14284.905273 Iteration 63Q: 3 clusters Score -2.730407e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 113999 members Entering Unmasked Estep Score: -27304064.000000 Penalty: 14284.905273 Iteration 64Q: 3 clusters Score -2.730406e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 114013 members Entering Unmasked Estep Score: -27304086.000000 Penalty: 14284.905273 Iteration 65Q: 3 clusters Score -2.730409e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 114023 members Entering Unmasked Estep Score: -27304074.000000 Penalty: 14284.905273 Iteration 66Q: 3 clusters Score -2.730407e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 114034 members Entering Unmasked Estep Score: -27304074.000000 Penalty: 14284.905273 Iteration 67Q: 3 clusters Score -2.730407e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 114045 members Entering Unmasked Estep Score: -27304068.000000 Penalty: 14284.905273 Iteration 68Q: 3 clusters Score -2.730407e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 114051 members Entering Unmasked Estep Score: -27304078.000000 Penalty: 14284.905273 Iteration 69Q: 3 clusters Score -2.730408e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 114055 members Entering Unmasked Estep Score: -27304076.000000 Penalty: 14284.905273 Iteration 70Q: 3 clusters Score -2.730408e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 114062 members Entering Unmasked Estep Score: -27304088.000000 Penalty: 14284.905273 Iteration 71Q: 3 clusters Score -2.730409e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 114073 members Entering Unmasked Estep Score: -27304104.000000 Penalty: 14284.905273 Iteration 72Q: 3 clusters Score -2.73041e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 114085 members Entering Unmasked Estep Score: -27304072.000000 Penalty: 14284.905273 Iteration 73Q: 3 clusters Score -2.730407e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 114094 members Entering Unmasked Estep Score: -27304086.000000 Penalty: 14284.905273 Iteration 74Q: 3 clusters Score -2.730409e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 114103 members Entering Unmasked Estep Score: -27304098.000000 Penalty: 14284.905273 Iteration 75Q: 3 clusters Score -2.73041e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 114109 members Entering Unmasked Estep Score: -27304106.000000 Penalty: 14284.905273 Iteration 76Q: 3 clusters Score -2.730411e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 114113 members Entering Unmasked Estep Score: -27304096.000000 Penalty: 14284.905273 Iteration 77Q: 3 clusters Score -2.73041e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 114116 members Entering Unmasked Estep Score: -27304086.000000 Penalty: 14284.905273 Iteration 78Q: 3 clusters Score -2.730409e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 114120 members Entering Unmasked Estep Score: -27304096.000000 Penalty: 14284.905273 Iteration 79Q: 3 clusters Score -2.73041e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 114126 members Entering Unmasked Estep Score: -27304106.000000 Penalty: 14284.905273 Iteration 80F: 3 clusters Score -2.730411e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 114132 members Entering Unmasked Estep Score: -27304098.000000 Penalty: 14284.905273 Iteration 81Q: 3 clusters Score -2.73041e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 114140 members Entering Unmasked Estep Score: -27304108.000000 Penalty: 14284.905273 Iteration 82Q: 3 clusters Score -2.730411e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 114147 members Entering Unmasked Estep Score: -27304122.000000 Penalty: 14284.905273 Iteration 83Q: 3 clusters Score -2.730412e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 114153 members Entering Unmasked Estep Score: -27304118.000000 Penalty: 14284.905273 Iteration 84Q: 3 clusters Score -2.730412e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 114161 members Entering Unmasked Estep Score: -27304130.000000 Penalty: 14284.905273 Iteration 85Q: 3 clusters Score -2.730413e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 114167 members Entering Unmasked Estep Score: -27304146.000000 Penalty: 14284.905273 Iteration 86Q: 3 clusters Score -2.730415e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 114171 members Entering Unmasked Estep Score: -27304176.000000 Penalty: 14284.905273 Iteration 87Q: 3 clusters Score -2.730418e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 114174 members Entering Unmasked Estep Score: -27304182.000000 Penalty: 14284.905273 Iteration 88Q: 3 clusters Score -2.730418e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 114174 members Entering Unmasked Estep Score: -27304182.000000 Penalty: 14284.905273 Iteration 89F: 3 clusters Score -2.730418e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Entering Unmasked Estep Score: -2289610.750000 Penalty: 5625.072266 Iteration 0F: 2 clusters Score -2289611 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -2279490.000000 Penalty: 11250.144531 Iteration 0F: 3 clusters Score -2279490 nChanged 3564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -2281581.750000 Penalty: 11250.144531 Iteration 1F: 3 clusters Score -2281582 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -2282099.750000 Penalty: 11250.144531 Iteration 2F: 3 clusters Score -2282100 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -2282557.750000 Penalty: 11250.144531 Iteration 3F: 3 clusters Score -2282558 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -2282989.000000 Penalty: 11250.144531 Iteration 4F: 3 clusters Score -2282989 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -2283604.750000 Penalty: 11250.144531 Iteration 5F: 3 clusters Score -2283605 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -2284341.250000 Penalty: 11250.144531 Iteration 6F: 3 clusters Score -2284341 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -2285118.750000 Penalty: 11250.144531 Iteration 7F: 3 clusters Score -2285119 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -2285700.500000 Penalty: 11250.144531 Iteration 8F: 3 clusters Score -2285700 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -2286087.000000 Penalty: 11250.144531 Iteration 9Q: 3 clusters Score -2286087 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -2286299.750000 Penalty: 11250.144531 Iteration 10Q: 3 clusters Score -2286300 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -2286436.000000 Penalty: 11250.144531 Iteration 11Q: 3 clusters Score -2286436 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -2286500.250000 Penalty: 11250.144531 Iteration 12Q: 3 clusters Score -2286500 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 7500 members Entering Unmasked Estep Score: -2286545.750000 Penalty: 11250.144531 Iteration 13Q: 3 clusters Score -2286546 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -2286578.000000 Penalty: 11250.144531 Iteration 14Q: 3 clusters Score -2286578 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -2286593.500000 Penalty: 11250.144531 Iteration 15Q: 3 clusters Score -2286594 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -2286606.000000 Penalty: 11250.144531 Iteration 16Q: 3 clusters Score -2286606 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -2286609.250000 Penalty: 11250.144531 Iteration 17Q: 3 clusters Score -2286609 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -2286617.000000 Penalty: 11250.144531 Iteration 18Q: 3 clusters Score -2286617 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -2286615.750000 Penalty: 11250.144531 Iteration 19Q: 3 clusters Score -2286616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -2286620.000000 Penalty: 11250.144531 Iteration 20F: 3 clusters Score -2286620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -2286620.750000 Penalty: 11250.144531 Iteration 21Q: 3 clusters Score -2286621 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -2286618.500000 Penalty: 11250.144531 Iteration 22Q: 3 clusters Score -2286618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -2286618.750000 Penalty: 11250.144531 Iteration 23Q: 3 clusters Score -2286619 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -2286620.000000 Penalty: 11250.144531 Iteration 24Q: 3 clusters Score -2286620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -2286617.000000 Penalty: 11250.144531 Iteration 25Q: 3 clusters Score -2286617 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -2286617.500000 Penalty: 11250.144531 Iteration 26Q: 3 clusters Score -2286618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -2286619.000000 Penalty: 11250.144531 Iteration 27Q: 3 clusters Score -2286619 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -2286619.000000 Penalty: 11250.144531 Iteration 28F: 3 clusters Score -2286619 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Entering Unmasked Estep Score: -114779.882812 Penalty: 3889.917480 Iteration 0F: 2 clusters Score -114779.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -111295.968750 Penalty: 7779.834961 Iteration 0F: 3 clusters Score -111296 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -111545.007812 Penalty: 7779.834961 Iteration 1F: 3 clusters Score -111545 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -111666.507812 Penalty: 7779.834961 Iteration 2Q: 3 clusters Score -111666.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -111732.757812 Penalty: 7779.834961 Iteration 3Q: 3 clusters Score -111732.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -111766.171875 Penalty: 7779.834961 Iteration 4Q: 3 clusters Score -111766.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -111769.570312 Penalty: 7779.834961 Iteration 5Q: 3 clusters Score -111769.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -111771.781250 Penalty: 7779.834961 Iteration 6Q: 3 clusters Score -111771.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -111771.781250 Penalty: 7779.834961 Iteration 7F: 3 clusters Score -111771.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Entering Unmasked Estep Score: -290169.875000 Penalty: 4409.345215 Iteration 0F: 2 clusters Score -290169.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -285670.375000 Penalty: 8818.690430 Iteration 0F: 3 clusters Score -285670.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -286164.656250 Penalty: 8818.690430 Iteration 1F: 3 clusters Score -286164.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -286406.875000 Penalty: 8818.690430 Iteration 2F: 3 clusters Score -286406.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -286623.937500 Penalty: 8818.690430 Iteration 3F: 3 clusters Score -286623.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -286899.218750 Penalty: 8818.690430 Iteration 4Q: 3 clusters Score -286899.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -287241.031250 Penalty: 8818.690430 Iteration 5Q: 3 clusters Score -287241 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -287516.656250 Penalty: 8818.690430 Iteration 6Q: 3 clusters Score -287516.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -287860.093750 Penalty: 8818.690430 Iteration 7Q: 3 clusters Score -287860.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -288272.812500 Penalty: 8818.690430 Iteration 8Q: 3 clusters Score -288272.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -288504.125000 Penalty: 8818.690430 Iteration 9Q: 3 clusters Score -288504.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -288621.687500 Penalty: 8818.690430 Iteration 10Q: 3 clusters Score -288621.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -288764.437500 Penalty: 8818.690430 Iteration 11Q: 3 clusters Score -288764.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -288880.781250 Penalty: 8818.690430 Iteration 12Q: 3 clusters Score -288880.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -288956.062500 Penalty: 8818.690430 Iteration 13Q: 3 clusters Score -288956.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -289011.093750 Penalty: 8818.690430 Iteration 14Q: 3 clusters Score -289011.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -289040.750000 Penalty: 8818.690430 Iteration 15Q: 3 clusters Score -289040.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -289075.375000 Penalty: 8818.690430 Iteration 16Q: 3 clusters Score -289075.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -289101.843750 Penalty: 8818.690430 Iteration 17Q: 3 clusters Score -289101.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -289152.937500 Penalty: 8818.690430 Iteration 18Q: 3 clusters Score -289152.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -289198.937500 Penalty: 8818.690430 Iteration 19Q: 3 clusters Score -289198.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -289266.093750 Penalty: 8818.690430 Iteration 20F: 3 clusters Score -289266.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -289361.625000 Penalty: 8818.690430 Iteration 21Q: 3 clusters Score -289361.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -289504.125000 Penalty: 8818.690430 Iteration 22Q: 3 clusters Score -289504.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -289672.781250 Penalty: 8818.690430 Iteration 23Q: 3 clusters Score -289672.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -289821.187500 Penalty: 8818.690430 Iteration 24Q: 3 clusters Score -289821.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -289926.593750 Penalty: 8818.690430 Iteration 25Q: 3 clusters Score -289926.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -290166.625000 Penalty: 8818.690430 Iteration 26Q: 3 clusters Score -290166.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -290633.656250 Penalty: 8818.690430 Iteration 27Q: 3 clusters Score -290633.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -291600.343750 Penalty: 8818.690430 Iteration 28Q: 3 clusters Score -291600.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -291600.343750 Penalty: 8818.690430 Iteration 29F: 3 clusters Score -291600.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20866 members Mstep: Class 2 contains 27153 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18991 members Mstep: Class 7 contains 28487 members Mstep: Class 8 contains 4865 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16243 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29463 members Mstep: Class 18 contains 84510 members Mstep: Class 19 contains 115977 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 841 members Mstep: Class 23 contains 11135 members Mstep: Class 24 contains 43034 members Mstep: Class 25 contains 497 members Entering Unmasked Estep Score: -101705088.000000 Penalty: 198930.609375 Splitting cluster 22 changes total score from -101707144.000000 to -101705088.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (11135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Entering Unmasked Estep Score: -2475463.000000 Penalty: 5707.182129 Iteration 0F: 2 clusters Score -2475463 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -2464504.500000 Penalty: 11414.364258 Iteration 0F: 3 clusters Score -2464504 nChanged 4200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -2466957.500000 Penalty: 11414.364258 Iteration 1F: 3 clusters Score -2466958 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -2467581.000000 Penalty: 11414.364258 Iteration 2F: 3 clusters Score -2467581 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -2468028.000000 Penalty: 11414.364258 Iteration 3F: 3 clusters Score -2468028 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -2468329.750000 Penalty: 11414.364258 Iteration 4Q: 3 clusters Score -2468330 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -2468562.250000 Penalty: 11414.364258 Iteration 5Q: 3 clusters Score -2468562 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -2468751.500000 Penalty: 11414.364258 Iteration 6Q: 3 clusters Score -2468752 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -2468893.000000 Penalty: 11414.364258 Iteration 7Q: 3 clusters Score -2468893 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -2469038.750000 Penalty: 11414.364258 Iteration 8Q: 3 clusters Score -2469039 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -2469166.500000 Penalty: 11414.364258 Iteration 9Q: 3 clusters Score -2469166 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -2469277.500000 Penalty: 11414.364258 Iteration 10Q: 3 clusters Score -2469278 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -2469394.250000 Penalty: 11414.364258 Iteration 11Q: 3 clusters Score -2469394 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -2469491.250000 Penalty: 11414.364258 Iteration 12Q: 3 clusters Score -2469491 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -2469603.500000 Penalty: 11414.364258 Iteration 13Q: 3 clusters Score -2469604 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -2469704.750000 Penalty: 11414.364258 Iteration 14Q: 3 clusters Score -2469705 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -2469801.500000 Penalty: 11414.364258 Iteration 15Q: 3 clusters Score -2469802 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -2469912.750000 Penalty: 11414.364258 Iteration 16Q: 3 clusters Score -2469913 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -2470038.250000 Penalty: 11414.364258 Iteration 17Q: 3 clusters Score -2470038 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -2470161.250000 Penalty: 11414.364258 Iteration 18Q: 3 clusters Score -2470161 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -2470306.250000 Penalty: 11414.364258 Iteration 19Q: 3 clusters Score -2470306 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -2470424.250000 Penalty: 11414.364258 Iteration 20F: 3 clusters Score -2470424 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -2470546.000000 Penalty: 11414.364258 Iteration 21Q: 3 clusters Score -2470546 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -2470669.000000 Penalty: 11414.364258 Iteration 22Q: 3 clusters Score -2470669 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 9217 members Entering Unmasked Estep Score: -2470781.500000 Penalty: 11414.364258 Iteration 23Q: 3 clusters Score -2470782 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -2470903.750000 Penalty: 11414.364258 Iteration 24Q: 3 clusters Score -2470904 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -2471009.750000 Penalty: 11414.364258 Iteration 25Q: 3 clusters Score -2471010 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -2471103.750000 Penalty: 11414.364258 Iteration 26Q: 3 clusters Score -2471104 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -2471183.500000 Penalty: 11414.364258 Iteration 27Q: 3 clusters Score -2471184 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 9756 members Entering Unmasked Estep Score: -2471252.250000 Penalty: 11414.364258 Iteration 28Q: 3 clusters Score -2471252 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -2471328.500000 Penalty: 11414.364258 Iteration 29Q: 3 clusters Score -2471328 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -2471382.500000 Penalty: 11414.364258 Iteration 30Q: 3 clusters Score -2471382 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -2471429.250000 Penalty: 11414.364258 Iteration 31Q: 3 clusters Score -2471429 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -2471492.500000 Penalty: 11414.364258 Iteration 32Q: 3 clusters Score -2471492 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -2471541.000000 Penalty: 11414.364258 Iteration 33Q: 3 clusters Score -2471541 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -2471596.000000 Penalty: 11414.364258 Iteration 34Q: 3 clusters Score -2471596 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -2471626.000000 Penalty: 11414.364258 Iteration 35Q: 3 clusters Score -2471626 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 10128 members Entering Unmasked Estep Score: -2471657.000000 Penalty: 11414.364258 Iteration 36Q: 3 clusters Score -2471657 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -2471682.000000 Penalty: 11414.364258 Iteration 37Q: 3 clusters Score -2471682 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 10172 members Entering Unmasked Estep Score: -2471710.000000 Penalty: 11414.364258 Iteration 38Q: 3 clusters Score -2471710 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -2471738.500000 Penalty: 11414.364258 Iteration 39Q: 3 clusters Score -2471738 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -2471766.250000 Penalty: 11414.364258 Iteration 40F: 3 clusters Score -2471766 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 10222 members Entering Unmasked Estep Score: -2471795.000000 Penalty: 11414.364258 Iteration 41Q: 3 clusters Score -2471795 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 10231 members Entering Unmasked Estep Score: -2471807.000000 Penalty: 11414.364258 Iteration 42Q: 3 clusters Score -2471807 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -2471820.750000 Penalty: 11414.364258 Iteration 43Q: 3 clusters Score -2471821 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -2471846.500000 Penalty: 11414.364258 Iteration 44Q: 3 clusters Score -2471846 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 10267 members Entering Unmasked Estep Score: -2471864.000000 Penalty: 11414.364258 Iteration 45Q: 3 clusters Score -2471864 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -2471882.250000 Penalty: 11414.364258 Iteration 46Q: 3 clusters Score -2471882 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -2471910.250000 Penalty: 11414.364258 Iteration 47Q: 3 clusters Score -2471910 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 10292 members Entering Unmasked Estep Score: -2471927.250000 Penalty: 11414.364258 Iteration 48Q: 3 clusters Score -2471927 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -2471935.750000 Penalty: 11414.364258 Iteration 49Q: 3 clusters Score -2471936 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -2471947.500000 Penalty: 11414.364258 Iteration 50Q: 3 clusters Score -2471948 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 10318 members Entering Unmasked Estep Score: -2471959.500000 Penalty: 11414.364258 Iteration 51Q: 3 clusters Score -2471960 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 10321 members Entering Unmasked Estep Score: -2471968.500000 Penalty: 11414.364258 Iteration 52Q: 3 clusters Score -2471968 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 10325 members Entering Unmasked Estep Score: -2471972.750000 Penalty: 11414.364258 Iteration 53Q: 3 clusters Score -2471973 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -2471975.500000 Penalty: 11414.364258 Iteration 54Q: 3 clusters Score -2471976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -2471981.000000 Penalty: 11414.364258 Iteration 55Q: 3 clusters Score -2471981 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -2471985.500000 Penalty: 11414.364258 Iteration 56Q: 3 clusters Score -2471986 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 10346 members Entering Unmasked Estep Score: -2471997.000000 Penalty: 11414.364258 Iteration 57Q: 3 clusters Score -2471997 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -2472000.500000 Penalty: 11414.364258 Iteration 58Q: 3 clusters Score -2472000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -2472002.750000 Penalty: 11414.364258 Iteration 59Q: 3 clusters Score -2472003 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -2472006.500000 Penalty: 11414.364258 Iteration 60F: 3 clusters Score -2472006 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 10347 members Entering Unmasked Estep Score: -2472018.000000 Penalty: 11414.364258 Iteration 61Q: 3 clusters Score -2472018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -2472026.750000 Penalty: 11414.364258 Iteration 62Q: 3 clusters Score -2472027 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -2472028.500000 Penalty: 11414.364258 Iteration 63Q: 3 clusters Score -2472028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -2472032.000000 Penalty: 11414.364258 Iteration 64Q: 3 clusters Score -2472032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -2472034.000000 Penalty: 11414.364258 Iteration 65Q: 3 clusters Score -2472034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -2472032.500000 Penalty: 11414.364258 Iteration 66Q: 3 clusters Score -2472032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 10352 members Entering Unmasked Estep Score: -2472030.500000 Penalty: 11414.364258 Iteration 67Q: 3 clusters Score -2472030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -2472034.750000 Penalty: 11414.364258 Iteration 68Q: 3 clusters Score -2472035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -2472037.250000 Penalty: 11414.364258 Iteration 69Q: 3 clusters Score -2472037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 10354 members Entering Unmasked Estep Score: -2472037.750000 Penalty: 11414.364258 Iteration 70Q: 3 clusters Score -2472038 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 10354 members Entering Unmasked Estep Score: -2472037.750000 Penalty: 11414.364258 Iteration 71F: 3 clusters Score -2472038 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (43034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43034 members Entering Unmasked Estep Score: -10245124.000000 Penalty: 6535.219238 Iteration 0F: 2 clusters Score -1.024512e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21549 members Mstep: Class 2 contains 21485 members Entering Unmasked Estep Score: -10213812.000000 Penalty: 13070.438477 Iteration 0F: 3 clusters Score -1.021381e+07 nChanged 18720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21577 members Mstep: Class 2 contains 21457 members Entering Unmasked Estep Score: -10223827.000000 Penalty: 13070.438477 Iteration 1F: 3 clusters Score -1.022383e+07 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21615 members Mstep: Class 2 contains 21419 members Entering Unmasked Estep Score: -10224665.000000 Penalty: 13070.438477 Iteration 2F: 3 clusters Score -1.022466e+07 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21626 members Mstep: Class 2 contains 21408 members Entering Unmasked Estep Score: -10225279.000000 Penalty: 13070.438477 Iteration 3Q: 3 clusters Score -1.022528e+07 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21723 members Mstep: Class 2 contains 21311 members Entering Unmasked Estep Score: -10225770.000000 Penalty: 13070.438477 Iteration 4Q: 3 clusters Score -1.022577e+07 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21830 members Mstep: Class 2 contains 21204 members Entering Unmasked Estep Score: -10226183.000000 Penalty: 13070.438477 Iteration 5Q: 3 clusters Score -1.022618e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21987 members Mstep: Class 2 contains 21047 members Entering Unmasked Estep Score: -10226640.000000 Penalty: 13070.438477 Iteration 6Q: 3 clusters Score -1.022664e+07 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 20836 members Entering Unmasked Estep Score: -10227076.000000 Penalty: 13070.438477 Iteration 7Q: 3 clusters Score -1.022708e+07 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22478 members Mstep: Class 2 contains 20556 members Entering Unmasked Estep Score: -10227554.000000 Penalty: 13070.438477 Iteration 8Q: 3 clusters Score -1.022755e+07 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22876 members Mstep: Class 2 contains 20158 members Entering Unmasked Estep Score: -10227984.000000 Penalty: 13070.438477 Iteration 9Q: 3 clusters Score -1.022798e+07 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23413 members Mstep: Class 2 contains 19621 members Entering Unmasked Estep Score: -10228615.000000 Penalty: 13070.438477 Iteration 10Q: 3 clusters Score -1.022862e+07 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24042 members Mstep: Class 2 contains 18992 members Entering Unmasked Estep Score: -10229380.000000 Penalty: 13070.438477 Iteration 11Q: 3 clusters Score -1.022938e+07 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24861 members Mstep: Class 2 contains 18173 members Entering Unmasked Estep Score: -10230280.000000 Penalty: 13070.438477 Iteration 12Q: 3 clusters Score -1.023028e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25946 members Mstep: Class 2 contains 17088 members Entering Unmasked Estep Score: -10231398.000000 Penalty: 13070.438477 Iteration 13Q: 3 clusters Score -1.02314e+07 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27148 members Mstep: Class 2 contains 15886 members Entering Unmasked Estep Score: -10232601.000000 Penalty: 13070.438477 Iteration 14Q: 3 clusters Score -1.02326e+07 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28373 members Mstep: Class 2 contains 14661 members Entering Unmasked Estep Score: -10233762.000000 Penalty: 13070.438477 Iteration 15Q: 3 clusters Score -1.023376e+07 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29584 members Mstep: Class 2 contains 13450 members Entering Unmasked Estep Score: -10235057.000000 Penalty: 13070.438477 Iteration 16Q: 3 clusters Score -1.023506e+07 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30686 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -10236174.000000 Penalty: 13070.438477 Iteration 17Q: 3 clusters Score -1.023617e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31612 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -10236934.000000 Penalty: 13070.438477 Iteration 18Q: 3 clusters Score -1.023693e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32345 members Mstep: Class 2 contains 10689 members Entering Unmasked Estep Score: -10237386.000000 Penalty: 13070.438477 Iteration 19Q: 3 clusters Score -1.023739e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32977 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -10237777.000000 Penalty: 13070.438477 Iteration 20F: 3 clusters Score -1.023778e+07 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33520 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -10238103.000000 Penalty: 13070.438477 Iteration 21Q: 3 clusters Score -1.02381e+07 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34027 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -10238311.000000 Penalty: 13070.438477 Iteration 22Q: 3 clusters Score -1.023831e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34486 members Mstep: Class 2 contains 8548 members Entering Unmasked Estep Score: -10238528.000000 Penalty: 13070.438477 Iteration 23Q: 3 clusters Score -1.023853e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34911 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -10238791.000000 Penalty: 13070.438477 Iteration 24Q: 3 clusters Score -1.023879e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35290 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -10238965.000000 Penalty: 13070.438477 Iteration 25Q: 3 clusters Score -1.023896e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35619 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -10239106.000000 Penalty: 13070.438477 Iteration 26Q: 3 clusters Score -1.023911e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35929 members Mstep: Class 2 contains 7105 members Entering Unmasked Estep Score: -10239290.000000 Penalty: 13070.438477 Iteration 27Q: 3 clusters Score -1.023929e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36218 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -10239455.000000 Penalty: 13070.438477 Iteration 28Q: 3 clusters Score -1.023946e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36472 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -10239598.000000 Penalty: 13070.438477 Iteration 29Q: 3 clusters Score -1.02396e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36682 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -10239721.000000 Penalty: 13070.438477 Iteration 30Q: 3 clusters Score -1.023972e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36871 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -10239826.000000 Penalty: 13070.438477 Iteration 31Q: 3 clusters Score -1.023983e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37039 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -10239863.000000 Penalty: 13070.438477 Iteration 32Q: 3 clusters Score -1.023986e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37182 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -10239917.000000 Penalty: 13070.438477 Iteration 33Q: 3 clusters Score -1.023992e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37313 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -10239943.000000 Penalty: 13070.438477 Iteration 34Q: 3 clusters Score -1.023994e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37409 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -10240014.000000 Penalty: 13070.438477 Iteration 35Q: 3 clusters Score -1.024001e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37493 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -10240006.000000 Penalty: 13070.438477 Iteration 36Q: 3 clusters Score -1.024001e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37571 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -10240021.000000 Penalty: 13070.438477 Iteration 37Q: 3 clusters Score -1.024002e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37626 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -10240046.000000 Penalty: 13070.438477 Iteration 38Q: 3 clusters Score -1.024005e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37677 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -10240079.000000 Penalty: 13070.438477 Iteration 39Q: 3 clusters Score -1.024008e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37717 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -10240061.000000 Penalty: 13070.438477 Iteration 40F: 3 clusters Score -1.024006e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37748 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -10240056.000000 Penalty: 13070.438477 Iteration 41Q: 3 clusters Score -1.024006e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37782 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -10240059.000000 Penalty: 13070.438477 Iteration 42Q: 3 clusters Score -1.024006e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37811 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -10240084.000000 Penalty: 13070.438477 Iteration 43Q: 3 clusters Score -1.024008e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37826 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -10240093.000000 Penalty: 13070.438477 Iteration 44Q: 3 clusters Score -1.024009e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37850 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -10240096.000000 Penalty: 13070.438477 Iteration 45Q: 3 clusters Score -1.02401e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37867 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -10240111.000000 Penalty: 13070.438477 Iteration 46Q: 3 clusters Score -1.024011e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37881 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -10240105.000000 Penalty: 13070.438477 Iteration 47Q: 3 clusters Score -1.02401e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37894 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -10240099.000000 Penalty: 13070.438477 Iteration 48Q: 3 clusters Score -1.02401e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37910 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -10240104.000000 Penalty: 13070.438477 Iteration 49Q: 3 clusters Score -1.02401e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37918 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -10240101.000000 Penalty: 13070.438477 Iteration 50Q: 3 clusters Score -1.02401e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37927 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -10240111.000000 Penalty: 13070.438477 Iteration 51Q: 3 clusters Score -1.024011e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37937 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -10240115.000000 Penalty: 13070.438477 Iteration 52Q: 3 clusters Score -1.024012e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37946 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -10240123.000000 Penalty: 13070.438477 Iteration 53Q: 3 clusters Score -1.024012e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37957 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -10240126.000000 Penalty: 13070.438477 Iteration 54Q: 3 clusters Score -1.024013e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37969 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -10240121.000000 Penalty: 13070.438477 Iteration 55Q: 3 clusters Score -1.024012e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37978 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -10240132.000000 Penalty: 13070.438477 Iteration 56Q: 3 clusters Score -1.024013e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37987 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -10240125.000000 Penalty: 13070.438477 Iteration 57Q: 3 clusters Score -1.024012e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37997 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -10240125.000000 Penalty: 13070.438477 Iteration 58Q: 3 clusters Score -1.024012e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38014 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -10240131.000000 Penalty: 13070.438477 Iteration 59Q: 3 clusters Score -1.024013e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38030 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -10240134.000000 Penalty: 13070.438477 Iteration 60F: 3 clusters Score -1.024013e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38042 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -10240123.000000 Penalty: 13070.438477 Iteration 61Q: 3 clusters Score -1.024012e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38052 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -10240121.000000 Penalty: 13070.438477 Iteration 62Q: 3 clusters Score -1.024012e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38058 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -10240121.000000 Penalty: 13070.438477 Iteration 63Q: 3 clusters Score -1.024012e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38067 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -10240110.000000 Penalty: 13070.438477 Iteration 64Q: 3 clusters Score -1.024011e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38070 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -10240121.000000 Penalty: 13070.438477 Iteration 65Q: 3 clusters Score -1.024012e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38074 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -10240127.000000 Penalty: 13070.438477 Iteration 66Q: 3 clusters Score -1.024013e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38081 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -10240124.000000 Penalty: 13070.438477 Iteration 67Q: 3 clusters Score -1.024012e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38083 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -10240108.000000 Penalty: 13070.438477 Iteration 68Q: 3 clusters Score -1.024011e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38083 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -10240120.000000 Penalty: 13070.438477 Iteration 69Q: 3 clusters Score -1.024012e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38085 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -10240121.000000 Penalty: 13070.438477 Iteration 70Q: 3 clusters Score -1.024012e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38085 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -10240121.000000 Penalty: 13070.438477 Iteration 71F: 3 clusters Score -1.024012e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20866 members Mstep: Class 2 contains 27153 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18991 members Mstep: Class 7 contains 28487 members Mstep: Class 8 contains 4865 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16243 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29463 members Mstep: Class 18 contains 84510 members Mstep: Class 19 contains 115977 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11135 members Mstep: Class 24 contains 43034 members Entering Unmasked Estep ConsiderDeletion Score: -101707136.000000 Penalty: 190973.375000 Iteration 79Q: 25 clusters Score -1.017071e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 20863 members Mstep: Class 2 contains 27155 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18990 members Mstep: Class 7 contains 28489 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16244 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29465 members Mstep: Class 18 contains 84514 members Mstep: Class 19 contains 115975 members Mstep: Class 20 contains 9738 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11127 members Mstep: Class 24 contains 43036 members Entering Unmasked Estep ConsiderDeletion Score: -101707120.000000 Penalty: 190973.375000 Iteration 80F: 25 clusters Score -1.017071e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20861 members Mstep: Class 2 contains 27158 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28490 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16247 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 443 members Mstep: Class 13 contains 877 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4378 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29466 members Mstep: Class 18 contains 84519 members Mstep: Class 19 contains 115974 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11119 members Mstep: Class 24 contains 43037 members Entering Unmasked Estep ConsiderDeletion Score: -101707208.000000 Penalty: 190973.375000 Iteration 81Q: 25 clusters Score -1.017072e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 27163 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28496 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16248 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4379 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29467 members Mstep: Class 18 contains 84521 members Mstep: Class 19 contains 115968 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11105 members Mstep: Class 24 contains 43037 members Entering Unmasked Estep ConsiderDeletion Score: -101707248.000000 Penalty: 190973.375000 Iteration 82Q: 25 clusters Score -1.017072e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20867 members Mstep: Class 2 contains 27165 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28503 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16249 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29467 members Mstep: Class 18 contains 84521 members Mstep: Class 19 contains 115962 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11098 members Mstep: Class 24 contains 43037 members Entering Unmasked Estep ConsiderDeletion Score: -101707304.000000 Penalty: 190973.375000 Iteration 83Q: 25 clusters Score -1.017073e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 27166 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28506 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16249 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29468 members Mstep: Class 18 contains 84524 members Mstep: Class 19 contains 115961 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11093 members Mstep: Class 24 contains 43037 members Entering Unmasked Estep ConsiderDeletion Score: -101707264.000000 Penalty: 190973.375000 Iteration 84Q: 25 clusters Score -1.017073e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 27168 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28515 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16247 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29469 members Mstep: Class 18 contains 84524 members Mstep: Class 19 contains 115960 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11085 members Mstep: Class 24 contains 43036 members Entering Unmasked Estep ConsiderDeletion Score: -101707296.000000 Penalty: 190973.375000 Iteration 85Q: 25 clusters Score -1.017073e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20864 members Mstep: Class 2 contains 27172 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18987 members Mstep: Class 7 contains 28518 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16249 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4122 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29470 members Mstep: Class 18 contains 84524 members Mstep: Class 19 contains 115958 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11080 members Mstep: Class 24 contains 43036 members Entering Unmasked Estep ConsiderDeletion Score: -101707344.000000 Penalty: 190973.375000 Iteration 86Q: 25 clusters Score -1.017073e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20863 members Mstep: Class 2 contains 27173 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18988 members Mstep: Class 7 contains 28519 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16250 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29472 members Mstep: Class 18 contains 84525 members Mstep: Class 19 contains 115957 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11076 members Mstep: Class 24 contains 43034 members Entering Unmasked Estep ConsiderDeletion Score: -101707352.000000 Penalty: 190973.375000 Iteration 87Q: 25 clusters Score -1.017074e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20862 members Mstep: Class 2 contains 27173 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28520 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16250 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29472 members Mstep: Class 18 contains 84526 members Mstep: Class 19 contains 115953 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11077 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707328.000000 Penalty: 190973.375000 Iteration 88Q: 25 clusters Score -1.017073e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20861 members Mstep: Class 2 contains 27173 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18988 members Mstep: Class 7 contains 28521 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16250 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29474 members Mstep: Class 18 contains 84527 members Mstep: Class 19 contains 115951 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11076 members Mstep: Class 24 contains 43036 members Entering Unmasked Estep ConsiderDeletion Score: -101707392.000000 Penalty: 190973.375000 Iteration 89Q: 25 clusters Score -1.017074e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20860 members Mstep: Class 2 contains 27174 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28521 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29476 members Mstep: Class 18 contains 84528 members Mstep: Class 19 contains 115950 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11073 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707344.000000 Penalty: 190973.375000 Iteration 90Q: 25 clusters Score -1.017073e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 27175 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28521 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29477 members Mstep: Class 18 contains 84529 members Mstep: Class 19 contains 115950 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11071 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707328.000000 Penalty: 190973.375000 Iteration 91Q: 25 clusters Score -1.017073e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 27177 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28520 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29478 members Mstep: Class 18 contains 84529 members Mstep: Class 19 contains 115950 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11069 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707368.000000 Penalty: 190973.375000 Iteration 92Q: 25 clusters Score -1.017074e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 27178 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28520 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29478 members Mstep: Class 18 contains 84529 members Mstep: Class 19 contains 115950 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11068 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707368.000000 Penalty: 190973.375000 Iteration 93Q: 25 clusters Score -1.017074e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 27178 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28521 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29478 members Mstep: Class 18 contains 84529 members Mstep: Class 19 contains 115951 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11066 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707336.000000 Penalty: 190973.375000 Iteration 94Q: 25 clusters Score -1.017073e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 27178 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28521 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29478 members Mstep: Class 18 contains 84529 members Mstep: Class 19 contains 115951 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11066 members Mstep: Class 24 contains 43035 members Entering Unmasked Estep ConsiderDeletion Score: -101707336.000000 Penalty: 190973.375000 Iteration 95F: 25 clusters Score -1.017073e+08 nChanged 0 Entering ConstructFrom: Score: -101707336.000000 Penalty: 190973.375000 Entering ConstructFrom: Trying to split cluster 1 (20859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20859 members Entering Unmasked Estep Score: -4744517.000000 Penalty: 6091.643555 Iteration 0F: 2 clusters Score -4744517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 10418 members Entering Unmasked Estep Score: -4727401.000000 Penalty: 12183.287109 Iteration 0F: 3 clusters Score -4727401 nChanged 8575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10460 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -4732114.000000 Penalty: 12183.287109 Iteration 1F: 3 clusters Score -4732114 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10423 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -4733201.000000 Penalty: 12183.287109 Iteration 2F: 3 clusters Score -4733201 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -4734396.000000 Penalty: 12183.287109 Iteration 3F: 3 clusters Score -4734396 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 10431 members Entering Unmasked Estep Score: -4735884.000000 Penalty: 12183.287109 Iteration 4F: 3 clusters Score -4735884 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -4737487.500000 Penalty: 12183.287109 Iteration 5F: 3 clusters Score -4737488 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -4738853.000000 Penalty: 12183.287109 Iteration 6F: 3 clusters Score -4738853 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -4740059.000000 Penalty: 12183.287109 Iteration 7F: 3 clusters Score -4740059 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 10698 members Entering Unmasked Estep Score: -4740960.000000 Penalty: 12183.287109 Iteration 8F: 3 clusters Score -4740960 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -4741641.000000 Penalty: 12183.287109 Iteration 9Q: 3 clusters Score -4741641 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 10825 members Entering Unmasked Estep Score: -4742253.500000 Penalty: 12183.287109 Iteration 10Q: 3 clusters Score -4742254 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10028 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -4742781.500000 Penalty: 12183.287109 Iteration 11Q: 3 clusters Score -4742782 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -4743032.500000 Penalty: 12183.287109 Iteration 12Q: 3 clusters Score -4743032 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 10555 members Entering Unmasked Estep Score: -4743186.000000 Penalty: 12183.287109 Iteration 13Q: 3 clusters Score -4743186 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -4743231.500000 Penalty: 12183.287109 Iteration 14Q: 3 clusters Score -4743232 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 10280 members Entering Unmasked Estep Score: -4743281.000000 Penalty: 12183.287109 Iteration 15Q: 3 clusters Score -4743281 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 10182 members Entering Unmasked Estep Score: -4743302.000000 Penalty: 12183.287109 Iteration 16Q: 3 clusters Score -4743302 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10758 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -4743319.000000 Penalty: 12183.287109 Iteration 17Q: 3 clusters Score -4743319 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10831 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -4743349.500000 Penalty: 12183.287109 Iteration 18Q: 3 clusters Score -4743350 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -4743362.500000 Penalty: 12183.287109 Iteration 19Q: 3 clusters Score -4743362 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10939 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -4743386.000000 Penalty: 12183.287109 Iteration 20F: 3 clusters Score -4743386 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 9887 members Entering Unmasked Estep Score: -4743394.500000 Penalty: 12183.287109 Iteration 21Q: 3 clusters Score -4743394 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 9855 members Entering Unmasked Estep Score: -4743419.000000 Penalty: 12183.287109 Iteration 22Q: 3 clusters Score -4743419 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11028 members Mstep: Class 2 contains 9831 members Entering Unmasked Estep Score: -4743415.000000 Penalty: 12183.287109 Iteration 23Q: 3 clusters Score -4743415 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11049 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -4743415.500000 Penalty: 12183.287109 Iteration 24Q: 3 clusters Score -4743416 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -4743421.000000 Penalty: 12183.287109 Iteration 25Q: 3 clusters Score -4743421 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -4743426.500000 Penalty: 12183.287109 Iteration 26Q: 3 clusters Score -4743426 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -4743424.000000 Penalty: 12183.287109 Iteration 27Q: 3 clusters Score -4743424 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11120 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -4743419.000000 Penalty: 12183.287109 Iteration 28Q: 3 clusters Score -4743419 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -4743414.500000 Penalty: 12183.287109 Iteration 29Q: 3 clusters Score -4743414 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -4743413.000000 Penalty: 12183.287109 Iteration 30Q: 3 clusters Score -4743413 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -4743425.000000 Penalty: 12183.287109 Iteration 31Q: 3 clusters Score -4743425 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -4743435.500000 Penalty: 12183.287109 Iteration 32Q: 3 clusters Score -4743436 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11185 members Mstep: Class 2 contains 9674 members Entering Unmasked Estep Score: -4743436.500000 Penalty: 12183.287109 Iteration 33Q: 3 clusters Score -4743436 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -4743450.000000 Penalty: 12183.287109 Iteration 34Q: 3 clusters Score -4743450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -4743448.500000 Penalty: 12183.287109 Iteration 35Q: 3 clusters Score -4743448 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -4743456.500000 Penalty: 12183.287109 Iteration 36Q: 3 clusters Score -4743456 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11217 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -4743453.500000 Penalty: 12183.287109 Iteration 37Q: 3 clusters Score -4743454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -4743455.500000 Penalty: 12183.287109 Iteration 38Q: 3 clusters Score -4743456 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -4743457.500000 Penalty: 12183.287109 Iteration 39Q: 3 clusters Score -4743458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -4743452.500000 Penalty: 12183.287109 Iteration 40F: 3 clusters Score -4743452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -4743456.500000 Penalty: 12183.287109 Iteration 41Q: 3 clusters Score -4743456 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -4743452.500000 Penalty: 12183.287109 Iteration 42Q: 3 clusters Score -4743452 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -4743449.000000 Penalty: 12183.287109 Iteration 43Q: 3 clusters Score -4743449 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11253 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -4743452.000000 Penalty: 12183.287109 Iteration 44Q: 3 clusters Score -4743452 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -4743452.000000 Penalty: 12183.287109 Iteration 45Q: 3 clusters Score -4743452 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -4743444.500000 Penalty: 12183.287109 Iteration 46Q: 3 clusters Score -4743444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -4743441.500000 Penalty: 12183.287109 Iteration 47Q: 3 clusters Score -4743442 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 9571 members Entering Unmasked Estep Score: -4743432.000000 Penalty: 12183.287109 Iteration 48Q: 3 clusters Score -4743432 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -4743432.000000 Penalty: 12183.287109 Iteration 49Q: 3 clusters Score -4743432 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -4743430.000000 Penalty: 12183.287109 Iteration 50Q: 3 clusters Score -4743430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11307 members Mstep: Class 2 contains 9552 members Entering Unmasked Estep Score: -4743436.000000 Penalty: 12183.287109 Iteration 51Q: 3 clusters Score -4743436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11310 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -4743435.500000 Penalty: 12183.287109 Iteration 52Q: 3 clusters Score -4743436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 9546 members Entering Unmasked Estep Score: -4743436.500000 Penalty: 12183.287109 Iteration 53Q: 3 clusters Score -4743436 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -4743449.000000 Penalty: 12183.287109 Iteration 54Q: 3 clusters Score -4743449 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -4743445.000000 Penalty: 12183.287109 Iteration 55Q: 3 clusters Score -4743445 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -4743444.000000 Penalty: 12183.287109 Iteration 56Q: 3 clusters Score -4743444 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11337 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -4743438.000000 Penalty: 12183.287109 Iteration 57Q: 3 clusters Score -4743438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11341 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -4743444.000000 Penalty: 12183.287109 Iteration 58Q: 3 clusters Score -4743444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 9512 members Entering Unmasked Estep Score: -4743446.000000 Penalty: 12183.287109 Iteration 59Q: 3 clusters Score -4743446 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -4743444.000000 Penalty: 12183.287109 Iteration 60F: 3 clusters Score -4743444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -4743455.500000 Penalty: 12183.287109 Iteration 61Q: 3 clusters Score -4743456 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11376 members Mstep: Class 2 contains 9483 members Entering Unmasked Estep Score: -4743455.000000 Penalty: 12183.287109 Iteration 62Q: 3 clusters Score -4743455 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -4743459.000000 Penalty: 12183.287109 Iteration 63Q: 3 clusters Score -4743459 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 9466 members Entering Unmasked Estep Score: -4743465.500000 Penalty: 12183.287109 Iteration 64Q: 3 clusters Score -4743466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -4743468.000000 Penalty: 12183.287109 Iteration 65Q: 3 clusters Score -4743468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 9460 members Entering Unmasked Estep Score: -4743465.000000 Penalty: 12183.287109 Iteration 66Q: 3 clusters Score -4743465 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -4743467.000000 Penalty: 12183.287109 Iteration 67Q: 3 clusters Score -4743467 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -4743467.000000 Penalty: 12183.287109 Iteration 68F: 3 clusters Score -4743467 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (27178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27178 members Entering Unmasked Estep Score: -6397405.500000 Penalty: 6253.725098 Iteration 0F: 2 clusters Score -6397406 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Mstep: Class 2 contains 13581 members Entering Unmasked Estep Score: -6376358.500000 Penalty: 12507.450195 Iteration 0F: 3 clusters Score -6376358 nChanged 11471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13678 members Mstep: Class 2 contains 13500 members Entering Unmasked Estep Score: -6382446.500000 Penalty: 12507.450195 Iteration 1F: 3 clusters Score -6382446 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 13467 members Entering Unmasked Estep Score: -6383189.500000 Penalty: 12507.450195 Iteration 2F: 3 clusters Score -6383190 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 13438 members Entering Unmasked Estep Score: -6383608.500000 Penalty: 12507.450195 Iteration 3Q: 3 clusters Score -6383608 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -6383961.500000 Penalty: 12507.450195 Iteration 4Q: 3 clusters Score -6383962 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -6384257.000000 Penalty: 12507.450195 Iteration 5Q: 3 clusters Score -6384257 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13877 members Mstep: Class 2 contains 13301 members Entering Unmasked Estep Score: -6384475.000000 Penalty: 12507.450195 Iteration 6Q: 3 clusters Score -6384475 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13975 members Mstep: Class 2 contains 13203 members Entering Unmasked Estep Score: -6384670.500000 Penalty: 12507.450195 Iteration 7Q: 3 clusters Score -6384670 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14137 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -6384824.000000 Penalty: 12507.450195 Iteration 8Q: 3 clusters Score -6384824 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14260 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -6385021.000000 Penalty: 12507.450195 Iteration 9Q: 3 clusters Score -6385021 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14406 members Mstep: Class 2 contains 12772 members Entering Unmasked Estep Score: -6385174.500000 Penalty: 12507.450195 Iteration 10Q: 3 clusters Score -6385174 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14573 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -6385331.500000 Penalty: 12507.450195 Iteration 11Q: 3 clusters Score -6385332 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14775 members Mstep: Class 2 contains 12403 members Entering Unmasked Estep Score: -6385460.500000 Penalty: 12507.450195 Iteration 12Q: 3 clusters Score -6385460 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15002 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -6385575.000000 Penalty: 12507.450195 Iteration 13Q: 3 clusters Score -6385575 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15302 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -6385745.000000 Penalty: 12507.450195 Iteration 14Q: 3 clusters Score -6385745 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15670 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -6385932.500000 Penalty: 12507.450195 Iteration 15Q: 3 clusters Score -6385932 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16078 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -6386112.500000 Penalty: 12507.450195 Iteration 16Q: 3 clusters Score -6386112 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16531 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -6386316.000000 Penalty: 12507.450195 Iteration 17Q: 3 clusters Score -6386316 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17019 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -6386568.500000 Penalty: 12507.450195 Iteration 18Q: 3 clusters Score -6386568 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17565 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -6386868.000000 Penalty: 12507.450195 Iteration 19Q: 3 clusters Score -6386868 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18199 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -6387171.000000 Penalty: 12507.450195 Iteration 20F: 3 clusters Score -6387171 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18876 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -6387527.500000 Penalty: 12507.450195 Iteration 21Q: 3 clusters Score -6387528 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19565 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -6387922.500000 Penalty: 12507.450195 Iteration 22Q: 3 clusters Score -6387922 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20292 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -6388319.500000 Penalty: 12507.450195 Iteration 23Q: 3 clusters Score -6388320 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21025 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -6388756.000000 Penalty: 12507.450195 Iteration 24Q: 3 clusters Score -6388756 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -6389162.500000 Penalty: 12507.450195 Iteration 25Q: 3 clusters Score -6389162 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22398 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -6389547.000000 Penalty: 12507.450195 Iteration 26Q: 3 clusters Score -6389547 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23007 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -6389970.000000 Penalty: 12507.450195 Iteration 27Q: 3 clusters Score -6389970 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23541 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -6390314.500000 Penalty: 12507.450195 Iteration 28Q: 3 clusters Score -6390314 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24006 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -6390647.500000 Penalty: 12507.450195 Iteration 29Q: 3 clusters Score -6390648 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24373 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -6390903.500000 Penalty: 12507.450195 Iteration 30Q: 3 clusters Score -6390904 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24664 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -6391104.000000 Penalty: 12507.450195 Iteration 31Q: 3 clusters Score -6391104 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24899 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -6391272.000000 Penalty: 12507.450195 Iteration 32Q: 3 clusters Score -6391272 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25080 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -6391384.000000 Penalty: 12507.450195 Iteration 33Q: 3 clusters Score -6391384 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25232 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -6391462.500000 Penalty: 12507.450195 Iteration 34Q: 3 clusters Score -6391462 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25351 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -6391530.000000 Penalty: 12507.450195 Iteration 35Q: 3 clusters Score -6391530 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25445 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -6391609.000000 Penalty: 12507.450195 Iteration 36Q: 3 clusters Score -6391609 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25514 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -6391673.000000 Penalty: 12507.450195 Iteration 37Q: 3 clusters Score -6391673 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25576 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -6391725.000000 Penalty: 12507.450195 Iteration 38Q: 3 clusters Score -6391725 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25631 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -6391768.500000 Penalty: 12507.450195 Iteration 39Q: 3 clusters Score -6391768 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25673 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -6391801.500000 Penalty: 12507.450195 Iteration 40F: 3 clusters Score -6391802 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25710 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -6391834.000000 Penalty: 12507.450195 Iteration 41Q: 3 clusters Score -6391834 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25738 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -6391864.000000 Penalty: 12507.450195 Iteration 42Q: 3 clusters Score -6391864 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25763 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -6391873.000000 Penalty: 12507.450195 Iteration 43Q: 3 clusters Score -6391873 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25787 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -6391889.000000 Penalty: 12507.450195 Iteration 44Q: 3 clusters Score -6391889 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25802 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -6391908.500000 Penalty: 12507.450195 Iteration 45Q: 3 clusters Score -6391908 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25827 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -6391915.500000 Penalty: 12507.450195 Iteration 46Q: 3 clusters Score -6391916 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25859 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -6391931.500000 Penalty: 12507.450195 Iteration 47Q: 3 clusters Score -6391932 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25880 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -6391944.500000 Penalty: 12507.450195 Iteration 48Q: 3 clusters Score -6391944 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25898 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -6391950.500000 Penalty: 12507.450195 Iteration 49Q: 3 clusters Score -6391950 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25908 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -6391960.000000 Penalty: 12507.450195 Iteration 50Q: 3 clusters Score -6391960 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25924 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -6391976.000000 Penalty: 12507.450195 Iteration 51Q: 3 clusters Score -6391976 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25937 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -6391983.500000 Penalty: 12507.450195 Iteration 52Q: 3 clusters Score -6391984 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25948 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -6391997.000000 Penalty: 12507.450195 Iteration 53Q: 3 clusters Score -6391997 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25952 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -6392009.000000 Penalty: 12507.450195 Iteration 54Q: 3 clusters Score -6392009 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25961 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -6392022.000000 Penalty: 12507.450195 Iteration 55Q: 3 clusters Score -6392022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25967 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -6392018.000000 Penalty: 12507.450195 Iteration 56Q: 3 clusters Score -6392018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25974 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -6392017.500000 Penalty: 12507.450195 Iteration 57Q: 3 clusters Score -6392018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25979 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -6392022.000000 Penalty: 12507.450195 Iteration 58Q: 3 clusters Score -6392022 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25984 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -6392024.000000 Penalty: 12507.450195 Iteration 59Q: 3 clusters Score -6392024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25984 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -6392024.000000 Penalty: 12507.450195 Iteration 60F: 3 clusters Score -6392024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25984 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -6392023.500000 Penalty: 12507.450195 Iteration 61Q: 3 clusters Score -6392024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25986 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -6392030.500000 Penalty: 12507.450195 Iteration 62Q: 3 clusters Score -6392030 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25990 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -6392037.000000 Penalty: 12507.450195 Iteration 63Q: 3 clusters Score -6392037 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25992 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -6392028.000000 Penalty: 12507.450195 Iteration 64Q: 3 clusters Score -6392028 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25995 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -6392034.000000 Penalty: 12507.450195 Iteration 65Q: 3 clusters Score -6392034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26000 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -6392042.500000 Penalty: 12507.450195 Iteration 66Q: 3 clusters Score -6392042 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26006 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -6392039.500000 Penalty: 12507.450195 Iteration 67Q: 3 clusters Score -6392040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26009 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -6392052.000000 Penalty: 12507.450195 Iteration 68Q: 3 clusters Score -6392052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26010 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -6392051.000000 Penalty: 12507.450195 Iteration 69Q: 3 clusters Score -6392051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26011 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -6392052.500000 Penalty: 12507.450195 Iteration 70Q: 3 clusters Score -6392052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26013 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -6392049.500000 Penalty: 12507.450195 Iteration 71Q: 3 clusters Score -6392050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26014 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -6392049.000000 Penalty: 12507.450195 Iteration 72Q: 3 clusters Score -6392049 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26016 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -6392052.500000 Penalty: 12507.450195 Iteration 73Q: 3 clusters Score -6392052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26018 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -6392058.000000 Penalty: 12507.450195 Iteration 74Q: 3 clusters Score -6392058 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26020 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -6392068.000000 Penalty: 12507.450195 Iteration 75Q: 3 clusters Score -6392068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26020 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -6392068.000000 Penalty: 12507.450195 Iteration 76F: 3 clusters Score -6392068 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Entering Unmasked Estep Score: -775798.937500 Penalty: 4980.922852 Iteration 0F: 2 clusters Score -775798.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -769769.750000 Penalty: 9961.845703 Iteration 0F: 3 clusters Score -769769.8 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -770632.750000 Penalty: 9961.845703 Iteration 1F: 3 clusters Score -770632.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -770921.875000 Penalty: 9961.845703 Iteration 2F: 3 clusters Score -770921.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -771095.875000 Penalty: 9961.845703 Iteration 3Q: 3 clusters Score -771095.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -771210.562500 Penalty: 9961.845703 Iteration 4Q: 3 clusters Score -771210.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -771302.937500 Penalty: 9961.845703 Iteration 5Q: 3 clusters Score -771302.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -771353.875000 Penalty: 9961.845703 Iteration 6Q: 3 clusters Score -771353.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -771391.375000 Penalty: 9961.845703 Iteration 7Q: 3 clusters Score -771391.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -771417.562500 Penalty: 9961.845703 Iteration 8Q: 3 clusters Score -771417.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -771440.250000 Penalty: 9961.845703 Iteration 9Q: 3 clusters Score -771440.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -771456.312500 Penalty: 9961.845703 Iteration 10Q: 3 clusters Score -771456.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -771463.687500 Penalty: 9961.845703 Iteration 11Q: 3 clusters Score -771463.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -771469.937500 Penalty: 9961.845703 Iteration 12Q: 3 clusters Score -771469.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -771481.062500 Penalty: 9961.845703 Iteration 13Q: 3 clusters Score -771481.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -771490.312500 Penalty: 9961.845703 Iteration 14Q: 3 clusters Score -771490.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -771494.500000 Penalty: 9961.845703 Iteration 15Q: 3 clusters Score -771494.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -771500.500000 Penalty: 9961.845703 Iteration 16Q: 3 clusters Score -771500.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -771512.125000 Penalty: 9961.845703 Iteration 17Q: 3 clusters Score -771512.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -771521.562500 Penalty: 9961.845703 Iteration 18Q: 3 clusters Score -771521.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -771525.687500 Penalty: 9961.845703 Iteration 19Q: 3 clusters Score -771525.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -771530.250000 Penalty: 9961.845703 Iteration 20F: 3 clusters Score -771530.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -771532.187500 Penalty: 9961.845703 Iteration 21Q: 3 clusters Score -771532.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -771534.062500 Penalty: 9961.845703 Iteration 22Q: 3 clusters Score -771534.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -771535.562500 Penalty: 9961.845703 Iteration 23Q: 3 clusters Score -771535.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -771535.562500 Penalty: 9961.845703 Iteration 24F: 3 clusters Score -771535.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Entering Unmasked Estep Score: -178693.484375 Penalty: 4165.104004 Iteration 0F: 2 clusters Score -178693.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -174977.578125 Penalty: 8330.208008 Iteration 0F: 3 clusters Score -174977.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -175791.625000 Penalty: 8330.208008 Iteration 1F: 3 clusters Score -175791.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -176262.812500 Penalty: 8330.208008 Iteration 2F: 3 clusters Score -176262.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -176973.281250 Penalty: 8330.208008 Iteration 3F: 3 clusters Score -176973.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -177624.265625 Penalty: 8330.208008 Iteration 4F: 3 clusters Score -177624.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -178108.062500 Penalty: 8330.208008 Iteration 5F: 3 clusters Score -178108.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -178925.343750 Penalty: 8330.208008 Iteration 6F: 3 clusters Score -178925.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -180230.546875 Penalty: 8330.208008 Iteration 7F: 3 clusters Score -180230.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -180490.359375 Penalty: 8330.208008 Iteration 8Q: 3 clusters Score -180490.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -180608.609375 Penalty: 8330.208008 Iteration 9Q: 3 clusters Score -180608.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -180668.375000 Penalty: 8330.208008 Iteration 10Q: 3 clusters Score -180668.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -180710.531250 Penalty: 8330.208008 Iteration 11Q: 3 clusters Score -180710.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -180779.656250 Penalty: 8330.208008 Iteration 12Q: 3 clusters Score -180779.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -180779.656250 Penalty: 8330.208008 Iteration 13F: 3 clusters Score -180779.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 27178 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 222 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28521 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29478 members Mstep: Class 18 contains 84529 members Mstep: Class 19 contains 115951 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 1338 members Mstep: Class 23 contains 11066 members Mstep: Class 24 contains 43035 members Mstep: Class 25 contains 676 members Entering Unmasked Estep Score: -101705680.000000 Penalty: 198930.609375 Splitting cluster 4 changes total score from -101707336.000000 to -101705680.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (2651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Entering Unmasked Estep Score: -607002.875000 Penalty: 4828.148926 Iteration 0F: 2 clusters Score -607002.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -601563.500000 Penalty: 9656.297852 Iteration 0F: 3 clusters Score -601563.5 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -602644.312500 Penalty: 9656.297852 Iteration 1F: 3 clusters Score -602644.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -603562.500000 Penalty: 9656.297852 Iteration 2F: 3 clusters Score -603562.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -604143.750000 Penalty: 9656.297852 Iteration 3F: 3 clusters Score -604143.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -604652.625000 Penalty: 9656.297852 Iteration 4F: 3 clusters Score -604652.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -605114.187500 Penalty: 9656.297852 Iteration 5F: 3 clusters Score -605114.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -605419.125000 Penalty: 9656.297852 Iteration 6Q: 3 clusters Score -605419.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -605581.062500 Penalty: 9656.297852 Iteration 7Q: 3 clusters Score -605581.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -605657.625000 Penalty: 9656.297852 Iteration 8Q: 3 clusters Score -605657.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -605714.562500 Penalty: 9656.297852 Iteration 9Q: 3 clusters Score -605714.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -605744.937500 Penalty: 9656.297852 Iteration 10Q: 3 clusters Score -605744.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -605778.437500 Penalty: 9656.297852 Iteration 11Q: 3 clusters Score -605778.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -605796.937500 Penalty: 9656.297852 Iteration 12Q: 3 clusters Score -605796.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -605835.312500 Penalty: 9656.297852 Iteration 13Q: 3 clusters Score -605835.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -605859.937500 Penalty: 9656.297852 Iteration 14Q: 3 clusters Score -605859.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -605868.312500 Penalty: 9656.297852 Iteration 15Q: 3 clusters Score -605868.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -605870.812500 Penalty: 9656.297852 Iteration 16Q: 3 clusters Score -605870.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -605872.562500 Penalty: 9656.297852 Iteration 17Q: 3 clusters Score -605872.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -605872.562500 Penalty: 9656.297852 Iteration 18F: 3 clusters Score -605872.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (18989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18989 members Entering Unmasked Estep Score: -4407330.500000 Penalty: 6034.114258 Iteration 0F: 2 clusters Score -4407330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9417 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -4391549.000000 Penalty: 12068.228516 Iteration 0F: 3 clusters Score -4391549 nChanged 7715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -4396385.500000 Penalty: 12068.228516 Iteration 1F: 3 clusters Score -4396386 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 9169 members Entering Unmasked Estep Score: -4397789.500000 Penalty: 12068.228516 Iteration 2F: 3 clusters Score -4397790 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10473 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -4399009.000000 Penalty: 12068.228516 Iteration 3F: 3 clusters Score -4399009 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11307 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -4400191.500000 Penalty: 12068.228516 Iteration 4F: 3 clusters Score -4400192 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12274 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -4401417.500000 Penalty: 12068.228516 Iteration 5F: 3 clusters Score -4401418 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13207 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -4402460.500000 Penalty: 12068.228516 Iteration 6F: 3 clusters Score -4402460 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14007 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -4403373.000000 Penalty: 12068.228516 Iteration 7F: 3 clusters Score -4403373 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14651 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -4404087.000000 Penalty: 12068.228516 Iteration 8Q: 3 clusters Score -4404087 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15168 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -4404646.500000 Penalty: 12068.228516 Iteration 9Q: 3 clusters Score -4404646 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15612 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -4405063.500000 Penalty: 12068.228516 Iteration 10Q: 3 clusters Score -4405064 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15969 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -4405356.500000 Penalty: 12068.228516 Iteration 11Q: 3 clusters Score -4405356 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16262 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -4405578.500000 Penalty: 12068.228516 Iteration 12Q: 3 clusters Score -4405578 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16469 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -4405708.500000 Penalty: 12068.228516 Iteration 13Q: 3 clusters Score -4405708 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -4405785.000000 Penalty: 12068.228516 Iteration 14Q: 3 clusters Score -4405785 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -4405838.000000 Penalty: 12068.228516 Iteration 15Q: 3 clusters Score -4405838 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16803 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -4405878.500000 Penalty: 12068.228516 Iteration 16Q: 3 clusters Score -4405878 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -4405901.500000 Penalty: 12068.228516 Iteration 17Q: 3 clusters Score -4405902 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16911 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -4405918.500000 Penalty: 12068.228516 Iteration 18Q: 3 clusters Score -4405918 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16938 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -4405935.500000 Penalty: 12068.228516 Iteration 19Q: 3 clusters Score -4405936 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16954 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -4405935.500000 Penalty: 12068.228516 Iteration 20F: 3 clusters Score -4405936 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16969 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -4405942.000000 Penalty: 12068.228516 Iteration 21Q: 3 clusters Score -4405942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16974 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -4405954.500000 Penalty: 12068.228516 Iteration 22Q: 3 clusters Score -4405954 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16984 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -4405960.000000 Penalty: 12068.228516 Iteration 23Q: 3 clusters Score -4405960 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16993 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -4405970.500000 Penalty: 12068.228516 Iteration 24Q: 3 clusters Score -4405970 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -4405969.000000 Penalty: 12068.228516 Iteration 25Q: 3 clusters Score -4405969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17012 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -4405971.500000 Penalty: 12068.228516 Iteration 26Q: 3 clusters Score -4405972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17016 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -4405973.500000 Penalty: 12068.228516 Iteration 27Q: 3 clusters Score -4405974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17020 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -4405973.000000 Penalty: 12068.228516 Iteration 28Q: 3 clusters Score -4405973 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17023 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -4405977.000000 Penalty: 12068.228516 Iteration 29Q: 3 clusters Score -4405977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -4405973.000000 Penalty: 12068.228516 Iteration 30Q: 3 clusters Score -4405973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17032 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -4405983.500000 Penalty: 12068.228516 Iteration 31Q: 3 clusters Score -4405984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17035 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -4405989.000000 Penalty: 12068.228516 Iteration 32Q: 3 clusters Score -4405989 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17038 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -4405988.000000 Penalty: 12068.228516 Iteration 33Q: 3 clusters Score -4405988 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -4405988.500000 Penalty: 12068.228516 Iteration 34Q: 3 clusters Score -4405988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17046 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -4405986.000000 Penalty: 12068.228516 Iteration 35Q: 3 clusters Score -4405986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17048 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -4405987.500000 Penalty: 12068.228516 Iteration 36Q: 3 clusters Score -4405988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17050 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -4405988.000000 Penalty: 12068.228516 Iteration 37Q: 3 clusters Score -4405988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17049 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -4405988.000000 Penalty: 12068.228516 Iteration 38Q: 3 clusters Score -4405988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17049 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -4405988.000000 Penalty: 12068.228516 Iteration 39F: 3 clusters Score -4405988 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (28521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28521 members Entering Unmasked Estep Score: -6661323.000000 Penalty: 6283.267578 Iteration 0F: 2 clusters Score -6661323 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14216 members Mstep: Class 2 contains 14305 members Entering Unmasked Estep Score: -6639381.500000 Penalty: 12566.535156 Iteration 0F: 3 clusters Score -6639382 nChanged 11962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14118 members Mstep: Class 2 contains 14403 members Entering Unmasked Estep Score: -6645763.000000 Penalty: 12566.535156 Iteration 1F: 3 clusters Score -6645763 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13993 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -6646761.500000 Penalty: 12566.535156 Iteration 2F: 3 clusters Score -6646762 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13758 members Mstep: Class 2 contains 14763 members Entering Unmasked Estep Score: -6647770.000000 Penalty: 12566.535156 Iteration 3F: 3 clusters Score -6647770 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13413 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -6648698.500000 Penalty: 12566.535156 Iteration 4F: 3 clusters Score -6648698 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12941 members Mstep: Class 2 contains 15580 members Entering Unmasked Estep Score: -6649703.000000 Penalty: 12566.535156 Iteration 5F: 3 clusters Score -6649703 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12442 members Mstep: Class 2 contains 16079 members Entering Unmasked Estep Score: -6650688.500000 Penalty: 12566.535156 Iteration 6F: 3 clusters Score -6650688 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11808 members Mstep: Class 2 contains 16713 members Entering Unmasked Estep Score: -6651816.000000 Penalty: 12566.535156 Iteration 7F: 3 clusters Score -6651816 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11071 members Mstep: Class 2 contains 17450 members Entering Unmasked Estep Score: -6653148.000000 Penalty: 12566.535156 Iteration 8F: 3 clusters Score -6653148 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 18222 members Entering Unmasked Estep Score: -6654402.500000 Penalty: 12566.535156 Iteration 9F: 3 clusters Score -6654402 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 19021 members Entering Unmasked Estep Score: -6655745.000000 Penalty: 12566.535156 Iteration 10F: 3 clusters Score -6655745 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8813 members Mstep: Class 2 contains 19708 members Entering Unmasked Estep Score: -6657035.500000 Penalty: 12566.535156 Iteration 11Q: 3 clusters Score -6657036 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 20216 members Entering Unmasked Estep Score: -6657937.500000 Penalty: 12566.535156 Iteration 12Q: 3 clusters Score -6657938 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 20595 members Entering Unmasked Estep Score: -6658390.500000 Penalty: 12566.535156 Iteration 13Q: 3 clusters Score -6658390 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 20891 members Entering Unmasked Estep Score: -6658612.000000 Penalty: 12566.535156 Iteration 14Q: 3 clusters Score -6658612 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 21095 members Entering Unmasked Estep Score: -6658705.500000 Penalty: 12566.535156 Iteration 15Q: 3 clusters Score -6658706 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 21251 members Entering Unmasked Estep Score: -6658745.000000 Penalty: 12566.535156 Iteration 16Q: 3 clusters Score -6658745 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 21349 members Entering Unmasked Estep Score: -6658775.000000 Penalty: 12566.535156 Iteration 17Q: 3 clusters Score -6658775 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 21414 members Entering Unmasked Estep Score: -6658777.000000 Penalty: 12566.535156 Iteration 18Q: 3 clusters Score -6658777 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 21466 members Entering Unmasked Estep Score: -6658792.500000 Penalty: 12566.535156 Iteration 19Q: 3 clusters Score -6658792 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 21511 members Entering Unmasked Estep Score: -6658806.000000 Penalty: 12566.535156 Iteration 20F: 3 clusters Score -6658806 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 21553 members Entering Unmasked Estep Score: -6658811.500000 Penalty: 12566.535156 Iteration 21Q: 3 clusters Score -6658812 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 21590 members Entering Unmasked Estep Score: -6658826.000000 Penalty: 12566.535156 Iteration 22Q: 3 clusters Score -6658826 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 21616 members Entering Unmasked Estep Score: -6658822.500000 Penalty: 12566.535156 Iteration 23Q: 3 clusters Score -6658822 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 21627 members Entering Unmasked Estep Score: -6658836.000000 Penalty: 12566.535156 Iteration 24Q: 3 clusters Score -6658836 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 21638 members Entering Unmasked Estep Score: -6658832.500000 Penalty: 12566.535156 Iteration 25Q: 3 clusters Score -6658832 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 21651 members Entering Unmasked Estep Score: -6658833.000000 Penalty: 12566.535156 Iteration 26Q: 3 clusters Score -6658833 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 21666 members Entering Unmasked Estep Score: -6658834.500000 Penalty: 12566.535156 Iteration 27Q: 3 clusters Score -6658834 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 21676 members Entering Unmasked Estep Score: -6658835.500000 Penalty: 12566.535156 Iteration 28Q: 3 clusters Score -6658836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 21679 members Entering Unmasked Estep Score: -6658835.500000 Penalty: 12566.535156 Iteration 29Q: 3 clusters Score -6658836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 21681 members Entering Unmasked Estep Score: -6658836.000000 Penalty: 12566.535156 Iteration 30Q: 3 clusters Score -6658836 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 21686 members Entering Unmasked Estep Score: -6658842.000000 Penalty: 12566.535156 Iteration 31Q: 3 clusters Score -6658842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 21692 members Entering Unmasked Estep Score: -6658834.500000 Penalty: 12566.535156 Iteration 32Q: 3 clusters Score -6658834 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 21699 members Entering Unmasked Estep Score: -6658834.000000 Penalty: 12566.535156 Iteration 33Q: 3 clusters Score -6658834 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 21705 members Entering Unmasked Estep Score: -6658830.500000 Penalty: 12566.535156 Iteration 34Q: 3 clusters Score -6658830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 21709 members Entering Unmasked Estep Score: -6658824.000000 Penalty: 12566.535156 Iteration 35Q: 3 clusters Score -6658824 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 21712 members Entering Unmasked Estep Score: -6658817.500000 Penalty: 12566.535156 Iteration 36Q: 3 clusters Score -6658818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 21713 members Entering Unmasked Estep Score: -6658822.000000 Penalty: 12566.535156 Iteration 37Q: 3 clusters Score -6658822 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 21714 members Entering Unmasked Estep Score: -6658823.000000 Penalty: 12566.535156 Iteration 38Q: 3 clusters Score -6658823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 21715 members Entering Unmasked Estep Score: -6658823.500000 Penalty: 12566.535156 Iteration 39Q: 3 clusters Score -6658824 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 21715 members Entering Unmasked Estep Score: -6658823.500000 Penalty: 12566.535156 Iteration 40F: 3 clusters Score -6658824 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Entering Unmasked Estep Score: -1129336.250000 Penalty: 5200.141602 Iteration 0F: 2 clusters Score -1129336 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -1122400.500000 Penalty: 10400.283203 Iteration 0F: 3 clusters Score -1122400 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1123547.125000 Penalty: 10400.283203 Iteration 1F: 3 clusters Score -1123547 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -1123869.750000 Penalty: 10400.283203 Iteration 2F: 3 clusters Score -1123870 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1124100.125000 Penalty: 10400.283203 Iteration 3Q: 3 clusters Score -1124100 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1124283.500000 Penalty: 10400.283203 Iteration 4Q: 3 clusters Score -1124284 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1124476.250000 Penalty: 10400.283203 Iteration 5Q: 3 clusters Score -1124476 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1124681.250000 Penalty: 10400.283203 Iteration 6Q: 3 clusters Score -1124681 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1124866.125000 Penalty: 10400.283203 Iteration 7Q: 3 clusters Score -1124866 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -1124996.500000 Penalty: 10400.283203 Iteration 8Q: 3 clusters Score -1124996 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1125079.500000 Penalty: 10400.283203 Iteration 9Q: 3 clusters Score -1125080 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -1125148.125000 Penalty: 10400.283203 Iteration 10Q: 3 clusters Score -1125148 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -1125207.875000 Penalty: 10400.283203 Iteration 11Q: 3 clusters Score -1125208 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1125269.250000 Penalty: 10400.283203 Iteration 12Q: 3 clusters Score -1125269 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1125340.375000 Penalty: 10400.283203 Iteration 13Q: 3 clusters Score -1125340 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -1125399.500000 Penalty: 10400.283203 Iteration 14Q: 3 clusters Score -1125400 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1125463.250000 Penalty: 10400.283203 Iteration 15Q: 3 clusters Score -1125463 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1125529.250000 Penalty: 10400.283203 Iteration 16Q: 3 clusters Score -1125529 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -1125597.625000 Penalty: 10400.283203 Iteration 17Q: 3 clusters Score -1125598 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1125652.875000 Penalty: 10400.283203 Iteration 18Q: 3 clusters Score -1125653 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -1125696.250000 Penalty: 10400.283203 Iteration 19Q: 3 clusters Score -1125696 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1125737.625000 Penalty: 10400.283203 Iteration 20F: 3 clusters Score -1125738 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1125791.250000 Penalty: 10400.283203 Iteration 21Q: 3 clusters Score -1125791 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -1125835.000000 Penalty: 10400.283203 Iteration 22Q: 3 clusters Score -1125835 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -1125874.625000 Penalty: 10400.283203 Iteration 23Q: 3 clusters Score -1125875 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1125901.750000 Penalty: 10400.283203 Iteration 24Q: 3 clusters Score -1125902 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -1125928.750000 Penalty: 10400.283203 Iteration 25Q: 3 clusters Score -1125929 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1125938.500000 Penalty: 10400.283203 Iteration 26Q: 3 clusters Score -1125938 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1125943.750000 Penalty: 10400.283203 Iteration 27Q: 3 clusters Score -1125944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1125951.375000 Penalty: 10400.283203 Iteration 28Q: 3 clusters Score -1125951 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1125959.750000 Penalty: 10400.283203 Iteration 29Q: 3 clusters Score -1125960 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1125970.125000 Penalty: 10400.283203 Iteration 30Q: 3 clusters Score -1125970 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1125978.875000 Penalty: 10400.283203 Iteration 31Q: 3 clusters Score -1125979 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1125989.625000 Penalty: 10400.283203 Iteration 32Q: 3 clusters Score -1125990 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1126002.500000 Penalty: 10400.283203 Iteration 33Q: 3 clusters Score -1126002 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1126018.750000 Penalty: 10400.283203 Iteration 34Q: 3 clusters Score -1126019 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1126032.125000 Penalty: 10400.283203 Iteration 35Q: 3 clusters Score -1126032 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1126043.750000 Penalty: 10400.283203 Iteration 36Q: 3 clusters Score -1126044 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1126054.125000 Penalty: 10400.283203 Iteration 37Q: 3 clusters Score -1126054 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1126060.500000 Penalty: 10400.283203 Iteration 38Q: 3 clusters Score -1126060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1126068.875000 Penalty: 10400.283203 Iteration 39Q: 3 clusters Score -1126069 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1126076.000000 Penalty: 10400.283203 Iteration 40F: 3 clusters Score -1126076 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1126075.000000 Penalty: 10400.283203 Iteration 41Q: 3 clusters Score -1126075 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1126079.000000 Penalty: 10400.283203 Iteration 42Q: 3 clusters Score -1126079 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1126079.500000 Penalty: 10400.283203 Iteration 43Q: 3 clusters Score -1126080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1126080.250000 Penalty: 10400.283203 Iteration 44Q: 3 clusters Score -1126080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1126080.000000 Penalty: 10400.283203 Iteration 45Q: 3 clusters Score -1126080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1126082.875000 Penalty: 10400.283203 Iteration 46Q: 3 clusters Score -1126083 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1126085.000000 Penalty: 10400.283203 Iteration 47Q: 3 clusters Score -1126085 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1126086.750000 Penalty: 10400.283203 Iteration 48Q: 3 clusters Score -1126087 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1126087.625000 Penalty: 10400.283203 Iteration 49Q: 3 clusters Score -1126088 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1126087.625000 Penalty: 10400.283203 Iteration 50F: 3 clusters Score -1126088 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Entering Unmasked Estep Score: -1769788.750000 Penalty: 5467.817383 Iteration 0F: 2 clusters Score -1769789 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1761099.750000 Penalty: 10935.634766 Iteration 0F: 3 clusters Score -1761100 nChanged 2636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1762810.625000 Penalty: 10935.634766 Iteration 1F: 3 clusters Score -1762811 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1763354.250000 Penalty: 10935.634766 Iteration 2F: 3 clusters Score -1763354 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1763750.250000 Penalty: 10935.634766 Iteration 3F: 3 clusters Score -1763750 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1764107.250000 Penalty: 10935.634766 Iteration 4Q: 3 clusters Score -1764107 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -1764420.375000 Penalty: 10935.634766 Iteration 5Q: 3 clusters Score -1764420 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1764770.500000 Penalty: 10935.634766 Iteration 6Q: 3 clusters Score -1764770 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1765109.125000 Penalty: 10935.634766 Iteration 7Q: 3 clusters Score -1765109 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1765493.375000 Penalty: 10935.634766 Iteration 8Q: 3 clusters Score -1765493 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1765908.750000 Penalty: 10935.634766 Iteration 9Q: 3 clusters Score -1765909 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1766258.375000 Penalty: 10935.634766 Iteration 10Q: 3 clusters Score -1766258 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1766534.250000 Penalty: 10935.634766 Iteration 11Q: 3 clusters Score -1766534 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -1766726.125000 Penalty: 10935.634766 Iteration 12Q: 3 clusters Score -1766726 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1766857.625000 Penalty: 10935.634766 Iteration 13Q: 3 clusters Score -1766858 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1766939.625000 Penalty: 10935.634766 Iteration 14Q: 3 clusters Score -1766940 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -1766986.500000 Penalty: 10935.634766 Iteration 15Q: 3 clusters Score -1766986 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1767023.875000 Penalty: 10935.634766 Iteration 16Q: 3 clusters Score -1767024 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1767040.375000 Penalty: 10935.634766 Iteration 17Q: 3 clusters Score -1767040 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1767052.875000 Penalty: 10935.634766 Iteration 18Q: 3 clusters Score -1767053 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1767066.125000 Penalty: 10935.634766 Iteration 19Q: 3 clusters Score -1767066 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1767078.125000 Penalty: 10935.634766 Iteration 20F: 3 clusters Score -1767078 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1767084.250000 Penalty: 10935.634766 Iteration 21Q: 3 clusters Score -1767084 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1767089.250000 Penalty: 10935.634766 Iteration 22Q: 3 clusters Score -1767089 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -1767094.125000 Penalty: 10935.634766 Iteration 23Q: 3 clusters Score -1767094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1767099.125000 Penalty: 10935.634766 Iteration 24Q: 3 clusters Score -1767099 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1767100.125000 Penalty: 10935.634766 Iteration 25Q: 3 clusters Score -1767100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -1767105.500000 Penalty: 10935.634766 Iteration 26Q: 3 clusters Score -1767106 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1767106.375000 Penalty: 10935.634766 Iteration 27Q: 3 clusters Score -1767106 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1767110.750000 Penalty: 10935.634766 Iteration 28Q: 3 clusters Score -1767111 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1767118.750000 Penalty: 10935.634766 Iteration 29Q: 3 clusters Score -1767119 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -1767115.375000 Penalty: 10935.634766 Iteration 30Q: 3 clusters Score -1767115 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1767119.375000 Penalty: 10935.634766 Iteration 31Q: 3 clusters Score -1767119 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1767124.125000 Penalty: 10935.634766 Iteration 32Q: 3 clusters Score -1767124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1767124.125000 Penalty: 10935.634766 Iteration 33F: 3 clusters Score -1767124 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16251 members Entering Unmasked Estep Score: -3818626.000000 Penalty: 5938.744629 Iteration 0F: 2 clusters Score -3818626 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8132 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -3804552.000000 Penalty: 11877.489258 Iteration 0F: 3 clusters Score -3804552 nChanged 6416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8034 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -3808736.250000 Penalty: 11877.489258 Iteration 1F: 3 clusters Score -3808736 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -3809907.250000 Penalty: 11877.489258 Iteration 2F: 3 clusters Score -3809907 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -3810677.750000 Penalty: 11877.489258 Iteration 3F: 3 clusters Score -3810678 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -3811332.500000 Penalty: 11877.489258 Iteration 4F: 3 clusters Score -3811332 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -3811921.000000 Penalty: 11877.489258 Iteration 5F: 3 clusters Score -3811921 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -3812523.750000 Penalty: 11877.489258 Iteration 6F: 3 clusters Score -3812524 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -3813060.750000 Penalty: 11877.489258 Iteration 7Q: 3 clusters Score -3813061 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -3813634.000000 Penalty: 11877.489258 Iteration 8Q: 3 clusters Score -3813634 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 13122 members Entering Unmasked Estep Score: -3814102.000000 Penalty: 11877.489258 Iteration 9Q: 3 clusters Score -3814102 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -3814491.500000 Penalty: 11877.489258 Iteration 10Q: 3 clusters Score -3814492 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -3814831.500000 Penalty: 11877.489258 Iteration 11Q: 3 clusters Score -3814832 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 14275 members Entering Unmasked Estep Score: -3815125.500000 Penalty: 11877.489258 Iteration 12Q: 3 clusters Score -3815126 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 14482 members Entering Unmasked Estep Score: -3815344.500000 Penalty: 11877.489258 Iteration 13Q: 3 clusters Score -3815344 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 14629 members Entering Unmasked Estep Score: -3815490.750000 Penalty: 11877.489258 Iteration 14Q: 3 clusters Score -3815491 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -3815594.250000 Penalty: 11877.489258 Iteration 15Q: 3 clusters Score -3815594 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 14791 members Entering Unmasked Estep Score: -3815665.500000 Penalty: 11877.489258 Iteration 16Q: 3 clusters Score -3815666 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 14848 members Entering Unmasked Estep Score: -3815736.000000 Penalty: 11877.489258 Iteration 17Q: 3 clusters Score -3815736 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 14885 members Entering Unmasked Estep Score: -3815773.250000 Penalty: 11877.489258 Iteration 18Q: 3 clusters Score -3815773 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 14926 members Entering Unmasked Estep Score: -3815822.500000 Penalty: 11877.489258 Iteration 19Q: 3 clusters Score -3815822 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 14954 members Entering Unmasked Estep Score: -3815871.250000 Penalty: 11877.489258 Iteration 20F: 3 clusters Score -3815871 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 14980 members Entering Unmasked Estep Score: -3815916.500000 Penalty: 11877.489258 Iteration 21Q: 3 clusters Score -3815916 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -3815962.750000 Penalty: 11877.489258 Iteration 22Q: 3 clusters Score -3815963 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 15026 members Entering Unmasked Estep Score: -3816008.250000 Penalty: 11877.489258 Iteration 23Q: 3 clusters Score -3816008 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 15041 members Entering Unmasked Estep Score: -3816066.000000 Penalty: 11877.489258 Iteration 24Q: 3 clusters Score -3816066 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 15056 members Entering Unmasked Estep Score: -3816112.750000 Penalty: 11877.489258 Iteration 25Q: 3 clusters Score -3816113 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -3816164.000000 Penalty: 11877.489258 Iteration 26Q: 3 clusters Score -3816164 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 15079 members Entering Unmasked Estep Score: -3816180.000000 Penalty: 11877.489258 Iteration 27Q: 3 clusters Score -3816180 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -3816204.750000 Penalty: 11877.489258 Iteration 28Q: 3 clusters Score -3816205 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -3816238.000000 Penalty: 11877.489258 Iteration 29Q: 3 clusters Score -3816238 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 15093 members Entering Unmasked Estep Score: -3816251.250000 Penalty: 11877.489258 Iteration 30Q: 3 clusters Score -3816251 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -3816268.500000 Penalty: 11877.489258 Iteration 31Q: 3 clusters Score -3816268 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 15100 members Entering Unmasked Estep Score: -3816281.750000 Penalty: 11877.489258 Iteration 32Q: 3 clusters Score -3816282 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 15098 members Entering Unmasked Estep Score: -3816289.250000 Penalty: 11877.489258 Iteration 33Q: 3 clusters Score -3816289 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 15096 members Entering Unmasked Estep Score: -3816296.500000 Penalty: 11877.489258 Iteration 34Q: 3 clusters Score -3816296 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 15098 members Entering Unmasked Estep Score: -3816305.750000 Penalty: 11877.489258 Iteration 35Q: 3 clusters Score -3816306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 15097 members Entering Unmasked Estep Score: -3816318.500000 Penalty: 11877.489258 Iteration 36Q: 3 clusters Score -3816318 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -3816322.750000 Penalty: 11877.489258 Iteration 37Q: 3 clusters Score -3816323 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 15091 members Entering Unmasked Estep Score: -3816328.000000 Penalty: 11877.489258 Iteration 38Q: 3 clusters Score -3816328 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 15090 members Entering Unmasked Estep Score: -3816329.250000 Penalty: 11877.489258 Iteration 39Q: 3 clusters Score -3816329 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 15088 members Entering Unmasked Estep Score: -3816335.500000 Penalty: 11877.489258 Iteration 40F: 3 clusters Score -3816336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 15089 members Entering Unmasked Estep Score: -3816340.250000 Penalty: 11877.489258 Iteration 41Q: 3 clusters Score -3816340 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 15088 members Entering Unmasked Estep Score: -3816336.750000 Penalty: 11877.489258 Iteration 42Q: 3 clusters Score -3816337 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 15088 members Entering Unmasked Estep Score: -3816336.750000 Penalty: 11877.489258 Iteration 43F: 3 clusters Score -3816337 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Entering Unmasked Estep Score: -118456.945312 Penalty: 3890.985352 Iteration 0F: 2 clusters Score -118456.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -115016.109375 Penalty: 7781.970703 Iteration 0F: 3 clusters Score -115016.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -115221.218750 Penalty: 7781.970703 Iteration 1F: 3 clusters Score -115221.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -115288.796875 Penalty: 7781.970703 Iteration 2Q: 3 clusters Score -115288.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -115322.273438 Penalty: 7781.970703 Iteration 3Q: 3 clusters Score -115322.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -115323.523438 Penalty: 7781.970703 Iteration 4Q: 3 clusters Score -115323.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -115323.523438 Penalty: 7781.970703 Iteration 5F: 3 clusters Score -115323.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Entering Unmasked Estep Score: -84938.578125 Penalty: 3730.927490 Iteration 0F: 2 clusters Score -84938.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -81784.679688 Penalty: 7461.854980 Iteration 0F: 3 clusters Score -81784.68 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -82002.273438 Penalty: 7461.854980 Iteration 1F: 3 clusters Score -82002.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -82101.921875 Penalty: 7461.854980 Iteration 2Q: 3 clusters Score -82101.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -82159.960938 Penalty: 7461.854980 Iteration 3Q: 3 clusters Score -82159.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -82207.273438 Penalty: 7461.854980 Iteration 4Q: 3 clusters Score -82207.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -82278.195312 Penalty: 7461.854980 Iteration 5Q: 3 clusters Score -82278.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -82375.289062 Penalty: 7461.854980 Iteration 6Q: 3 clusters Score -82375.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -82469.976562 Penalty: 7461.854980 Iteration 7Q: 3 clusters Score -82469.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -82531.523438 Penalty: 7461.854980 Iteration 8Q: 3 clusters Score -82531.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -82594.062500 Penalty: 7461.854980 Iteration 9Q: 3 clusters Score -82594.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -82604.789062 Penalty: 7461.854980 Iteration 10Q: 3 clusters Score -82604.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -82626.703125 Penalty: 7461.854980 Iteration 11Q: 3 clusters Score -82626.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -82650.570312 Penalty: 7461.854980 Iteration 12Q: 3 clusters Score -82650.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -82650.570312 Penalty: 7461.854980 Iteration 13F: 3 clusters Score -82650.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Entering Unmasked Estep Score: -184247.453125 Penalty: 4151.308594 Iteration 0F: 2 clusters Score -184247.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -180343.250000 Penalty: 8302.617188 Iteration 0F: 3 clusters Score -180343.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -180679.421875 Penalty: 8302.617188 Iteration 1F: 3 clusters Score -180679.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -180801.437500 Penalty: 8302.617188 Iteration 2Q: 3 clusters Score -180801.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -180847.046875 Penalty: 8302.617188 Iteration 3Q: 3 clusters Score -180847 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -180866.937500 Penalty: 8302.617188 Iteration 4Q: 3 clusters Score -180866.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -180898.500000 Penalty: 8302.617188 Iteration 5Q: 3 clusters Score -180898.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -180918.828125 Penalty: 8302.617188 Iteration 6Q: 3 clusters Score -180918.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -180955.796875 Penalty: 8302.617188 Iteration 7Q: 3 clusters Score -180955.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -180995.484375 Penalty: 8302.617188 Iteration 8Q: 3 clusters Score -180995.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -181024.453125 Penalty: 8302.617188 Iteration 9Q: 3 clusters Score -181024.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -181058.703125 Penalty: 8302.617188 Iteration 10Q: 3 clusters Score -181058.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -181102.671875 Penalty: 8302.617188 Iteration 11Q: 3 clusters Score -181102.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -181124.281250 Penalty: 8302.617188 Iteration 12Q: 3 clusters Score -181124.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -181138.828125 Penalty: 8302.617188 Iteration 13Q: 3 clusters Score -181138.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -181172.156250 Penalty: 8302.617188 Iteration 14Q: 3 clusters Score -181172.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -181193.968750 Penalty: 8302.617188 Iteration 15Q: 3 clusters Score -181194 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -181233.515625 Penalty: 8302.617188 Iteration 16Q: 3 clusters Score -181233.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -181262.250000 Penalty: 8302.617188 Iteration 17Q: 3 clusters Score -181262.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -181268.609375 Penalty: 8302.617188 Iteration 18Q: 3 clusters Score -181268.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -181268.609375 Penalty: 8302.617188 Iteration 19F: 3 clusters Score -181268.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Entering Unmasked Estep Score: -976191.437500 Penalty: 5098.655762 Iteration 0F: 2 clusters Score -976191.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -969630.375000 Penalty: 10197.311523 Iteration 0F: 3 clusters Score -969630.4 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -970608.562500 Penalty: 10197.311523 Iteration 1F: 3 clusters Score -970608.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -970882.937500 Penalty: 10197.311523 Iteration 2F: 3 clusters Score -970882.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -971010.437500 Penalty: 10197.311523 Iteration 3Q: 3 clusters Score -971010.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -971094.187500 Penalty: 10197.311523 Iteration 4Q: 3 clusters Score -971094.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -971156.625000 Penalty: 10197.311523 Iteration 5Q: 3 clusters Score -971156.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -971210.125000 Penalty: 10197.311523 Iteration 6Q: 3 clusters Score -971210.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -971259.625000 Penalty: 10197.311523 Iteration 7Q: 3 clusters Score -971259.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -971302.812500 Penalty: 10197.311523 Iteration 8Q: 3 clusters Score -971302.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -971334.687500 Penalty: 10197.311523 Iteration 9Q: 3 clusters Score -971334.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -971360.625000 Penalty: 10197.311523 Iteration 10Q: 3 clusters Score -971360.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -971379.562500 Penalty: 10197.311523 Iteration 11Q: 3 clusters Score -971379.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -971398.062500 Penalty: 10197.311523 Iteration 12Q: 3 clusters Score -971398.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -971421.812500 Penalty: 10197.311523 Iteration 13Q: 3 clusters Score -971421.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -971442.937500 Penalty: 10197.311523 Iteration 14Q: 3 clusters Score -971442.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -971460.750000 Penalty: 10197.311523 Iteration 15Q: 3 clusters Score -971460.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -971474.812500 Penalty: 10197.311523 Iteration 16Q: 3 clusters Score -971474.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -971487.187500 Penalty: 10197.311523 Iteration 17Q: 3 clusters Score -971487.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -971500.875000 Penalty: 10197.311523 Iteration 18Q: 3 clusters Score -971500.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -971508.062500 Penalty: 10197.311523 Iteration 19Q: 3 clusters Score -971508.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -971511.875000 Penalty: 10197.311523 Iteration 20F: 3 clusters Score -971511.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -971516.250000 Penalty: 10197.311523 Iteration 21Q: 3 clusters Score -971516.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -971523.125000 Penalty: 10197.311523 Iteration 22Q: 3 clusters Score -971523.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -971529.000000 Penalty: 10197.311523 Iteration 23Q: 3 clusters Score -971529 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -971535.250000 Penalty: 10197.311523 Iteration 24Q: 3 clusters Score -971535.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -971540.812500 Penalty: 10197.311523 Iteration 25Q: 3 clusters Score -971540.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -971550.625000 Penalty: 10197.311523 Iteration 26Q: 3 clusters Score -971550.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -971563.375000 Penalty: 10197.311523 Iteration 27Q: 3 clusters Score -971563.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -971568.812500 Penalty: 10197.311523 Iteration 28Q: 3 clusters Score -971568.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -971574.250000 Penalty: 10197.311523 Iteration 29Q: 3 clusters Score -971574.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -971578.375000 Penalty: 10197.311523 Iteration 30Q: 3 clusters Score -971578.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -971586.500000 Penalty: 10197.311523 Iteration 31Q: 3 clusters Score -971586.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -971589.125000 Penalty: 10197.311523 Iteration 32Q: 3 clusters Score -971589.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -971593.625000 Penalty: 10197.311523 Iteration 33Q: 3 clusters Score -971593.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -971595.687500 Penalty: 10197.311523 Iteration 34Q: 3 clusters Score -971595.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -971598.750000 Penalty: 10197.311523 Iteration 35Q: 3 clusters Score -971598.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -971603.500000 Penalty: 10197.311523 Iteration 36Q: 3 clusters Score -971603.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -971606.062500 Penalty: 10197.311523 Iteration 37Q: 3 clusters Score -971606.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -971606.812500 Penalty: 10197.311523 Iteration 38Q: 3 clusters Score -971606.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -971608.500000 Penalty: 10197.311523 Iteration 39Q: 3 clusters Score -971608.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -971610.687500 Penalty: 10197.311523 Iteration 40F: 3 clusters Score -971610.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -971616.750000 Penalty: 10197.311523 Iteration 41Q: 3 clusters Score -971616.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -971622.500000 Penalty: 10197.311523 Iteration 42Q: 3 clusters Score -971622.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -971624.312500 Penalty: 10197.311523 Iteration 43Q: 3 clusters Score -971624.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -971625.437500 Penalty: 10197.311523 Iteration 44Q: 3 clusters Score -971625.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -971625.437500 Penalty: 10197.311523 Iteration 45Q: 3 clusters Score -971625.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -971627.125000 Penalty: 10197.311523 Iteration 46Q: 3 clusters Score -971627.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -971627.562500 Penalty: 10197.311523 Iteration 47Q: 3 clusters Score -971627.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -971633.437500 Penalty: 10197.311523 Iteration 48Q: 3 clusters Score -971633.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -971639.375000 Penalty: 10197.311523 Iteration 49Q: 3 clusters Score -971639.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -971640.812500 Penalty: 10197.311523 Iteration 50Q: 3 clusters Score -971640.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -971645.937500 Penalty: 10197.311523 Iteration 51Q: 3 clusters Score -971645.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -971648.687500 Penalty: 10197.311523 Iteration 52Q: 3 clusters Score -971648.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -971649.750000 Penalty: 10197.311523 Iteration 53Q: 3 clusters Score -971649.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -971651.000000 Penalty: 10197.311523 Iteration 54Q: 3 clusters Score -971651 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -971651.000000 Penalty: 10197.311523 Iteration 55F: 3 clusters Score -971651 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Entering Unmasked Estep Score: -1031007.812500 Penalty: 5135.692383 Iteration 0F: 2 clusters Score -1031008 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1024413.937500 Penalty: 10271.384766 Iteration 0F: 3 clusters Score -1024414 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1025522.312500 Penalty: 10271.384766 Iteration 1F: 3 clusters Score -1025522 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -1025960.000000 Penalty: 10271.384766 Iteration 2F: 3 clusters Score -1025960 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1026329.875000 Penalty: 10271.384766 Iteration 3F: 3 clusters Score -1026330 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -1026757.250000 Penalty: 10271.384766 Iteration 4F: 3 clusters Score -1026757 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1027226.437500 Penalty: 10271.384766 Iteration 5F: 3 clusters Score -1027226 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1027566.875000 Penalty: 10271.384766 Iteration 6Q: 3 clusters Score -1027567 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -1027772.312500 Penalty: 10271.384766 Iteration 7Q: 3 clusters Score -1027772 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -1027899.875000 Penalty: 10271.384766 Iteration 8Q: 3 clusters Score -1027900 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1027974.562500 Penalty: 10271.384766 Iteration 9Q: 3 clusters Score -1027975 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1028037.437500 Penalty: 10271.384766 Iteration 10Q: 3 clusters Score -1028037 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1028086.750000 Penalty: 10271.384766 Iteration 11Q: 3 clusters Score -1028087 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -1028113.437500 Penalty: 10271.384766 Iteration 12Q: 3 clusters Score -1028113 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1028134.125000 Penalty: 10271.384766 Iteration 13Q: 3 clusters Score -1028134 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1028145.500000 Penalty: 10271.384766 Iteration 14Q: 3 clusters Score -1028146 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -1028156.375000 Penalty: 10271.384766 Iteration 15Q: 3 clusters Score -1028156 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1028162.937500 Penalty: 10271.384766 Iteration 16Q: 3 clusters Score -1028163 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1028166.875000 Penalty: 10271.384766 Iteration 17Q: 3 clusters Score -1028167 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1028172.375000 Penalty: 10271.384766 Iteration 18Q: 3 clusters Score -1028172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1028179.250000 Penalty: 10271.384766 Iteration 19Q: 3 clusters Score -1028179 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -1028186.125000 Penalty: 10271.384766 Iteration 20F: 3 clusters Score -1028186 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1028191.875000 Penalty: 10271.384766 Iteration 21Q: 3 clusters Score -1028192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1028190.937500 Penalty: 10271.384766 Iteration 22Q: 3 clusters Score -1028191 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1028190.562500 Penalty: 10271.384766 Iteration 23Q: 3 clusters Score -1028191 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -1028192.687500 Penalty: 10271.384766 Iteration 24Q: 3 clusters Score -1028193 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -1028192.687500 Penalty: 10271.384766 Iteration 25F: 3 clusters Score -1028193 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Entering Unmasked Estep Score: -294141.250000 Penalty: 4408.887207 Iteration 0F: 2 clusters Score -294141.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -289785.281250 Penalty: 8817.774414 Iteration 0F: 3 clusters Score -289785.3 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -290221.625000 Penalty: 8817.774414 Iteration 1F: 3 clusters Score -290221.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -290428.968750 Penalty: 8817.774414 Iteration 2F: 3 clusters Score -290429 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -290609.125000 Penalty: 8817.774414 Iteration 3Q: 3 clusters Score -290609.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -290832.781250 Penalty: 8817.774414 Iteration 4Q: 3 clusters Score -290832.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -291095.718750 Penalty: 8817.774414 Iteration 5Q: 3 clusters Score -291095.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -291495.187500 Penalty: 8817.774414 Iteration 6Q: 3 clusters Score -291495.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -291893.031250 Penalty: 8817.774414 Iteration 7Q: 3 clusters Score -291893 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -292390.062500 Penalty: 8817.774414 Iteration 8Q: 3 clusters Score -292390.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -292522.750000 Penalty: 8817.774414 Iteration 9Q: 3 clusters Score -292522.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -292623.093750 Penalty: 8817.774414 Iteration 10Q: 3 clusters Score -292623.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -292726.968750 Penalty: 8817.774414 Iteration 11Q: 3 clusters Score -292727 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -292785.406250 Penalty: 8817.774414 Iteration 12Q: 3 clusters Score -292785.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -292838.781250 Penalty: 8817.774414 Iteration 13Q: 3 clusters Score -292838.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -292881.781250 Penalty: 8817.774414 Iteration 14Q: 3 clusters Score -292881.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -292912.125000 Penalty: 8817.774414 Iteration 15Q: 3 clusters Score -292912.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -292965.093750 Penalty: 8817.774414 Iteration 16Q: 3 clusters Score -292965.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -293006.750000 Penalty: 8817.774414 Iteration 17Q: 3 clusters Score -293006.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -293048.468750 Penalty: 8817.774414 Iteration 18Q: 3 clusters Score -293048.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -293099.000000 Penalty: 8817.774414 Iteration 19Q: 3 clusters Score -293099 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -293157.656250 Penalty: 8817.774414 Iteration 20F: 3 clusters Score -293157.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -293209.500000 Penalty: 8817.774414 Iteration 21Q: 3 clusters Score -293209.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -293263.906250 Penalty: 8817.774414 Iteration 22Q: 3 clusters Score -293263.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -293299.125000 Penalty: 8817.774414 Iteration 23Q: 3 clusters Score -293299.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -293305.593750 Penalty: 8817.774414 Iteration 24Q: 3 clusters Score -293305.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -293309.687500 Penalty: 8817.774414 Iteration 25Q: 3 clusters Score -293309.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -293309.687500 Penalty: 8817.774414 Iteration 26F: 3 clusters Score -293309.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (29478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29478 members Entering Unmasked Estep Score: -6841769.500000 Penalty: 6303.482422 Iteration 0F: 2 clusters Score -6841770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 14796 members Entering Unmasked Estep Score: -6819533.500000 Penalty: 12606.964844 Iteration 0F: 3 clusters Score -6819534 nChanged 12291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14557 members Mstep: Class 2 contains 14921 members Entering Unmasked Estep Score: -6825989.500000 Penalty: 12606.964844 Iteration 1F: 3 clusters Score -6825990 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14468 members Mstep: Class 2 contains 15010 members Entering Unmasked Estep Score: -6826799.500000 Penalty: 12606.964844 Iteration 2F: 3 clusters Score -6826800 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14341 members Mstep: Class 2 contains 15137 members Entering Unmasked Estep Score: -6827461.000000 Penalty: 12606.964844 Iteration 3Q: 3 clusters Score -6827461 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 15263 members Entering Unmasked Estep Score: -6828101.500000 Penalty: 12606.964844 Iteration 4Q: 3 clusters Score -6828102 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 15416 members Entering Unmasked Estep Score: -6828779.500000 Penalty: 12606.964844 Iteration 5Q: 3 clusters Score -6828780 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13806 members Mstep: Class 2 contains 15672 members Entering Unmasked Estep Score: -6829612.500000 Penalty: 12606.964844 Iteration 6Q: 3 clusters Score -6829612 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13582 members Mstep: Class 2 contains 15896 members Entering Unmasked Estep Score: -6830492.000000 Penalty: 12606.964844 Iteration 7Q: 3 clusters Score -6830492 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13299 members Mstep: Class 2 contains 16179 members Entering Unmasked Estep Score: -6831488.500000 Penalty: 12606.964844 Iteration 8Q: 3 clusters Score -6831488 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 16513 members Entering Unmasked Estep Score: -6832367.500000 Penalty: 12606.964844 Iteration 9Q: 3 clusters Score -6832368 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12495 members Mstep: Class 2 contains 16983 members Entering Unmasked Estep Score: -6833197.000000 Penalty: 12606.964844 Iteration 10Q: 3 clusters Score -6833197 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 17570 members Entering Unmasked Estep Score: -6834018.500000 Penalty: 12606.964844 Iteration 11Q: 3 clusters Score -6834018 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 18284 members Entering Unmasked Estep Score: -6834794.000000 Penalty: 12606.964844 Iteration 12Q: 3 clusters Score -6834794 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 19043 members Entering Unmasked Estep Score: -6835549.000000 Penalty: 12606.964844 Iteration 13Q: 3 clusters Score -6835549 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 19746 members Entering Unmasked Estep Score: -6836332.500000 Penalty: 12606.964844 Iteration 14Q: 3 clusters Score -6836332 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 20395 members Entering Unmasked Estep Score: -6836954.000000 Penalty: 12606.964844 Iteration 15Q: 3 clusters Score -6836954 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 20940 members Entering Unmasked Estep Score: -6837460.000000 Penalty: 12606.964844 Iteration 16Q: 3 clusters Score -6837460 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 21408 members Entering Unmasked Estep Score: -6837847.000000 Penalty: 12606.964844 Iteration 17Q: 3 clusters Score -6837847 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 21804 members Entering Unmasked Estep Score: -6838146.500000 Penalty: 12606.964844 Iteration 18Q: 3 clusters Score -6838146 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -6838366.500000 Penalty: 12606.964844 Iteration 19Q: 3 clusters Score -6838366 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 22416 members Entering Unmasked Estep Score: -6838498.000000 Penalty: 12606.964844 Iteration 20F: 3 clusters Score -6838498 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 22607 members Entering Unmasked Estep Score: -6838583.500000 Penalty: 12606.964844 Iteration 21Q: 3 clusters Score -6838584 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 22770 members Entering Unmasked Estep Score: -6838647.500000 Penalty: 12606.964844 Iteration 22Q: 3 clusters Score -6838648 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 22918 members Entering Unmasked Estep Score: -6838710.500000 Penalty: 12606.964844 Iteration 23Q: 3 clusters Score -6838710 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 23047 members Entering Unmasked Estep Score: -6838737.000000 Penalty: 12606.964844 Iteration 24Q: 3 clusters Score -6838737 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 23145 members Entering Unmasked Estep Score: -6838785.500000 Penalty: 12606.964844 Iteration 25Q: 3 clusters Score -6838786 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 23223 members Entering Unmasked Estep Score: -6838803.000000 Penalty: 12606.964844 Iteration 26Q: 3 clusters Score -6838803 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 23279 members Entering Unmasked Estep Score: -6838811.500000 Penalty: 12606.964844 Iteration 27Q: 3 clusters Score -6838812 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 23327 members Entering Unmasked Estep Score: -6838818.000000 Penalty: 12606.964844 Iteration 28Q: 3 clusters Score -6838818 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 23365 members Entering Unmasked Estep Score: -6838827.000000 Penalty: 12606.964844 Iteration 29Q: 3 clusters Score -6838827 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 23393 members Entering Unmasked Estep Score: -6838832.000000 Penalty: 12606.964844 Iteration 30Q: 3 clusters Score -6838832 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 23414 members Entering Unmasked Estep Score: -6838837.500000 Penalty: 12606.964844 Iteration 31Q: 3 clusters Score -6838838 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 23440 members Entering Unmasked Estep Score: -6838837.500000 Penalty: 12606.964844 Iteration 32Q: 3 clusters Score -6838838 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 23462 members Entering Unmasked Estep Score: -6838862.000000 Penalty: 12606.964844 Iteration 33Q: 3 clusters Score -6838862 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 23483 members Entering Unmasked Estep Score: -6838863.000000 Penalty: 12606.964844 Iteration 34Q: 3 clusters Score -6838863 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 23512 members Entering Unmasked Estep Score: -6838882.000000 Penalty: 12606.964844 Iteration 35Q: 3 clusters Score -6838882 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 23540 members Entering Unmasked Estep Score: -6838890.000000 Penalty: 12606.964844 Iteration 36Q: 3 clusters Score -6838890 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 23571 members Entering Unmasked Estep Score: -6838888.500000 Penalty: 12606.964844 Iteration 37Q: 3 clusters Score -6838888 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 23598 members Entering Unmasked Estep Score: -6838898.000000 Penalty: 12606.964844 Iteration 38Q: 3 clusters Score -6838898 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -6838884.000000 Penalty: 12606.964844 Iteration 39Q: 3 clusters Score -6838884 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -6838907.500000 Penalty: 12606.964844 Iteration 40F: 3 clusters Score -6838908 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -6838905.000000 Penalty: 12606.964844 Iteration 41Q: 3 clusters Score -6838905 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 23658 members Entering Unmasked Estep Score: -6838913.000000 Penalty: 12606.964844 Iteration 42Q: 3 clusters Score -6838913 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 23667 members Entering Unmasked Estep Score: -6838898.500000 Penalty: 12606.964844 Iteration 43Q: 3 clusters Score -6838898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 23672 members Entering Unmasked Estep Score: -6838905.000000 Penalty: 12606.964844 Iteration 44Q: 3 clusters Score -6838905 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 23678 members Entering Unmasked Estep Score: -6838915.500000 Penalty: 12606.964844 Iteration 45Q: 3 clusters Score -6838916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 23683 members Entering Unmasked Estep Score: -6838910.500000 Penalty: 12606.964844 Iteration 46Q: 3 clusters Score -6838910 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 23691 members Entering Unmasked Estep Score: -6838916.500000 Penalty: 12606.964844 Iteration 47Q: 3 clusters Score -6838916 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 23697 members Entering Unmasked Estep Score: -6838925.000000 Penalty: 12606.964844 Iteration 48Q: 3 clusters Score -6838925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 23699 members Entering Unmasked Estep Score: -6838926.000000 Penalty: 12606.964844 Iteration 49Q: 3 clusters Score -6838926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 23700 members Entering Unmasked Estep Score: -6838923.000000 Penalty: 12606.964844 Iteration 50Q: 3 clusters Score -6838923 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 23701 members Entering Unmasked Estep Score: -6838914.500000 Penalty: 12606.964844 Iteration 51Q: 3 clusters Score -6838914 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -6838919.000000 Penalty: 12606.964844 Iteration 52Q: 3 clusters Score -6838919 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -6838925.500000 Penalty: 12606.964844 Iteration 53Q: 3 clusters Score -6838926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 23710 members Entering Unmasked Estep Score: -6838928.000000 Penalty: 12606.964844 Iteration 54Q: 3 clusters Score -6838928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 23712 members Entering Unmasked Estep Score: -6838935.500000 Penalty: 12606.964844 Iteration 55Q: 3 clusters Score -6838936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -6838936.500000 Penalty: 12606.964844 Iteration 56Q: 3 clusters Score -6838936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 23714 members Entering Unmasked Estep Score: -6838932.000000 Penalty: 12606.964844 Iteration 57Q: 3 clusters Score -6838932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 23714 members Entering Unmasked Estep Score: -6838932.000000 Penalty: 12606.964844 Iteration 58F: 3 clusters Score -6838932 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (84529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84529 members Entering Unmasked Estep Score: -20085940.000000 Penalty: 6948.720215 Iteration 0F: 2 clusters Score -2.008594e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42275 members Mstep: Class 2 contains 42254 members Entering Unmasked Estep Score: -20032476.000000 Penalty: 13897.440430 Iteration 0F: 3 clusters Score -2.003248e+07 nChanged 38350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42501 members Mstep: Class 2 contains 42028 members Entering Unmasked Estep Score: -20053196.000000 Penalty: 13897.440430 Iteration 1F: 3 clusters Score -2.00532e+07 nChanged 3682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42613 members Mstep: Class 2 contains 41916 members Entering Unmasked Estep Score: -20054180.000000 Penalty: 13897.440430 Iteration 2Q: 3 clusters Score -2.005418e+07 nChanged 3300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42737 members Mstep: Class 2 contains 41792 members Entering Unmasked Estep Score: -20055258.000000 Penalty: 13897.440430 Iteration 3Q: 3 clusters Score -2.005526e+07 nChanged 3177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42882 members Mstep: Class 2 contains 41647 members Entering Unmasked Estep Score: -20056390.000000 Penalty: 13897.440430 Iteration 4Q: 3 clusters Score -2.005639e+07 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42995 members Mstep: Class 2 contains 41534 members Entering Unmasked Estep Score: -20057718.000000 Penalty: 13897.440430 Iteration 5Q: 3 clusters Score -2.005772e+07 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43069 members Mstep: Class 2 contains 41460 members Entering Unmasked Estep Score: -20059140.000000 Penalty: 13897.440430 Iteration 6Q: 3 clusters Score -2.005914e+07 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43068 members Mstep: Class 2 contains 41461 members Entering Unmasked Estep Score: -20060754.000000 Penalty: 13897.440430 Iteration 7Q: 3 clusters Score -2.006075e+07 nChanged 3769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42941 members Mstep: Class 2 contains 41588 members Entering Unmasked Estep Score: -20062758.000000 Penalty: 13897.440430 Iteration 8Q: 3 clusters Score -2.006276e+07 nChanged 4092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42685 members Mstep: Class 2 contains 41844 members Entering Unmasked Estep Score: -20064896.000000 Penalty: 13897.440430 Iteration 9Q: 3 clusters Score -2.00649e+07 nChanged 4388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42151 members Mstep: Class 2 contains 42378 members Entering Unmasked Estep Score: -20067346.000000 Penalty: 13897.440430 Iteration 10F: 3 clusters Score -2.006735e+07 nChanged 4713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41318 members Mstep: Class 2 contains 43211 members Entering Unmasked Estep Score: -20070736.000000 Penalty: 13897.440430 Iteration 11F: 3 clusters Score -2.007074e+07 nChanged 4866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40262 members Mstep: Class 2 contains 44267 members Entering Unmasked Estep Score: -20074898.000000 Penalty: 13897.440430 Iteration 12F: 3 clusters Score -2.00749e+07 nChanged 4768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39148 members Mstep: Class 2 contains 45381 members Entering Unmasked Estep Score: -20079200.000000 Penalty: 13897.440430 Iteration 13F: 3 clusters Score -2.00792e+07 nChanged 3978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38314 members Mstep: Class 2 contains 46215 members Entering Unmasked Estep Score: -20082326.000000 Penalty: 13897.440430 Iteration 14Q: 3 clusters Score -2.008233e+07 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37631 members Mstep: Class 2 contains 46898 members Entering Unmasked Estep Score: -20084032.000000 Penalty: 13897.440430 Iteration 15Q: 3 clusters Score -2.008403e+07 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37115 members Mstep: Class 2 contains 47414 members Entering Unmasked Estep Score: -20084742.000000 Penalty: 13897.440430 Iteration 16Q: 3 clusters Score -2.008474e+07 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36723 members Mstep: Class 2 contains 47806 members Entering Unmasked Estep Score: -20085120.000000 Penalty: 13897.440430 Iteration 17Q: 3 clusters Score -2.008512e+07 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36443 members Mstep: Class 2 contains 48086 members Entering Unmasked Estep Score: -20085302.000000 Penalty: 13897.440430 Iteration 18Q: 3 clusters Score -2.00853e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36225 members Mstep: Class 2 contains 48304 members Entering Unmasked Estep Score: -20085324.000000 Penalty: 13897.440430 Iteration 19Q: 3 clusters Score -2.008532e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36048 members Mstep: Class 2 contains 48481 members Entering Unmasked Estep Score: -20085340.000000 Penalty: 13897.440430 Iteration 20F: 3 clusters Score -2.008534e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35875 members Mstep: Class 2 contains 48654 members Entering Unmasked Estep Score: -20085364.000000 Penalty: 13897.440430 Iteration 21Q: 3 clusters Score -2.008536e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35736 members Mstep: Class 2 contains 48793 members Entering Unmasked Estep Score: -20085366.000000 Penalty: 13897.440430 Iteration 22Q: 3 clusters Score -2.008537e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35658 members Mstep: Class 2 contains 48871 members Entering Unmasked Estep Score: -20085356.000000 Penalty: 13897.440430 Iteration 23Q: 3 clusters Score -2.008536e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35593 members Mstep: Class 2 contains 48936 members Entering Unmasked Estep Score: -20085372.000000 Penalty: 13897.440430 Iteration 24Q: 3 clusters Score -2.008537e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35546 members Mstep: Class 2 contains 48983 members Entering Unmasked Estep Score: -20085370.000000 Penalty: 13897.440430 Iteration 25Q: 3 clusters Score -2.008537e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35510 members Mstep: Class 2 contains 49019 members Entering Unmasked Estep Score: -20085386.000000 Penalty: 13897.440430 Iteration 26Q: 3 clusters Score -2.008539e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35487 members Mstep: Class 2 contains 49042 members Entering Unmasked Estep Score: -20085398.000000 Penalty: 13897.440430 Iteration 27Q: 3 clusters Score -2.00854e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35466 members Mstep: Class 2 contains 49063 members Entering Unmasked Estep Score: -20085390.000000 Penalty: 13897.440430 Iteration 28Q: 3 clusters Score -2.008539e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35444 members Mstep: Class 2 contains 49085 members Entering Unmasked Estep Score: -20085384.000000 Penalty: 13897.440430 Iteration 29Q: 3 clusters Score -2.008538e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35425 members Mstep: Class 2 contains 49104 members Entering Unmasked Estep Score: -20085384.000000 Penalty: 13897.440430 Iteration 30Q: 3 clusters Score -2.008538e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35412 members Mstep: Class 2 contains 49117 members Entering Unmasked Estep Score: -20085420.000000 Penalty: 13897.440430 Iteration 31Q: 3 clusters Score -2.008542e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35408 members Mstep: Class 2 contains 49121 members Entering Unmasked Estep Score: -20085404.000000 Penalty: 13897.440430 Iteration 32Q: 3 clusters Score -2.00854e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35403 members Mstep: Class 2 contains 49126 members Entering Unmasked Estep Score: -20085412.000000 Penalty: 13897.440430 Iteration 33Q: 3 clusters Score -2.008541e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35399 members Mstep: Class 2 contains 49130 members Entering Unmasked Estep Score: -20085410.000000 Penalty: 13897.440430 Iteration 34Q: 3 clusters Score -2.008541e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35394 members Mstep: Class 2 contains 49135 members Entering Unmasked Estep Score: -20085416.000000 Penalty: 13897.440430 Iteration 35Q: 3 clusters Score -2.008542e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35389 members Mstep: Class 2 contains 49140 members Entering Unmasked Estep Score: -20085418.000000 Penalty: 13897.440430 Iteration 36Q: 3 clusters Score -2.008542e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35384 members Mstep: Class 2 contains 49145 members Entering Unmasked Estep Score: -20085412.000000 Penalty: 13897.440430 Iteration 37Q: 3 clusters Score -2.008541e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35381 members Mstep: Class 2 contains 49148 members Entering Unmasked Estep Score: -20085408.000000 Penalty: 13897.440430 Iteration 38Q: 3 clusters Score -2.008541e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35379 members Mstep: Class 2 contains 49150 members Entering Unmasked Estep Score: -20085412.000000 Penalty: 13897.440430 Iteration 39Q: 3 clusters Score -2.008541e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35377 members Mstep: Class 2 contains 49152 members Entering Unmasked Estep Score: -20085404.000000 Penalty: 13897.440430 Iteration 40F: 3 clusters Score -2.00854e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35375 members Mstep: Class 2 contains 49154 members Entering Unmasked Estep Score: -20085410.000000 Penalty: 13897.440430 Iteration 41Q: 3 clusters Score -2.008541e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35372 members Mstep: Class 2 contains 49157 members Entering Unmasked Estep Score: -20085392.000000 Penalty: 13897.440430 Iteration 42Q: 3 clusters Score -2.008539e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35369 members Mstep: Class 2 contains 49160 members Entering Unmasked Estep Score: -20085380.000000 Penalty: 13897.440430 Iteration 43Q: 3 clusters Score -2.008538e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35367 members Mstep: Class 2 contains 49162 members Entering Unmasked Estep Score: -20085390.000000 Penalty: 13897.440430 Iteration 44Q: 3 clusters Score -2.008539e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35365 members Mstep: Class 2 contains 49164 members Entering Unmasked Estep Score: -20085392.000000 Penalty: 13897.440430 Iteration 45Q: 3 clusters Score -2.008539e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35362 members Mstep: Class 2 contains 49167 members Entering Unmasked Estep Score: -20085400.000000 Penalty: 13897.440430 Iteration 46Q: 3 clusters Score -2.00854e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35358 members Mstep: Class 2 contains 49171 members Entering Unmasked Estep Score: -20085402.000000 Penalty: 13897.440430 Iteration 47Q: 3 clusters Score -2.00854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35355 members Mstep: Class 2 contains 49174 members Entering Unmasked Estep Score: -20085398.000000 Penalty: 13897.440430 Iteration 48Q: 3 clusters Score -2.00854e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35350 members Mstep: Class 2 contains 49179 members Entering Unmasked Estep Score: -20085408.000000 Penalty: 13897.440430 Iteration 49Q: 3 clusters Score -2.008541e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35346 members Mstep: Class 2 contains 49183 members Entering Unmasked Estep Score: -20085418.000000 Penalty: 13897.440430 Iteration 50Q: 3 clusters Score -2.008542e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35338 members Mstep: Class 2 contains 49191 members Entering Unmasked Estep Score: -20085428.000000 Penalty: 13897.440430 Iteration 51Q: 3 clusters Score -2.008543e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35337 members Mstep: Class 2 contains 49192 members Entering Unmasked Estep Score: -20085406.000000 Penalty: 13897.440430 Iteration 52Q: 3 clusters Score -2.008541e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35333 members Mstep: Class 2 contains 49196 members Entering Unmasked Estep Score: -20085418.000000 Penalty: 13897.440430 Iteration 53Q: 3 clusters Score -2.008542e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35331 members Mstep: Class 2 contains 49198 members Entering Unmasked Estep Score: -20085408.000000 Penalty: 13897.440430 Iteration 54Q: 3 clusters Score -2.008541e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35330 members Mstep: Class 2 contains 49199 members Entering Unmasked Estep Score: -20085416.000000 Penalty: 13897.440430 Iteration 55Q: 3 clusters Score -2.008542e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35325 members Mstep: Class 2 contains 49204 members Entering Unmasked Estep Score: -20085432.000000 Penalty: 13897.440430 Iteration 56Q: 3 clusters Score -2.008543e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35323 members Mstep: Class 2 contains 49206 members Entering Unmasked Estep Score: -20085420.000000 Penalty: 13897.440430 Iteration 57Q: 3 clusters Score -2.008542e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35323 members Mstep: Class 2 contains 49206 members Entering Unmasked Estep Score: -20085426.000000 Penalty: 13897.440430 Iteration 58Q: 3 clusters Score -2.008543e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35322 members Mstep: Class 2 contains 49207 members Entering Unmasked Estep Score: -20085422.000000 Penalty: 13897.440430 Iteration 59Q: 3 clusters Score -2.008542e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35322 members Mstep: Class 2 contains 49207 members Entering Unmasked Estep Score: -20085422.000000 Penalty: 13897.440430 Iteration 60F: 3 clusters Score -2.008542e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (115951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115951 members Entering Unmasked Estep Score: -27304364.000000 Penalty: 7142.315430 Iteration 0F: 2 clusters Score -2.730436e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57778 members Mstep: Class 2 contains 58173 members Entering Unmasked Estep Score: -27226634.000000 Penalty: 14284.630859 Iteration 0F: 3 clusters Score -2.722663e+07 nChanged 53359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56915 members Mstep: Class 2 contains 59036 members Entering Unmasked Estep Score: -27256084.000000 Penalty: 14284.630859 Iteration 1F: 3 clusters Score -2.725608e+07 nChanged 4727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56390 members Mstep: Class 2 contains 59561 members Entering Unmasked Estep Score: -27257534.000000 Penalty: 14284.630859 Iteration 2Q: 3 clusters Score -2.725753e+07 nChanged 4473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55671 members Mstep: Class 2 contains 60280 members Entering Unmasked Estep Score: -27258916.000000 Penalty: 14284.630859 Iteration 3Q: 3 clusters Score -2.725892e+07 nChanged 4345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54736 members Mstep: Class 2 contains 61215 members Entering Unmasked Estep Score: -27260276.000000 Penalty: 14284.630859 Iteration 4Q: 3 clusters Score -2.726028e+07 nChanged 4612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53382 members Mstep: Class 2 contains 62569 members Entering Unmasked Estep Score: -27262196.000000 Penalty: 14284.630859 Iteration 5Q: 3 clusters Score -2.72622e+07 nChanged 4949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51427 members Mstep: Class 2 contains 64524 members Entering Unmasked Estep Score: -27264390.000000 Penalty: 14284.630859 Iteration 6Q: 3 clusters Score -2.726439e+07 nChanged 5170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48917 members Mstep: Class 2 contains 67034 members Entering Unmasked Estep Score: -27266728.000000 Penalty: 14284.630859 Iteration 7Q: 3 clusters Score -2.726673e+07 nChanged 5389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45744 members Mstep: Class 2 contains 70207 members Entering Unmasked Estep Score: -27269366.000000 Penalty: 14284.630859 Iteration 8Q: 3 clusters Score -2.726937e+07 nChanged 5484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41800 members Mstep: Class 2 contains 74151 members Entering Unmasked Estep Score: -27272282.000000 Penalty: 14284.630859 Iteration 9Q: 3 clusters Score -2.727228e+07 nChanged 5841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36965 members Mstep: Class 2 contains 78986 members Entering Unmasked Estep Score: -27275490.000000 Penalty: 14284.630859 Iteration 10F: 3 clusters Score -2.727549e+07 nChanged 5880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31693 members Mstep: Class 2 contains 84258 members Entering Unmasked Estep Score: -27278714.000000 Penalty: 14284.630859 Iteration 11F: 3 clusters Score -2.727871e+07 nChanged 5585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26382 members Mstep: Class 2 contains 89569 members Entering Unmasked Estep Score: -27282300.000000 Penalty: 14284.630859 Iteration 12Q: 3 clusters Score -2.72823e+07 nChanged 5179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21347 members Mstep: Class 2 contains 94604 members Entering Unmasked Estep Score: -27285558.000000 Penalty: 14284.630859 Iteration 13Q: 3 clusters Score -2.728556e+07 nChanged 4450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16979 members Mstep: Class 2 contains 98972 members Entering Unmasked Estep Score: -27288462.000000 Penalty: 14284.630859 Iteration 14Q: 3 clusters Score -2.728846e+07 nChanged 3626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 102532 members Entering Unmasked Estep Score: -27290654.000000 Penalty: 14284.630859 Iteration 15Q: 3 clusters Score -2.729065e+07 nChanged 2868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 105362 members Entering Unmasked Estep Score: -27292504.000000 Penalty: 14284.630859 Iteration 16Q: 3 clusters Score -2.72925e+07 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 107532 members Entering Unmasked Estep Score: -27293996.000000 Penalty: 14284.630859 Iteration 17Q: 3 clusters Score -2.7294e+07 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 109142 members Entering Unmasked Estep Score: -27294984.000000 Penalty: 14284.630859 Iteration 18Q: 3 clusters Score -2.729498e+07 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 110369 members Entering Unmasked Estep Score: -27295728.000000 Penalty: 14284.630859 Iteration 19Q: 3 clusters Score -2.729573e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 111302 members Entering Unmasked Estep Score: -27296322.000000 Penalty: 14284.630859 Iteration 20F: 3 clusters Score -2.729632e+07 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 112012 members Entering Unmasked Estep Score: -27296694.000000 Penalty: 14284.630859 Iteration 21Q: 3 clusters Score -2.729669e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 112577 members Entering Unmasked Estep Score: -27297104.000000 Penalty: 14284.630859 Iteration 22Q: 3 clusters Score -2.72971e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 112981 members Entering Unmasked Estep Score: -27297264.000000 Penalty: 14284.630859 Iteration 23Q: 3 clusters Score -2.729726e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 113309 members Entering Unmasked Estep Score: -27297484.000000 Penalty: 14284.630859 Iteration 24Q: 3 clusters Score -2.729748e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 113567 members Entering Unmasked Estep Score: -27297734.000000 Penalty: 14284.630859 Iteration 25Q: 3 clusters Score -2.729773e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 113737 members Entering Unmasked Estep Score: -27297842.000000 Penalty: 14284.630859 Iteration 26Q: 3 clusters Score -2.729784e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 113889 members Entering Unmasked Estep Score: -27297916.000000 Penalty: 14284.630859 Iteration 27Q: 3 clusters Score -2.729792e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 114012 members Entering Unmasked Estep Score: -27298030.000000 Penalty: 14284.630859 Iteration 28Q: 3 clusters Score -2.729803e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 114105 members Entering Unmasked Estep Score: -27298068.000000 Penalty: 14284.630859 Iteration 29Q: 3 clusters Score -2.729807e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 114161 members Entering Unmasked Estep Score: -27298076.000000 Penalty: 14284.630859 Iteration 30Q: 3 clusters Score -2.729808e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 114209 members Entering Unmasked Estep Score: -27298108.000000 Penalty: 14284.630859 Iteration 31Q: 3 clusters Score -2.729811e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 114255 members Entering Unmasked Estep Score: -27298182.000000 Penalty: 14284.630859 Iteration 32Q: 3 clusters Score -2.729818e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 114289 members Entering Unmasked Estep Score: -27298166.000000 Penalty: 14284.630859 Iteration 33Q: 3 clusters Score -2.729817e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 114320 members Entering Unmasked Estep Score: -27298184.000000 Penalty: 14284.630859 Iteration 34Q: 3 clusters Score -2.729818e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 114343 members Entering Unmasked Estep Score: -27298194.000000 Penalty: 14284.630859 Iteration 35Q: 3 clusters Score -2.729819e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 114365 members Entering Unmasked Estep Score: -27298200.000000 Penalty: 14284.630859 Iteration 36Q: 3 clusters Score -2.72982e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 114391 members Entering Unmasked Estep Score: -27298194.000000 Penalty: 14284.630859 Iteration 37Q: 3 clusters Score -2.729819e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 114410 members Entering Unmasked Estep Score: -27298226.000000 Penalty: 14284.630859 Iteration 38Q: 3 clusters Score -2.729823e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 114432 members Entering Unmasked Estep Score: -27298246.000000 Penalty: 14284.630859 Iteration 39Q: 3 clusters Score -2.729825e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 114445 members Entering Unmasked Estep Score: -27298244.000000 Penalty: 14284.630859 Iteration 40F: 3 clusters Score -2.729824e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 114457 members Entering Unmasked Estep Score: -27298262.000000 Penalty: 14284.630859 Iteration 41Q: 3 clusters Score -2.729826e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 114467 members Entering Unmasked Estep Score: -27298270.000000 Penalty: 14284.630859 Iteration 42Q: 3 clusters Score -2.729827e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 114470 members Entering Unmasked Estep Score: -27298276.000000 Penalty: 14284.630859 Iteration 43Q: 3 clusters Score -2.729828e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 114474 members Entering Unmasked Estep Score: -27298278.000000 Penalty: 14284.630859 Iteration 44Q: 3 clusters Score -2.729828e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 114478 members Entering Unmasked Estep Score: -27298252.000000 Penalty: 14284.630859 Iteration 45Q: 3 clusters Score -2.729825e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 114478 members Entering Unmasked Estep Score: -27298252.000000 Penalty: 14284.630859 Iteration 46F: 3 clusters Score -2.729825e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Entering Unmasked Estep Score: -2289402.250000 Penalty: 5625.008789 Iteration 0F: 2 clusters Score -2289402 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -2279310.750000 Penalty: 11250.017578 Iteration 0F: 3 clusters Score -2279311 nChanged 3607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -2281352.500000 Penalty: 11250.017578 Iteration 1F: 3 clusters Score -2281352 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -2281979.000000 Penalty: 11250.017578 Iteration 2F: 3 clusters Score -2281979 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -2282584.250000 Penalty: 11250.017578 Iteration 3F: 3 clusters Score -2282584 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -2283322.750000 Penalty: 11250.017578 Iteration 4F: 3 clusters Score -2283323 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -2284199.750000 Penalty: 11250.017578 Iteration 5F: 3 clusters Score -2284200 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -2284997.000000 Penalty: 11250.017578 Iteration 6F: 3 clusters Score -2284997 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -2285568.750000 Penalty: 11250.017578 Iteration 7F: 3 clusters Score -2285569 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -2285927.000000 Penalty: 11250.017578 Iteration 8Q: 3 clusters Score -2285927 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -2286118.250000 Penalty: 11250.017578 Iteration 9Q: 3 clusters Score -2286118 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -2286213.500000 Penalty: 11250.017578 Iteration 10Q: 3 clusters Score -2286214 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -2286273.250000 Penalty: 11250.017578 Iteration 11Q: 3 clusters Score -2286273 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -2286307.500000 Penalty: 11250.017578 Iteration 12Q: 3 clusters Score -2286308 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -2286337.000000 Penalty: 11250.017578 Iteration 13Q: 3 clusters Score -2286337 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -2286346.750000 Penalty: 11250.017578 Iteration 14Q: 3 clusters Score -2286347 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -2286360.750000 Penalty: 11250.017578 Iteration 15Q: 3 clusters Score -2286361 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -2286372.750000 Penalty: 11250.017578 Iteration 16Q: 3 clusters Score -2286373 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 7569 members Entering Unmasked Estep Score: -2286376.000000 Penalty: 11250.017578 Iteration 17Q: 3 clusters Score -2286376 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -2286380.500000 Penalty: 11250.017578 Iteration 18Q: 3 clusters Score -2286380 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -2286385.500000 Penalty: 11250.017578 Iteration 19Q: 3 clusters Score -2286386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -2286388.750000 Penalty: 11250.017578 Iteration 20F: 3 clusters Score -2286389 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -2286390.000000 Penalty: 11250.017578 Iteration 21Q: 3 clusters Score -2286390 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -2286391.250000 Penalty: 11250.017578 Iteration 22Q: 3 clusters Score -2286391 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -2286391.500000 Penalty: 11250.017578 Iteration 23Q: 3 clusters Score -2286392 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -2286391.500000 Penalty: 11250.017578 Iteration 24F: 3 clusters Score -2286392 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Entering Unmasked Estep Score: -114779.882812 Penalty: 3889.917480 Iteration 0F: 2 clusters Score -114779.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -111287.562500 Penalty: 7779.834961 Iteration 0F: 3 clusters Score -111287.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -111637.125000 Penalty: 7779.834961 Iteration 1F: 3 clusters Score -111637.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -111792.640625 Penalty: 7779.834961 Iteration 2Q: 3 clusters Score -111792.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -111852.250000 Penalty: 7779.834961 Iteration 3Q: 3 clusters Score -111852.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -111878.171875 Penalty: 7779.834961 Iteration 4Q: 3 clusters Score -111878.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -111894.210938 Penalty: 7779.834961 Iteration 5Q: 3 clusters Score -111894.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -111915.132812 Penalty: 7779.834961 Iteration 6Q: 3 clusters Score -111915.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -111919.164062 Penalty: 7779.834961 Iteration 7Q: 3 clusters Score -111919.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -111933.117188 Penalty: 7779.834961 Iteration 8Q: 3 clusters Score -111933.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -111942.554688 Penalty: 7779.834961 Iteration 9Q: 3 clusters Score -111942.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -111945.132812 Penalty: 7779.834961 Iteration 10Q: 3 clusters Score -111945.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -111946.890625 Penalty: 7779.834961 Iteration 11Q: 3 clusters Score -111946.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -111946.890625 Penalty: 7779.834961 Iteration 12F: 3 clusters Score -111946.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Entering Unmasked Estep Score: -290169.875000 Penalty: 4409.345215 Iteration 0F: 2 clusters Score -290169.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -285731.062500 Penalty: 8818.690430 Iteration 0F: 3 clusters Score -285731.1 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -286226.937500 Penalty: 8818.690430 Iteration 1F: 3 clusters Score -286226.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -286437.281250 Penalty: 8818.690430 Iteration 2F: 3 clusters Score -286437.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -286682.031250 Penalty: 8818.690430 Iteration 3Q: 3 clusters Score -286682 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -286971.812500 Penalty: 8818.690430 Iteration 4Q: 3 clusters Score -286971.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -287187.687500 Penalty: 8818.690430 Iteration 5Q: 3 clusters Score -287187.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -287337.625000 Penalty: 8818.690430 Iteration 6Q: 3 clusters Score -287337.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -287454.031250 Penalty: 8818.690430 Iteration 7Q: 3 clusters Score -287454 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -287587.250000 Penalty: 8818.690430 Iteration 8Q: 3 clusters Score -287587.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -287870.062500 Penalty: 8818.690430 Iteration 9Q: 3 clusters Score -287870.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -288272.062500 Penalty: 8818.690430 Iteration 10Q: 3 clusters Score -288272.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -288687.437500 Penalty: 8818.690430 Iteration 11Q: 3 clusters Score -288687.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -289097.593750 Penalty: 8818.690430 Iteration 12Q: 3 clusters Score -289097.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -289751.437500 Penalty: 8818.690430 Iteration 13Q: 3 clusters Score -289751.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -291076.125000 Penalty: 8818.690430 Iteration 14Q: 3 clusters Score -291076.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -291332.312500 Penalty: 8818.690430 Iteration 15Q: 3 clusters Score -291332.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -291415.093750 Penalty: 8818.690430 Iteration 16Q: 3 clusters Score -291415.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -291496.093750 Penalty: 8818.690430 Iteration 17Q: 3 clusters Score -291496.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -291581.718750 Penalty: 8818.690430 Iteration 18Q: 3 clusters Score -291581.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -291600.343750 Penalty: 8818.690430 Iteration 19Q: 3 clusters Score -291600.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -291600.343750 Penalty: 8818.690430 Iteration 20F: 3 clusters Score -291600.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 27178 members Mstep: Class 3 contains 3402 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 2651 members Mstep: Class 6 contains 18989 members Mstep: Class 7 contains 28521 members Mstep: Class 8 contains 4866 members Mstep: Class 9 contains 7533 members Mstep: Class 10 contains 16251 members Mstep: Class 11 contains 574 members Mstep: Class 12 contains 442 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 4123 members Mstep: Class 15 contains 4380 members Mstep: Class 16 contains 1337 members Mstep: Class 17 contains 29478 members Mstep: Class 18 contains 84529 members Mstep: Class 19 contains 115951 members Mstep: Class 20 contains 9737 members Mstep: Class 21 contains 573 members Mstep: Class 22 contains 497 members Mstep: Class 23 contains 11066 members Mstep: Class 24 contains 43035 members Mstep: Class 25 contains 841 members Entering Unmasked Estep Score: -101705296.000000 Penalty: 198930.609375 Splitting cluster 22 changes total score from -101707336.000000 to -101705296.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (11066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11066 members Entering Unmasked Estep Score: -2459905.250000 Penalty: 5703.374512 Iteration 0F: 2 clusters Score -2459905 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -2449007.250000 Penalty: 11406.749023 Iteration 0F: 3 clusters Score -2449007 nChanged 4149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -2451532.250000 Penalty: 11406.749023 Iteration 1F: 3 clusters Score -2451532 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -2452095.750000 Penalty: 11406.749023 Iteration 2F: 3 clusters Score -2452096 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -2452455.750000 Penalty: 11406.749023 Iteration 3F: 3 clusters Score -2452456 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -2452683.500000 Penalty: 11406.749023 Iteration 4Q: 3 clusters Score -2452684 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -2452862.250000 Penalty: 11406.749023 Iteration 5Q: 3 clusters Score -2452862 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -2453031.000000 Penalty: 11406.749023 Iteration 6Q: 3 clusters Score -2453031 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -2453186.250000 Penalty: 11406.749023 Iteration 7Q: 3 clusters Score -2453186 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -2453319.000000 Penalty: 11406.749023 Iteration 8Q: 3 clusters Score -2453319 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -2453436.250000 Penalty: 11406.749023 Iteration 9Q: 3 clusters Score -2453436 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -2453541.250000 Penalty: 11406.749023 Iteration 10Q: 3 clusters Score -2453541 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -2453641.000000 Penalty: 11406.749023 Iteration 11Q: 3 clusters Score -2453641 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -2453734.250000 Penalty: 11406.749023 Iteration 12Q: 3 clusters Score -2453734 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -2453848.250000 Penalty: 11406.749023 Iteration 13Q: 3 clusters Score -2453848 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -2453935.000000 Penalty: 11406.749023 Iteration 14Q: 3 clusters Score -2453935 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -2454009.000000 Penalty: 11406.749023 Iteration 15Q: 3 clusters Score -2454009 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -2454060.250000 Penalty: 11406.749023 Iteration 16Q: 3 clusters Score -2454060 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -2454139.250000 Penalty: 11406.749023 Iteration 17Q: 3 clusters Score -2454139 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -2454209.000000 Penalty: 11406.749023 Iteration 18Q: 3 clusters Score -2454209 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -2454295.500000 Penalty: 11406.749023 Iteration 19Q: 3 clusters Score -2454296 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -2454369.500000 Penalty: 11406.749023 Iteration 20F: 3 clusters Score -2454370 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -2454438.000000 Penalty: 11406.749023 Iteration 21Q: 3 clusters Score -2454438 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -2454529.500000 Penalty: 11406.749023 Iteration 22Q: 3 clusters Score -2454530 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -2454591.750000 Penalty: 11406.749023 Iteration 23Q: 3 clusters Score -2454592 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -2454664.750000 Penalty: 11406.749023 Iteration 24Q: 3 clusters Score -2454665 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -2454750.250000 Penalty: 11406.749023 Iteration 25Q: 3 clusters Score -2454750 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -2454828.500000 Penalty: 11406.749023 Iteration 26Q: 3 clusters Score -2454828 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -2454892.250000 Penalty: 11406.749023 Iteration 27Q: 3 clusters Score -2454892 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -2454960.500000 Penalty: 11406.749023 Iteration 28Q: 3 clusters Score -2454960 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 8075 members Entering Unmasked Estep Score: -2455021.250000 Penalty: 11406.749023 Iteration 29Q: 3 clusters Score -2455021 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -2455085.000000 Penalty: 11406.749023 Iteration 30Q: 3 clusters Score -2455085 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -2455134.750000 Penalty: 11406.749023 Iteration 31Q: 3 clusters Score -2455135 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 8375 members Entering Unmasked Estep Score: -2455186.500000 Penalty: 11406.749023 Iteration 32Q: 3 clusters Score -2455186 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -2455240.250000 Penalty: 11406.749023 Iteration 33Q: 3 clusters Score -2455240 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 8559 members Entering Unmasked Estep Score: -2455303.000000 Penalty: 11406.749023 Iteration 34Q: 3 clusters Score -2455303 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -2455335.500000 Penalty: 11406.749023 Iteration 35Q: 3 clusters Score -2455336 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -2455380.250000 Penalty: 11406.749023 Iteration 36Q: 3 clusters Score -2455380 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -2455425.250000 Penalty: 11406.749023 Iteration 37Q: 3 clusters Score -2455425 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -2455471.000000 Penalty: 11406.749023 Iteration 38Q: 3 clusters Score -2455471 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -2455495.750000 Penalty: 11406.749023 Iteration 39Q: 3 clusters Score -2455496 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -2455543.750000 Penalty: 11406.749023 Iteration 40F: 3 clusters Score -2455544 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -2455566.500000 Penalty: 11406.749023 Iteration 41Q: 3 clusters Score -2455566 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -2455606.500000 Penalty: 11406.749023 Iteration 42Q: 3 clusters Score -2455606 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -2455627.750000 Penalty: 11406.749023 Iteration 43Q: 3 clusters Score -2455628 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -2455655.750000 Penalty: 11406.749023 Iteration 44Q: 3 clusters Score -2455656 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -2455673.250000 Penalty: 11406.749023 Iteration 45Q: 3 clusters Score -2455673 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 9248 members Entering Unmasked Estep Score: -2455701.750000 Penalty: 11406.749023 Iteration 46Q: 3 clusters Score -2455702 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -2455712.750000 Penalty: 11406.749023 Iteration 47Q: 3 clusters Score -2455713 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 9314 members Entering Unmasked Estep Score: -2455725.250000 Penalty: 11406.749023 Iteration 48Q: 3 clusters Score -2455725 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -2455747.750000 Penalty: 11406.749023 Iteration 49Q: 3 clusters Score -2455748 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 9382 members Entering Unmasked Estep Score: -2455766.750000 Penalty: 11406.749023 Iteration 50Q: 3 clusters Score -2455767 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -2455779.500000 Penalty: 11406.749023 Iteration 51Q: 3 clusters Score -2455780 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 9435 members Entering Unmasked Estep Score: -2455799.250000 Penalty: 11406.749023 Iteration 52Q: 3 clusters Score -2455799 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -2455810.500000 Penalty: 11406.749023 Iteration 53Q: 3 clusters Score -2455810 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 9472 members Entering Unmasked Estep Score: -2455827.750000 Penalty: 11406.749023 Iteration 54Q: 3 clusters Score -2455828 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -2455845.750000 Penalty: 11406.749023 Iteration 55Q: 3 clusters Score -2455846 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -2455891.500000 Penalty: 11406.749023 Iteration 56Q: 3 clusters Score -2455892 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -2455980.000000 Penalty: 11406.749023 Iteration 57Q: 3 clusters Score -2455980 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -2456146.750000 Penalty: 11406.749023 Iteration 58Q: 3 clusters Score -2456147 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -2456281.250000 Penalty: 11406.749023 Iteration 59Q: 3 clusters Score -2456281 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -2456430.250000 Penalty: 11406.749023 Iteration 60F: 3 clusters Score -2456430 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -2456501.750000 Penalty: 11406.749023 Iteration 61Q: 3 clusters Score -2456502 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 9680 members Entering Unmasked Estep Score: -2456550.500000 Penalty: 11406.749023 Iteration 62Q: 3 clusters Score -2456550 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -2456577.000000 Penalty: 11406.749023 Iteration 63Q: 3 clusters Score -2456577 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -2456619.000000 Penalty: 11406.749023 Iteration 64Q: 3 clusters Score -2456619 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -2456639.000000 Penalty: 11406.749023 Iteration 65Q: 3 clusters Score -2456639 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 9817 members Entering Unmasked Estep Score: -2456677.000000 Penalty: 11406.749023 Iteration 66Q: 3 clusters Score -2456677 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -2456693.000000 Penalty: 11406.749023 Iteration 67Q: 3 clusters Score -2456693 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 9852 members Entering Unmasked Estep Score: -2456702.000000 Penalty: 11406.749023 Iteration 68Q: 3 clusters Score -2456702 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -2456705.500000 Penalty: 11406.749023 Iteration 69Q: 3 clusters Score -2456706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -2456703.750000 Penalty: 11406.749023 Iteration 70Q: 3 clusters Score -2456704 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -2456714.500000 Penalty: 11406.749023 Iteration 71Q: 3 clusters Score -2456714 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -2456722.000000 Penalty: 11406.749023 Iteration 72Q: 3 clusters Score -2456722 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -2456722.500000 Penalty: 11406.749023 Iteration 73Q: 3 clusters Score -2456722 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 9890 members Entering Unmasked Estep Score: -2456734.750000 Penalty: 11406.749023 Iteration 74Q: 3 clusters Score -2456735 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 9892 members Entering Unmasked Estep Score: -2456734.000000 Penalty: 11406.749023 Iteration 75Q: 3 clusters Score -2456734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -2456735.750000 Penalty: 11406.749023 Iteration 76Q: 3 clusters Score -2456736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 9895 members Entering Unmasked Estep Score: -2456734.750000 Penalty: 11406.749023 Iteration 77Q: 3 clusters Score -2456735 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -2456731.500000 Penalty: 11406.749023 Iteration 78Q: 3 clusters Score -2456732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -2456733.500000 Penalty: 11406.749023 Iteration 79Q: 3 clusters Score -2456734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -2456732.500000 Penalty: 11406.749023 Iteration 80F: 3 clusters Score -2456732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -2456732.250000 Penalty: 11406.749023 Iteration 81Q: 3 clusters Score -2456732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -2456732.250000 Penalty: 11406.749023 Iteration 82F: 3 clusters Score -2456732 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (43035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43035 members Entering Unmasked Estep Score: -10245363.000000 Penalty: 6535.233887 Iteration 0F: 2 clusters Score -1.024536e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21519 members Mstep: Class 2 contains 21516 members Entering Unmasked Estep Score: -10214029.000000 Penalty: 13070.467773 Iteration 0F: 3 clusters Score -1.021403e+07 nChanged 18721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21194 members Mstep: Class 2 contains 21841 members Entering Unmasked Estep Score: -10224024.000000 Penalty: 13070.467773 Iteration 1F: 3 clusters Score -1.022402e+07 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20873 members Mstep: Class 2 contains 22162 members Entering Unmasked Estep Score: -10225084.000000 Penalty: 13070.467773 Iteration 2F: 3 clusters Score -1.022508e+07 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20453 members Mstep: Class 2 contains 22582 members Entering Unmasked Estep Score: -10225997.000000 Penalty: 13070.467773 Iteration 3F: 3 clusters Score -1.0226e+07 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 23139 members Entering Unmasked Estep Score: -10226756.000000 Penalty: 13070.467773 Iteration 4Q: 3 clusters Score -1.022676e+07 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19206 members Mstep: Class 2 contains 23829 members Entering Unmasked Estep Score: -10227693.000000 Penalty: 13070.467773 Iteration 5Q: 3 clusters Score -1.022769e+07 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18299 members Mstep: Class 2 contains 24736 members Entering Unmasked Estep Score: -10228812.000000 Penalty: 13070.467773 Iteration 6Q: 3 clusters Score -1.022881e+07 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17142 members Mstep: Class 2 contains 25893 members Entering Unmasked Estep Score: -10230086.000000 Penalty: 13070.467773 Iteration 7F: 3 clusters Score -1.023009e+07 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15868 members Mstep: Class 2 contains 27167 members Entering Unmasked Estep Score: -10231502.000000 Penalty: 13070.467773 Iteration 8F: 3 clusters Score -1.02315e+07 nChanged 2227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14489 members Mstep: Class 2 contains 28546 members Entering Unmasked Estep Score: -10232976.000000 Penalty: 13070.467773 Iteration 9F: 3 clusters Score -1.023298e+07 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 29961 members Entering Unmasked Estep Score: -10234435.000000 Penalty: 13070.467773 Iteration 10Q: 3 clusters Score -1.023444e+07 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11806 members Mstep: Class 2 contains 31229 members Entering Unmasked Estep Score: -10235741.000000 Penalty: 13070.467773 Iteration 11Q: 3 clusters Score -1.023574e+07 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10758 members Mstep: Class 2 contains 32277 members Entering Unmasked Estep Score: -10236796.000000 Penalty: 13070.467773 Iteration 12Q: 3 clusters Score -1.02368e+07 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 33144 members Entering Unmasked Estep Score: -10237622.000000 Penalty: 13070.467773 Iteration 13Q: 3 clusters Score -1.023762e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 33837 members Entering Unmasked Estep Score: -10238186.000000 Penalty: 13070.467773 Iteration 14Q: 3 clusters Score -1.023819e+07 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 34398 members Entering Unmasked Estep Score: -10238614.000000 Penalty: 13070.467773 Iteration 15Q: 3 clusters Score -1.023861e+07 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 34864 members Entering Unmasked Estep Score: -10238924.000000 Penalty: 13070.467773 Iteration 16Q: 3 clusters Score -1.023892e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 35239 members Entering Unmasked Estep Score: -10239103.000000 Penalty: 13070.467773 Iteration 17Q: 3 clusters Score -1.02391e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 35569 members Entering Unmasked Estep Score: -10239280.000000 Penalty: 13070.467773 Iteration 18Q: 3 clusters Score -1.023928e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 35859 members Entering Unmasked Estep Score: -10239478.000000 Penalty: 13070.467773 Iteration 19Q: 3 clusters Score -1.023948e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 36116 members Entering Unmasked Estep Score: -10239621.000000 Penalty: 13070.467773 Iteration 20F: 3 clusters Score -1.023962e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 36361 members Entering Unmasked Estep Score: -10239786.000000 Penalty: 13070.467773 Iteration 21Q: 3 clusters Score -1.023979e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 36569 members Entering Unmasked Estep Score: -10239876.000000 Penalty: 13070.467773 Iteration 22Q: 3 clusters Score -1.023988e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 36768 members Entering Unmasked Estep Score: -10239988.000000 Penalty: 13070.467773 Iteration 23Q: 3 clusters Score -1.023999e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 36954 members Entering Unmasked Estep Score: -10240078.000000 Penalty: 13070.467773 Iteration 24Q: 3 clusters Score -1.024008e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 37117 members Entering Unmasked Estep Score: -10240161.000000 Penalty: 13070.467773 Iteration 25Q: 3 clusters Score -1.024016e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 37241 members Entering Unmasked Estep Score: -10240195.000000 Penalty: 13070.467773 Iteration 26Q: 3 clusters Score -1.02402e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 37366 members Entering Unmasked Estep Score: -10240234.000000 Penalty: 13070.467773 Iteration 27Q: 3 clusters Score -1.024023e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 37459 members Entering Unmasked Estep Score: -10240252.000000 Penalty: 13070.467773 Iteration 28Q: 3 clusters Score -1.024025e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 37533 members Entering Unmasked Estep Score: -10240292.000000 Penalty: 13070.467773 Iteration 29Q: 3 clusters Score -1.024029e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 37583 members Entering Unmasked Estep Score: -10240286.000000 Penalty: 13070.467773 Iteration 30Q: 3 clusters Score -1.024029e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 37617 members Entering Unmasked Estep Score: -10240294.000000 Penalty: 13070.467773 Iteration 31Q: 3 clusters Score -1.024029e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 37651 members Entering Unmasked Estep Score: -10240304.000000 Penalty: 13070.467773 Iteration 32Q: 3 clusters Score -1.02403e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 37686 members Entering Unmasked Estep Score: -10240294.000000 Penalty: 13070.467773 Iteration 33Q: 3 clusters Score -1.024029e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 37713 members Entering Unmasked Estep Score: -10240287.000000 Penalty: 13070.467773 Iteration 34Q: 3 clusters Score -1.024029e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 37735 members Entering Unmasked Estep Score: -10240286.000000 Penalty: 13070.467773 Iteration 35Q: 3 clusters Score -1.024029e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 37756 members Entering Unmasked Estep Score: -10240288.000000 Penalty: 13070.467773 Iteration 36Q: 3 clusters Score -1.024029e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 37779 members Entering Unmasked Estep Score: -10240292.000000 Penalty: 13070.467773 Iteration 37Q: 3 clusters Score -1.024029e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 37799 members Entering Unmasked Estep Score: -10240300.000000 Penalty: 13070.467773 Iteration 38Q: 3 clusters Score -1.02403e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 37817 members Entering Unmasked Estep Score: -10240320.000000 Penalty: 13070.467773 Iteration 39Q: 3 clusters Score -1.024032e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 37836 members Entering Unmasked Estep Score: -10240309.000000 Penalty: 13070.467773 Iteration 40F: 3 clusters Score -1.024031e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 37848 members Entering Unmasked Estep Score: -10240309.000000 Penalty: 13070.467773 Iteration 41Q: 3 clusters Score -1.024031e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 37858 members Entering Unmasked Estep Score: -10240312.000000 Penalty: 13070.467773 Iteration 42Q: 3 clusters Score -1.024031e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 37874 members Entering Unmasked Estep Score: -10240310.000000 Penalty: 13070.467773 Iteration 43Q: 3 clusters Score -1.024031e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 37888 members Entering Unmasked Estep Score: -10240320.000000 Penalty: 13070.467773 Iteration 44Q: 3 clusters Score -1.024032e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 37899 members Entering Unmasked Estep Score: -10240330.000000 Penalty: 13070.467773 Iteration 45Q: 3 clusters Score -1.024033e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 37909 members Entering Unmasked Estep Score: -10240323.000000 Penalty: 13070.467773 Iteration 46Q: 3 clusters Score -1.024032e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 37923 members Entering Unmasked Estep Score: -10240342.000000 Penalty: 13070.467773 Iteration 47Q: 3 clusters Score -1.024034e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 37936 members Entering Unmasked Estep Score: -10240350.000000 Penalty: 13070.467773 Iteration 48Q: 3 clusters Score -1.024035e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 37951 members Entering Unmasked Estep Score: -10240346.000000 Penalty: 13070.467773 Iteration 49Q: 3 clusters Score -1.024035e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 37967 members Entering Unmasked Estep Score: -10240364.000000 Penalty: 13070.467773 Iteration 50Q: 3 clusters Score -1.024036e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 37990 members Entering Unmasked Estep Score: -10240376.000000 Penalty: 13070.467773 Iteration 51Q: 3 clusters Score -1.024038e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 38011 members Entering Unmasked Estep Score: -10240379.000000 Penalty: 13070.467773 Iteration 52Q: 3 clusters Score -1.024038e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 38024 members Entering Unmasked Estep Score: -10240391.000000 Penalty: 13070.467773 Iteration 53Q: 3 clusters Score -1.024039e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 38035 members Entering Unmasked Estep Score: -10240385.000000 Penalty: 13070.467773 Iteration 54Q: 3 clusters Score -1.024038e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 38048 members Entering Unmasked Estep Score: -10240390.000000 Penalty: 13070.467773 Iteration 55Q: 3 clusters Score -1.024039e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 38055 members Entering Unmasked Estep Score: -10240397.000000 Penalty: 13070.467773 Iteration 56Q: 3 clusters Score -1.02404e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 38065 members Entering Unmasked Estep Score: -10240383.000000 Penalty: 13070.467773 Iteration 57Q: 3 clusters Score -1.024038e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 38073 members Entering Unmasked Estep Score: -10240370.000000 Penalty: 13070.467773 Iteration 58Q: 3 clusters Score -1.024037e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 38077 members Entering Unmasked Estep Score: -10240375.000000 Penalty: 13070.467773 Iteration 59Q: 3 clusters Score -1.024038e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 38082 members Entering Unmasked Estep Score: -10240390.000000 Penalty: 13070.467773 Iteration 60F: 3 clusters Score -1.024039e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 38084 members Entering Unmasked Estep Score: -10240389.000000 Penalty: 13070.467773 Iteration 61Q: 3 clusters Score -1.024039e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 38084 members Entering Unmasked Estep Score: -10240389.000000 Penalty: 13070.467773 Iteration 62F: 3 clusters Score -1.024039e+07 nChanged 0 --- Evaluating fit on full set of 1315857 points --- Entering Unmasked Estep Score: -304429440.000000 Penalty: 207122.968750 25->25 Clusters: Score -304429440.000000, best is -304948224.000000 Main iterations: 0 (time per=infms) Total iterations: 27025 (time per=600.831081ms) Iterations metric 2: 2440705867776.000000 (time per=6.652772ns) Iterations metric 3: 117148496166912.000000 (time per=138.605791ps) That took 16237.459961 seconds.